FileBase /isis1/Yuta/YutaData/YutaMouse23-140730/YutaMouse23-140730/YutaMouse23-140730 ElecNo 7 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100000 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 3 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 168533 data points of dimension 12. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 56177 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3052 members Mstep: Class 3 contains 2989 members Mstep: Class 4 contains 2901 members Mstep: Class 5 contains 3025 members Mstep: Class 6 contains 3046 members Mstep: Class 7 contains 2918 members Mstep: Class 8 contains 2941 members Mstep: Class 9 contains 2873 members Mstep: Class 10 contains 2910 members Mstep: Class 11 contains 2923 members Mstep: Class 12 contains 3015 members Mstep: Class 13 contains 3003 members Mstep: Class 14 contains 2878 members Mstep: Class 15 contains 2932 members Mstep: Class 16 contains 2954 members Mstep: Class 17 contains 2930 members Mstep: Class 18 contains 2936 members Mstep: Class 19 contains 2943 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 17.519381 but Gain 497.599609 Score: -1872936.125000 Penalty: 8956.799805 Iteration 0F: 19 clusters Score -1872936 nChanged 53038 Entering Unmasked Mstep Mstep: Class 0 contains 859 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 763 members Mstep: Class 3 contains 127 members Mstep: Class 4 contains 2234 members Mstep: Class 5 contains 33342 members Mstep: Class 6 contains 430 members Mstep: Class 7 contains 413 members Mstep: Class 8 contains 551 members Mstep: Class 9 contains 1901 members Mstep: Class 10 contains 245 members Mstep: Class 11 contains 4518 members Mstep: Class 12 contains 200 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 1861 members Mstep: Class 17 contains 1011 members Mstep: Class 18 contains 417 members Mstep: Class 19 contains 356 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 25.692146 but Gain 497.600586 Score: -2450154.500000 Penalty: 8459.199219 Iteration 1F: 18 clusters Score -2450154 nChanged 27753 Entering Unmasked Mstep Mstep: Class 0 contains 198 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 962 members Mstep: Class 3 contains 21 members Mstep: Class 4 contains 510 members Mstep: Class 5 contains 15957 members Mstep: Class 6 contains 179 members Mstep: Class 7 contains 431 members Mstep: Class 9 contains 340 members Mstep: Class 10 contains 95 members Mstep: Class 11 contains 20849 members Mstep: Class 12 contains 125 members Mstep: Class 13 contains 44 members Mstep: Class 15 contains 45 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 50 members Mstep: Class 18 contains 140 members Mstep: Class 19 contains 667 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 72.091614 but Gain 497.599609 Score: -2595592.500000 Penalty: 7961.599609 Iteration 2F: 17 clusters Score -2595592 nChanged 7124 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 11839 members Mstep: Class 2 contains 927 members Mstep: Class 3 contains 29 members Mstep: Class 4 contains 591 members Mstep: Class 5 contains 16246 members Mstep: Class 6 contains 83 members Mstep: Class 7 contains 473 members Mstep: Class 9 contains 283 members Mstep: Class 10 contains 179 members Mstep: Class 11 contains 22059 members Mstep: Class 12 contains 142 members Mstep: Class 15 contains 32 members Mstep: Class 16 contains 2149 members Mstep: Class 17 contains 73 members Mstep: Class 18 contains 141 members Mstep: Class 19 contains 898 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 163.538696 but Gain 497.600098 Score: -2606787.000000 Penalty: 7463.999512 Iteration 3F: 16 clusters Score -2606787 nChanged 6373 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 1000 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 16427 members Mstep: Class 6 contains 58 members Mstep: Class 7 contains 429 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 226 members Mstep: Class 11 contains 23424 members Mstep: Class 12 contains 127 members Mstep: Class 15 contains 48 members Mstep: Class 16 contains 2147 members Mstep: Class 17 contains 95 members Mstep: Class 18 contains 110 members Mstep: Class 19 contains 950 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 213.849609 but Gain 497.600098 Score: -2614125.500000 Penalty: 6966.399414 Iteration 4F: 15 clusters Score -2614126 nChanged 5904 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 1103 members Mstep: Class 4 contains 727 members Mstep: Class 5 contains 16402 members Mstep: Class 6 contains 60 members Mstep: Class 7 contains 418 members Mstep: Class 9 contains 300 members Mstep: Class 10 contains 244 members Mstep: Class 11 contains 25335 members Mstep: Class 12 contains 133 members Mstep: Class 15 contains 54 members Mstep: Class 16 contains 2140 members Mstep: Class 17 contains 124 members Mstep: Class 19 contains 917 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 315.933289 but Gain 497.599609 Score: -2621084.000000 Penalty: 6468.799805 Iteration 5F: 14 clusters Score -2621084 nChanged 5266 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 1136 members Mstep: Class 4 contains 699 members Mstep: Class 5 contains 16373 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 376 members Mstep: Class 9 contains 359 members Mstep: Class 10 contains 254 members Mstep: Class 11 contains 27410 members Mstep: Class 12 contains 145 members Mstep: Class 16 contains 2131 members Mstep: Class 17 contains 137 members Mstep: Class 19 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -2625973.750000 Penalty: 6468.799805 Iteration 6F: 14 clusters Score -2625974 nChanged 4558 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 1172 members Mstep: Class 4 contains 697 members Mstep: Class 5 contains 16166 members Mstep: Class 6 contains 72 members Mstep: Class 7 contains 333 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 29334 members Mstep: Class 12 contains 157 members Mstep: Class 16 contains 2124 members Mstep: Class 17 contains 154 members Mstep: Class 19 contains 796 members Entering Unmasked Estep ConsiderDeletion Score: -2629951.750000 Penalty: 6468.799805 Iteration 7F: 14 clusters Score -2629952 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1221 members Mstep: Class 4 contains 746 members Mstep: Class 5 contains 15893 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 270 members Mstep: Class 9 contains 426 members Mstep: Class 10 contains 281 members Mstep: Class 11 contains 30901 members Mstep: Class 12 contains 152 members Mstep: Class 16 contains 2116 members Mstep: Class 17 contains 175 members Mstep: Class 19 contains 772 members Entering Unmasked Estep ConsiderDeletion Score: -2633251.750000 Penalty: 6468.799805 Iteration 8F: 14 clusters Score -2633252 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1269 members Mstep: Class 4 contains 846 members Mstep: Class 5 contains 15437 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 208 members Mstep: Class 9 contains 444 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 32209 members Mstep: Class 12 contains 141 members Mstep: Class 16 contains 2107 members Mstep: Class 17 contains 180 members Mstep: Class 19 contains 765 members Entering Unmasked Estep ConsiderDeletion Score: -2635552.750000 Penalty: 6468.799805 Iteration 9F: 14 clusters Score -2635553 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1290 members Mstep: Class 4 contains 979 members Mstep: Class 5 contains 14712 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 178 members Mstep: Class 9 contains 455 members Mstep: Class 10 contains 317 members Mstep: Class 11 contains 33458 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2102 members Mstep: Class 17 contains 183 members Mstep: Class 19 contains 759 members Entering Unmasked Estep ConsiderDeletion Score: -2637145.250000 Penalty: 6468.799805 Iteration 10Q: 14 clusters Score -2637145 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1305 members Mstep: Class 4 contains 1127 members Mstep: Class 5 contains 13876 members Mstep: Class 6 contains 72 members Mstep: Class 7 contains 152 members Mstep: Class 9 contains 459 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 34534 members Mstep: Class 12 contains 134 members Mstep: Class 16 contains 2104 members Mstep: Class 17 contains 178 members Mstep: Class 19 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -2638246.250000 Penalty: 6468.799805 Iteration 11Q: 14 clusters Score -2638246 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1310 members Mstep: Class 4 contains 1282 members Mstep: Class 5 contains 13059 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 137 members Mstep: Class 9 contains 461 members Mstep: Class 10 contains 328 members Mstep: Class 11 contains 35450 members Mstep: Class 12 contains 133 members Mstep: Class 16 contains 2106 members Mstep: Class 17 contains 172 members Mstep: Class 19 contains 755 members Entering Unmasked Estep ConsiderDeletion Score: -2639043.500000 Penalty: 6468.799805 Iteration 12Q: 14 clusters Score -2639044 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1316 members Mstep: Class 4 contains 1449 members Mstep: Class 5 contains 12311 members Mstep: Class 6 contains 72 members Mstep: Class 7 contains 127 members Mstep: Class 9 contains 463 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 36208 members Mstep: Class 12 contains 133 members Mstep: Class 16 contains 2111 members Mstep: Class 17 contains 172 members Mstep: Class 19 contains 753 members Entering Unmasked Estep ConsiderDeletion Score: -2639712.000000 Penalty: 6468.799805 Iteration 13Q: 14 clusters Score -2639712 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 11606 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 123 members Mstep: Class 9 contains 466 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 36858 members Mstep: Class 12 contains 134 members Mstep: Class 16 contains 2118 members Mstep: Class 17 contains 180 members Mstep: Class 19 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -2640339.000000 Penalty: 6468.799805 Iteration 14Q: 14 clusters Score -2640339 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 10982 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 123 members Mstep: Class 9 contains 470 members Mstep: Class 10 contains 296 members Mstep: Class 11 contains 37413 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2129 members Mstep: Class 17 contains 189 members Mstep: Class 19 contains 744 members Entering Unmasked Estep ConsiderDeletion Score: -2640746.250000 Penalty: 6468.799805 Iteration 15Q: 14 clusters Score -2640746 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 1952 members Mstep: Class 5 contains 10449 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 121 members Mstep: Class 9 contains 475 members Mstep: Class 10 contains 288 members Mstep: Class 11 contains 37861 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2136 members Mstep: Class 17 contains 186 members Mstep: Class 19 contains 739 members Entering Unmasked Estep ConsiderDeletion Score: -2641046.500000 Penalty: 6468.799805 Iteration 16Q: 14 clusters Score -2641046 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2086 members Mstep: Class 5 contains 10009 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 121 members Mstep: Class 9 contains 480 members Mstep: Class 10 contains 280 members Mstep: Class 11 contains 38222 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2142 members Mstep: Class 17 contains 188 members Mstep: Class 19 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -2641264.500000 Penalty: 6468.799805 Iteration 17Q: 14 clusters Score -2641264 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2214 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 121 members Mstep: Class 9 contains 484 members Mstep: Class 10 contains 274 members Mstep: Class 11 contains 38500 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2147 members Mstep: Class 17 contains 195 members Mstep: Class 19 contains 730 members Entering Unmasked Estep ConsiderDeletion Score: -2641405.250000 Penalty: 6468.799805 Iteration 18Q: 14 clusters Score -2641405 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2304 members Mstep: Class 5 contains 9326 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 121 members Mstep: Class 9 contains 486 members Mstep: Class 10 contains 267 members Mstep: Class 11 contains 38720 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2156 members Mstep: Class 17 contains 202 members Mstep: Class 19 contains 728 members Entering Unmasked Estep ConsiderDeletion Score: -2641535.750000 Penalty: 6468.799805 Iteration 19Q: 14 clusters Score -2641536 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2378 members Mstep: Class 5 contains 9056 members Mstep: Class 6 contains 71 members Mstep: Class 7 contains 121 members Mstep: Class 9 contains 487 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 38916 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 207 members Mstep: Class 19 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -2641690.500000 Penalty: 6468.799805 Iteration 20F: 14 clusters Score -2641690 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2442 members Mstep: Class 5 contains 8839 members Mstep: Class 6 contains 72 members Mstep: Class 7 contains 98 members Mstep: Class 9 contains 489 members Mstep: Class 10 contains 279 members Mstep: Class 11 contains 39072 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2165 members Mstep: Class 17 contains 212 members Mstep: Class 19 contains 725 members Entering Unmasked Estep ConsiderDeletion Score: -2641851.250000 Penalty: 6468.799805 Iteration 21Q: 14 clusters Score -2641851 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2518 members Mstep: Class 5 contains 8668 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 81 members Mstep: Class 9 contains 492 members Mstep: Class 10 contains 287 members Mstep: Class 11 contains 39174 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2173 members Mstep: Class 17 contains 212 members Mstep: Class 19 contains 723 members Entering Unmasked Estep ConsiderDeletion Score: -2641972.750000 Penalty: 6468.799805 Iteration 22Q: 14 clusters Score -2641973 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1319 members Mstep: Class 4 contains 2591 members Mstep: Class 5 contains 8518 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 70 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 288 members Mstep: Class 11 contains 39255 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2184 members Mstep: Class 17 contains 215 members Mstep: Class 19 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -2642046.500000 Penalty: 6468.799805 Iteration 23Q: 14 clusters Score -2642046 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2655 members Mstep: Class 5 contains 8396 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 66 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 281 members Mstep: Class 11 contains 39318 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2191 members Mstep: Class 17 contains 216 members Mstep: Class 19 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -2642080.000000 Penalty: 6468.799805 Iteration 24Q: 14 clusters Score -2642080 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2709 members Mstep: Class 5 contains 8295 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 273 members Mstep: Class 11 contains 39363 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2199 members Mstep: Class 17 contains 220 members Mstep: Class 19 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -2642098.500000 Penalty: 6468.799805 Iteration 25Q: 14 clusters Score -2642098 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2746 members Mstep: Class 5 contains 8225 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 39392 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2205 members Mstep: Class 17 contains 223 members Mstep: Class 19 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -2642110.250000 Penalty: 6468.799805 Iteration 26Q: 14 clusters Score -2642110 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2776 members Mstep: Class 5 contains 8169 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 260 members Mstep: Class 11 contains 39411 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2210 members Mstep: Class 17 contains 229 members Mstep: Class 19 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -2642138.000000 Penalty: 6468.799805 Iteration 27Q: 14 clusters Score -2642138 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2811 members Mstep: Class 5 contains 8125 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 494 members Mstep: Class 10 contains 256 members Mstep: Class 11 contains 39415 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 231 members Mstep: Class 19 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -2642160.250000 Penalty: 6468.799805 Iteration 28Q: 14 clusters Score -2642160 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2837 members Mstep: Class 5 contains 8083 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 495 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39433 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 233 members Mstep: Class 19 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -2642166.250000 Penalty: 6468.799805 Iteration 29Q: 14 clusters Score -2642166 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2860 members Mstep: Class 5 contains 8047 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39445 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 234 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642168.750000 Penalty: 6468.799805 Iteration 30Q: 14 clusters Score -2642169 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2878 members Mstep: Class 5 contains 8008 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39465 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 234 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642163.250000 Penalty: 6468.799805 Iteration 31Q: 14 clusters Score -2642163 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2895 members Mstep: Class 5 contains 7984 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39470 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642175.750000 Penalty: 6468.799805 Iteration 32Q: 14 clusters Score -2642176 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2912 members Mstep: Class 5 contains 7963 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39474 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642173.250000 Penalty: 6468.799805 Iteration 33Q: 14 clusters Score -2642173 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2932 members Mstep: Class 5 contains 7940 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39477 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642170.500000 Penalty: 6468.799805 Iteration 34Q: 14 clusters Score -2642170 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2941 members Mstep: Class 5 contains 7927 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39482 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642169.250000 Penalty: 6468.799805 Iteration 35Q: 14 clusters Score -2642169 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2944 members Mstep: Class 5 contains 7914 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39493 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642171.500000 Penalty: 6468.799805 Iteration 36Q: 14 clusters Score -2642172 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7908 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39501 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642174.500000 Penalty: 6468.799805 Iteration 37Q: 14 clusters Score -2642174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1320 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7904 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39506 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -2642174.000000 Penalty: 6468.799805 Iteration 38Q: 14 clusters Score -2642174 nChanged 8 Entering ConstructFrom: Score: -2642174.000000 Penalty: 6468.799805 Entering ConstructFrom: Trying to split cluster 1 (293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Entering Unmasked Estep Score: -14476.248047 Penalty: 258.447845 Iteration 0F: 2 clusters Score -14476.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -14117.978516 Penalty: 516.895691 Iteration 0F: 3 clusters Score -14117.98 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -14202.947266 Penalty: 516.895691 Iteration 1F: 3 clusters Score -14202.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -14225.537109 Penalty: 516.895691 Iteration 2F: 3 clusters Score -14225.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14247.257812 Penalty: 516.895691 Iteration 3Q: 3 clusters Score -14247.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -14257.197266 Penalty: 516.895691 Iteration 4Q: 3 clusters Score -14257.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14264.841797 Penalty: 516.895691 Iteration 5Q: 3 clusters Score -14264.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -14269.086914 Penalty: 516.895691 Iteration 6Q: 3 clusters Score -14269.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14272.203125 Penalty: 516.895691 Iteration 7Q: 3 clusters Score -14272.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14275.210938 Penalty: 516.895691 Iteration 8Q: 3 clusters Score -14275.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14275.210938 Penalty: 516.895691 Iteration 9F: 3 clusters Score -14275.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Entering Unmasked Estep Score: -44880.753906 Penalty: 326.935120 Iteration 0F: 2 clusters Score -44880.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -43876.222656 Penalty: 653.870239 Iteration 0F: 3 clusters Score -43876.22 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -44498.066406 Penalty: 653.870239 Iteration 1F: 3 clusters Score -44498.07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -44884.746094 Penalty: 653.870239 Iteration 2F: 3 clusters Score -44884.75 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -45173.277344 Penalty: 653.870239 Iteration 3F: 3 clusters Score -45173.28 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -45312.742188 Penalty: 653.870239 Iteration 4F: 3 clusters Score -45312.74 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -45411.976562 Penalty: 653.870239 Iteration 5F: 3 clusters Score -45411.98 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -45458.078125 Penalty: 653.870239 Iteration 6Q: 3 clusters Score -45458.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -45480.507812 Penalty: 653.870239 Iteration 7Q: 3 clusters Score -45480.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -45507.730469 Penalty: 653.870239 Iteration 8Q: 3 clusters Score -45507.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -45524.218750 Penalty: 653.870239 Iteration 9Q: 3 clusters Score -45524.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -45542.843750 Penalty: 653.870239 Iteration 10Q: 3 clusters Score -45542.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -45572.523438 Penalty: 653.870239 Iteration 11Q: 3 clusters Score -45572.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -45595.355469 Penalty: 653.870239 Iteration 12Q: 3 clusters Score -45595.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -45613.476562 Penalty: 653.870239 Iteration 13Q: 3 clusters Score -45613.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -45630.640625 Penalty: 653.870239 Iteration 14Q: 3 clusters Score -45630.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -45641.203125 Penalty: 653.870239 Iteration 15Q: 3 clusters Score -45641.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -45654.640625 Penalty: 653.870239 Iteration 16Q: 3 clusters Score -45654.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -45669.390625 Penalty: 653.870239 Iteration 17Q: 3 clusters Score -45669.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -45693.378906 Penalty: 653.870239 Iteration 18Q: 3 clusters Score -45693.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -45737.949219 Penalty: 653.870239 Iteration 19Q: 3 clusters Score -45737.95 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -45824.652344 Penalty: 653.870239 Iteration 20F: 3 clusters Score -45824.65 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -46040.742188 Penalty: 653.870239 Iteration 21Q: 3 clusters Score -46040.74 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -46229.449219 Penalty: 653.870239 Iteration 22Q: 3 clusters Score -46229.45 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -46423.089844 Penalty: 653.870239 Iteration 23Q: 3 clusters Score -46423.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -46463.371094 Penalty: 653.870239 Iteration 24Q: 3 clusters Score -46463.37 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -46513.906250 Penalty: 653.870239 Iteration 25Q: 3 clusters Score -46513.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -46584.203125 Penalty: 653.870239 Iteration 26Q: 3 clusters Score -46584.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -46615.097656 Penalty: 653.870239 Iteration 27Q: 3 clusters Score -46615.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -46621.433594 Penalty: 653.870239 Iteration 28Q: 3 clusters Score -46621.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -46622.882812 Penalty: 653.870239 Iteration 29Q: 3 clusters Score -46622.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -46624.160156 Penalty: 653.870239 Iteration 30Q: 3 clusters Score -46624.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -46624.984375 Penalty: 653.870239 Iteration 31Q: 3 clusters Score -46624.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -46626.140625 Penalty: 653.870239 Iteration 32Q: 3 clusters Score -46626.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -46627.769531 Penalty: 653.870239 Iteration 33Q: 3 clusters Score -46627.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -46629.000000 Penalty: 653.870239 Iteration 34Q: 3 clusters Score -46629 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -46631.214844 Penalty: 653.870239 Iteration 35Q: 3 clusters Score -46631.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -46636.472656 Penalty: 653.870239 Iteration 36Q: 3 clusters Score -46636.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -46641.511719 Penalty: 653.870239 Iteration 37Q: 3 clusters Score -46641.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -46647.316406 Penalty: 653.870239 Iteration 38Q: 3 clusters Score -46647.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -46660.554688 Penalty: 653.870239 Iteration 39Q: 3 clusters Score -46660.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -46717.507812 Penalty: 653.870239 Iteration 40F: 3 clusters Score -46717.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -46828.882812 Penalty: 653.870239 Iteration 41Q: 3 clusters Score -46828.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -46844.636719 Penalty: 653.870239 Iteration 42Q: 3 clusters Score -46844.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -46844.636719 Penalty: 653.870239 Iteration 43F: 3 clusters Score -46844.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7897 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 496 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39514 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep Score: -2643966.000000 Penalty: 6966.399414 Splitting cluster 2 changes total score from -2642174.000000 to -2643966.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 4 (2946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Entering Unmasked Estep Score: -138104.265625 Penalty: 363.463257 Iteration 0F: 2 clusters Score -138104.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -136062.781250 Penalty: 726.926514 Iteration 0F: 3 clusters Score -136062.8 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -136742.703125 Penalty: 726.926514 Iteration 1F: 3 clusters Score -136742.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -136799.421875 Penalty: 726.926514 Iteration 2F: 3 clusters Score -136799.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -136847.781250 Penalty: 726.926514 Iteration 3Q: 3 clusters Score -136847.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -136878.593750 Penalty: 726.926514 Iteration 4Q: 3 clusters Score -136878.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -136905.265625 Penalty: 726.926514 Iteration 5Q: 3 clusters Score -136905.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -136944.375000 Penalty: 726.926514 Iteration 6Q: 3 clusters Score -136944.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -136984.750000 Penalty: 726.926514 Iteration 7Q: 3 clusters Score -136984.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -137036.296875 Penalty: 726.926514 Iteration 8Q: 3 clusters Score -137036.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -137098.250000 Penalty: 726.926514 Iteration 9Q: 3 clusters Score -137098.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -137150.281250 Penalty: 726.926514 Iteration 10Q: 3 clusters Score -137150.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -137215.234375 Penalty: 726.926514 Iteration 11Q: 3 clusters Score -137215.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -137286.093750 Penalty: 726.926514 Iteration 12Q: 3 clusters Score -137286.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -137330.531250 Penalty: 726.926514 Iteration 13Q: 3 clusters Score -137330.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -137365.078125 Penalty: 726.926514 Iteration 14Q: 3 clusters Score -137365.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -137394.750000 Penalty: 726.926514 Iteration 15Q: 3 clusters Score -137394.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -137422.562500 Penalty: 726.926514 Iteration 16Q: 3 clusters Score -137422.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -137442.156250 Penalty: 726.926514 Iteration 17Q: 3 clusters Score -137442.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -137463.640625 Penalty: 726.926514 Iteration 18Q: 3 clusters Score -137463.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -137493.359375 Penalty: 726.926514 Iteration 19Q: 3 clusters Score -137493.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -137519.265625 Penalty: 726.926514 Iteration 20F: 3 clusters Score -137519.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -137548.062500 Penalty: 726.926514 Iteration 21Q: 3 clusters Score -137548.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -137572.312500 Penalty: 726.926514 Iteration 22Q: 3 clusters Score -137572.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -137595.234375 Penalty: 726.926514 Iteration 23Q: 3 clusters Score -137595.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -137616.171875 Penalty: 726.926514 Iteration 24Q: 3 clusters Score -137616.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -137629.281250 Penalty: 726.926514 Iteration 25Q: 3 clusters Score -137629.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -137645.265625 Penalty: 726.926514 Iteration 26Q: 3 clusters Score -137645.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -137663.828125 Penalty: 726.926514 Iteration 27Q: 3 clusters Score -137663.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -137680.328125 Penalty: 726.926514 Iteration 28Q: 3 clusters Score -137680.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -137693.843750 Penalty: 726.926514 Iteration 29Q: 3 clusters Score -137693.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -137702.484375 Penalty: 726.926514 Iteration 30Q: 3 clusters Score -137702.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -137708.015625 Penalty: 726.926514 Iteration 31Q: 3 clusters Score -137708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -137710.937500 Penalty: 726.926514 Iteration 32Q: 3 clusters Score -137710.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -137714.734375 Penalty: 726.926514 Iteration 33Q: 3 clusters Score -137714.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -137720.546875 Penalty: 726.926514 Iteration 34Q: 3 clusters Score -137720.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -137726.125000 Penalty: 726.926514 Iteration 35Q: 3 clusters Score -137726.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -137728.390625 Penalty: 726.926514 Iteration 36Q: 3 clusters Score -137728.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -137730.906250 Penalty: 726.926514 Iteration 37Q: 3 clusters Score -137730.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -137732.328125 Penalty: 726.926514 Iteration 38Q: 3 clusters Score -137732.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -137733.343750 Penalty: 726.926514 Iteration 39Q: 3 clusters Score -137733.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -137735.312500 Penalty: 726.926514 Iteration 40F: 3 clusters Score -137735.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137736.296875 Penalty: 726.926514 Iteration 41Q: 3 clusters Score -137736.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137736.296875 Penalty: 726.926514 Iteration 42F: 3 clusters Score -137736.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Entering Unmasked Estep Score: -411516.500000 Penalty: 408.327850 Iteration 0F: 2 clusters Score -411516.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -406283.218750 Penalty: 816.655701 Iteration 0F: 3 clusters Score -406283.2 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -408546.187500 Penalty: 816.655701 Iteration 1F: 3 clusters Score -408546.2 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -409091.187500 Penalty: 816.655701 Iteration 2F: 3 clusters Score -409091.2 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -409836.687500 Penalty: 816.655701 Iteration 3F: 3 clusters Score -409836.7 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -410538.750000 Penalty: 816.655701 Iteration 4F: 3 clusters Score -410538.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -410938.125000 Penalty: 816.655701 Iteration 5Q: 3 clusters Score -410938.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -411083.125000 Penalty: 816.655701 Iteration 6Q: 3 clusters Score -411083.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -411140.343750 Penalty: 816.655701 Iteration 7Q: 3 clusters Score -411140.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -411165.187500 Penalty: 816.655701 Iteration 8Q: 3 clusters Score -411165.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -411179.875000 Penalty: 816.655701 Iteration 9Q: 3 clusters Score -411179.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -411185.250000 Penalty: 816.655701 Iteration 10Q: 3 clusters Score -411185.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -411190.968750 Penalty: 816.655701 Iteration 11Q: 3 clusters Score -411191 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -411199.343750 Penalty: 816.655701 Iteration 12Q: 3 clusters Score -411199.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -411199.718750 Penalty: 816.655701 Iteration 13Q: 3 clusters Score -411199.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -411199.718750 Penalty: 816.655701 Iteration 14F: 3 clusters Score -411199.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (74 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Entering Unmasked Estep Score: -2409.573730 Penalty: 195.834961 Iteration 0F: 2 clusters Score -2409.574 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2242.071045 Penalty: 391.669922 Iteration 0F: 3 clusters Score -2242.071 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2266.944824 Penalty: 391.669922 Iteration 1F: 3 clusters Score -2266.945 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2269.993652 Penalty: 391.669922 Iteration 2Q: 3 clusters Score -2269.994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2269.993652 Penalty: 391.669922 Iteration 3F: 3 clusters Score -2269.994 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -1758.990479 Penalty: 189.934631 Iteration 0F: 2 clusters Score -1758.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1600.813110 Penalty: 379.869263 Iteration 0F: 3 clusters Score -1600.813 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1630.636963 Penalty: 379.869263 Iteration 1F: 3 clusters Score -1630.637 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -1634.359131 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -1634.359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -1644.226562 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -1644.227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1650.555664 Penalty: 379.869263 Iteration 4Q: 3 clusters Score -1650.556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1650.555664 Penalty: 379.869263 Iteration 5F: 3 clusters Score -1650.556 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Entering Unmasked Estep Score: -17947.992188 Penalty: 282.399200 Iteration 0F: 2 clusters Score -17947.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -17446.828125 Penalty: 564.798401 Iteration 0F: 3 clusters Score -17446.83 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -17639.406250 Penalty: 564.798401 Iteration 1F: 3 clusters Score -17639.41 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -17748.212891 Penalty: 564.798401 Iteration 2F: 3 clusters Score -17748.21 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -17848.074219 Penalty: 564.798401 Iteration 3F: 3 clusters Score -17848.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -17902.537109 Penalty: 564.798401 Iteration 4F: 3 clusters Score -17902.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -17917.945312 Penalty: 564.798401 Iteration 5Q: 3 clusters Score -17917.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -17924.779297 Penalty: 564.798401 Iteration 6Q: 3 clusters Score -17924.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -17928.974609 Penalty: 564.798401 Iteration 7Q: 3 clusters Score -17928.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -17932.650391 Penalty: 564.798401 Iteration 8Q: 3 clusters Score -17932.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -17934.013672 Penalty: 564.798401 Iteration 9Q: 3 clusters Score -17934.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -17934.941406 Penalty: 564.798401 Iteration 10Q: 3 clusters Score -17934.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -17936.908203 Penalty: 564.798401 Iteration 11Q: 3 clusters Score -17936.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -17938.388672 Penalty: 564.798401 Iteration 12Q: 3 clusters Score -17938.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -17944.574219 Penalty: 564.798401 Iteration 13Q: 3 clusters Score -17944.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -17954.865234 Penalty: 564.798401 Iteration 14Q: 3 clusters Score -17954.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -17959.587891 Penalty: 564.798401 Iteration 15Q: 3 clusters Score -17959.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -17964.175781 Penalty: 564.798401 Iteration 16Q: 3 clusters Score -17964.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -17969.298828 Penalty: 564.798401 Iteration 17Q: 3 clusters Score -17969.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -17977.054688 Penalty: 564.798401 Iteration 18Q: 3 clusters Score -17977.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -17980.554688 Penalty: 564.798401 Iteration 19Q: 3 clusters Score -17980.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -17990.142578 Penalty: 564.798401 Iteration 20F: 3 clusters Score -17990.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -18000.714844 Penalty: 564.798401 Iteration 21Q: 3 clusters Score -18000.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -18005.765625 Penalty: 564.798401 Iteration 22Q: 3 clusters Score -18005.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -18020.523438 Penalty: 564.798401 Iteration 23Q: 3 clusters Score -18020.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -18043.539062 Penalty: 564.798401 Iteration 24Q: 3 clusters Score -18043.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -18052.447266 Penalty: 564.798401 Iteration 25Q: 3 clusters Score -18052.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -18054.582031 Penalty: 564.798401 Iteration 26Q: 3 clusters Score -18054.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -18055.150391 Penalty: 564.798401 Iteration 27Q: 3 clusters Score -18055.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -18055.150391 Penalty: 564.798401 Iteration 28F: 3 clusters Score -18055.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7897 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 255 members Mstep: Class 11 contains 39514 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep Score: -2643859.000000 Penalty: 7463.999512 Splitting cluster 9 changes total score from -2642174.000000 to -2643859.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 10 (255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Entering Unmasked Estep Score: -10079.349609 Penalty: 252.127487 Iteration 0F: 2 clusters Score -10079.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9748.158203 Penalty: 504.254974 Iteration 0F: 3 clusters Score -9748.158 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9843.128906 Penalty: 504.254974 Iteration 1F: 3 clusters Score -9843.129 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9906.482422 Penalty: 504.254974 Iteration 2F: 3 clusters Score -9906.482 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9986.208984 Penalty: 504.254974 Iteration 3F: 3 clusters Score -9986.209 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -10054.034180 Penalty: 504.254974 Iteration 4F: 3 clusters Score -10054.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10076.013672 Penalty: 504.254974 Iteration 5Q: 3 clusters Score -10076.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10088.257812 Penalty: 504.254974 Iteration 6Q: 3 clusters Score -10088.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10106.291992 Penalty: 504.254974 Iteration 7Q: 3 clusters Score -10106.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10149.824219 Penalty: 504.254974 Iteration 8Q: 3 clusters Score -10149.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10170.234375 Penalty: 504.254974 Iteration 9Q: 3 clusters Score -10170.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10178.610352 Penalty: 504.254974 Iteration 10Q: 3 clusters Score -10178.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10182.687500 Penalty: 504.254974 Iteration 11Q: 3 clusters Score -10182.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10184.152344 Penalty: 504.254974 Iteration 12Q: 3 clusters Score -10184.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10184.611328 Penalty: 504.254974 Iteration 13Q: 3 clusters Score -10184.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10184.611328 Penalty: 504.254974 Iteration 14F: 3 clusters Score -10184.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7897 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 159 members Mstep: Class 11 contains 39514 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 96 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep Score: -2643717.000000 Penalty: 7961.599609 Splitting cluster 10 changes total score from -2642174.000000 to -2643717.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 11 (39514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39514 members Entering Unmasked Estep Score: -1926699.125000 Penalty: 481.590698 Iteration 0F: 2 clusters Score -1926699 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19645 members Mstep: Class 2 contains 19869 members Entering Unmasked Estep Score: -1900000.375000 Penalty: 963.181396 Iteration 0F: 3 clusters Score -1900000 nChanged 19039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 22926 members Entering Unmasked Estep Score: -1911976.500000 Penalty: 963.181396 Iteration 1F: 3 clusters Score -1911976 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14975 members Mstep: Class 2 contains 24539 members Entering Unmasked Estep Score: -1912931.125000 Penalty: 963.181396 Iteration 2Q: 3 clusters Score -1912931 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 26700 members Entering Unmasked Estep Score: -1914562.125000 Penalty: 963.181396 Iteration 3F: 3 clusters Score -1914562 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10205 members Mstep: Class 2 contains 29309 members Entering Unmasked Estep Score: -1916949.250000 Penalty: 963.181396 Iteration 4F: 3 clusters Score -1916949 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -1919689.500000 Penalty: 963.181396 Iteration 5F: 3 clusters Score -1919690 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 34129 members Entering Unmasked Estep Score: -1921819.375000 Penalty: 963.181396 Iteration 6F: 3 clusters Score -1921819 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 35600 members Entering Unmasked Estep Score: -1923145.625000 Penalty: 963.181396 Iteration 7Q: 3 clusters Score -1923146 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 36713 members Entering Unmasked Estep Score: -1924041.250000 Penalty: 963.181396 Iteration 8Q: 3 clusters Score -1924041 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 37558 members Entering Unmasked Estep Score: -1924694.000000 Penalty: 963.181396 Iteration 9Q: 3 clusters Score -1924694 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 38231 members Entering Unmasked Estep Score: -1925242.250000 Penalty: 963.181396 Iteration 10Q: 3 clusters Score -1925242 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 38721 members Entering Unmasked Estep Score: -1925667.875000 Penalty: 963.181396 Iteration 11Q: 3 clusters Score -1925668 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 39037 members Entering Unmasked Estep Score: -1925904.875000 Penalty: 963.181396 Iteration 12Q: 3 clusters Score -1925905 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 39226 members Entering Unmasked Estep Score: -1926049.375000 Penalty: 963.181396 Iteration 13Q: 3 clusters Score -1926049 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 39342 members Entering Unmasked Estep Score: -1926140.125000 Penalty: 963.181396 Iteration 14Q: 3 clusters Score -1926140 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 39395 members Entering Unmasked Estep Score: -1926190.125000 Penalty: 963.181396 Iteration 15Q: 3 clusters Score -1926190 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 39421 members Entering Unmasked Estep Score: -1926215.250000 Penalty: 963.181396 Iteration 16Q: 3 clusters Score -1926215 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 39431 members Entering Unmasked Estep Score: -1926228.875000 Penalty: 963.181396 Iteration 17Q: 3 clusters Score -1926229 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 39439 members Entering Unmasked Estep Score: -1926238.000000 Penalty: 963.181396 Iteration 18Q: 3 clusters Score -1926238 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 39443 members Entering Unmasked Estep Score: -1926241.125000 Penalty: 963.181396 Iteration 19Q: 3 clusters Score -1926241 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 39449 members Entering Unmasked Estep Score: -1926252.375000 Penalty: 963.181396 Iteration 20F: 3 clusters Score -1926252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 39451 members Entering Unmasked Estep Score: -1926257.750000 Penalty: 963.181396 Iteration 21Q: 3 clusters Score -1926258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 39452 members Entering Unmasked Estep Score: -1926263.500000 Penalty: 963.181396 Iteration 22Q: 3 clusters Score -1926264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 39453 members Entering Unmasked Estep Score: -1926265.125000 Penalty: 963.181396 Iteration 23Q: 3 clusters Score -1926265 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -1926271.500000 Penalty: 963.181396 Iteration 24Q: 3 clusters Score -1926272 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 39457 members Entering Unmasked Estep Score: -1926276.000000 Penalty: 963.181396 Iteration 25Q: 3 clusters Score -1926276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -1926279.375000 Penalty: 963.181396 Iteration 26Q: 3 clusters Score -1926279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -1926279.375000 Penalty: 963.181396 Iteration 27F: 3 clusters Score -1926279 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5424.008789 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5424.009 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5182.785645 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5182.786 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5233.425293 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5233.425 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5256.975098 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5256.975 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5278.481934 Penalty: 446.380005 Iteration 3F: 3 clusters Score -5278.482 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Entering Unmasked Estep Score: -99258.132812 Penalty: 350.466309 Iteration 0F: 2 clusters Score -99258.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -97692.851562 Penalty: 700.932617 Iteration 0F: 3 clusters Score -97692.85 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -98569.742188 Penalty: 700.932617 Iteration 1F: 3 clusters Score -98569.74 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -98892.453125 Penalty: 700.932617 Iteration 2F: 3 clusters Score -98892.45 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -99126.789062 Penalty: 700.932617 Iteration 3F: 3 clusters Score -99126.79 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -99336.132812 Penalty: 700.932617 Iteration 4F: 3 clusters Score -99336.13 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -99495.179688 Penalty: 700.932617 Iteration 5F: 3 clusters Score -99495.18 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -99605.218750 Penalty: 700.932617 Iteration 6F: 3 clusters Score -99605.22 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -99699.914062 Penalty: 700.932617 Iteration 7Q: 3 clusters Score -99699.91 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -99773.843750 Penalty: 700.932617 Iteration 8Q: 3 clusters Score -99773.84 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -99815.406250 Penalty: 700.932617 Iteration 9Q: 3 clusters Score -99815.41 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -99841.914062 Penalty: 700.932617 Iteration 10Q: 3 clusters Score -99841.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -99853.734375 Penalty: 700.932617 Iteration 11Q: 3 clusters Score -99853.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -99860.585938 Penalty: 700.932617 Iteration 12Q: 3 clusters Score -99860.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -99867.898438 Penalty: 700.932617 Iteration 13Q: 3 clusters Score -99867.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -99873.625000 Penalty: 700.932617 Iteration 14Q: 3 clusters Score -99873.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -99881.109375 Penalty: 700.932617 Iteration 15Q: 3 clusters Score -99881.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -99886.085938 Penalty: 700.932617 Iteration 16Q: 3 clusters Score -99886.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -99888.398438 Penalty: 700.932617 Iteration 17Q: 3 clusters Score -99888.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -99890.742188 Penalty: 700.932617 Iteration 18Q: 3 clusters Score -99890.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -99891.921875 Penalty: 700.932617 Iteration 19Q: 3 clusters Score -99891.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -99899.109375 Penalty: 700.932617 Iteration 20F: 3 clusters Score -99899.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -99903.046875 Penalty: 700.932617 Iteration 21Q: 3 clusters Score -99903.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -99903.046875 Penalty: 700.932617 Iteration 22F: 3 clusters Score -99903.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7897 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 159 members Mstep: Class 11 contains 39514 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 96 members Mstep: Class 14 contains 866 members Mstep: Class 16 contains 1348 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 720 members Entering Unmasked Estep Score: -2644216.750000 Penalty: 8459.199219 Splitting cluster 16 changes total score from -2642174.000000 to -2644216.750000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 17 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -10052.216797 Penalty: 248.604355 Iteration 0F: 2 clusters Score -10052.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9731.707031 Penalty: 497.208710 Iteration 0F: 3 clusters Score -9731.707 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9791.167969 Penalty: 497.208710 Iteration 1F: 3 clusters Score -9791.168 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9809.156250 Penalty: 497.208710 Iteration 2F: 3 clusters Score -9809.156 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9823.406250 Penalty: 497.208710 Iteration 3F: 3 clusters Score -9823.406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9828.525391 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -9828.525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9830.304688 Penalty: 497.208710 Iteration 5Q: 3 clusters Score -9830.305 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9832.425781 Penalty: 497.208710 Iteration 6Q: 3 clusters Score -9832.426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9834.838867 Penalty: 497.208710 Iteration 7Q: 3 clusters Score -9834.839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9835.560547 Penalty: 497.208710 Iteration 8Q: 3 clusters Score -9835.561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9835.560547 Penalty: 497.208710 Iteration 9F: 3 clusters Score -9835.561 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Entering Unmasked Estep Score: -23873.761719 Penalty: 299.355927 Iteration 0F: 2 clusters Score -23873.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -23258.333984 Penalty: 598.711853 Iteration 0F: 3 clusters Score -23258.33 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -23759.341797 Penalty: 598.711853 Iteration 1F: 3 clusters Score -23759.34 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -24187.548828 Penalty: 598.711853 Iteration 2F: 3 clusters Score -24187.55 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -24369.878906 Penalty: 598.711853 Iteration 3F: 3 clusters Score -24369.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -24492.812500 Penalty: 598.711853 Iteration 4Q: 3 clusters Score -24492.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24528.826172 Penalty: 598.711853 Iteration 5Q: 3 clusters Score -24528.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -24538.699219 Penalty: 598.711853 Iteration 6Q: 3 clusters Score -24538.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24550.669922 Penalty: 598.711853 Iteration 7Q: 3 clusters Score -24550.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24585.544922 Penalty: 598.711853 Iteration 8Q: 3 clusters Score -24585.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -24623.533203 Penalty: 598.711853 Iteration 9Q: 3 clusters Score -24623.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -24675.833984 Penalty: 598.711853 Iteration 10Q: 3 clusters Score -24675.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -24691.474609 Penalty: 598.711853 Iteration 11Q: 3 clusters Score -24691.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -24697.253906 Penalty: 598.711853 Iteration 12Q: 3 clusters Score -24697.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -24698.164062 Penalty: 598.711853 Iteration 13Q: 3 clusters Score -24698.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -24698.353516 Penalty: 598.711853 Iteration 14Q: 3 clusters Score -24698.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24699.138672 Penalty: 598.711853 Iteration 15Q: 3 clusters Score -24699.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -24701.001953 Penalty: 598.711853 Iteration 16Q: 3 clusters Score -24701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24703.498047 Penalty: 598.711853 Iteration 17Q: 3 clusters Score -24703.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -24705.863281 Penalty: 598.711853 Iteration 18Q: 3 clusters Score -24705.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24707.232422 Penalty: 598.711853 Iteration 19Q: 3 clusters Score -24707.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -24707.281250 Penalty: 598.711853 Iteration 20F: 3 clusters Score -24707.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24707.695312 Penalty: 598.711853 Iteration 21Q: 3 clusters Score -24707.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24707.695312 Penalty: 598.711853 Iteration 22F: 3 clusters Score -24707.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7897 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 159 members Mstep: Class 11 contains 39514 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 96 members Mstep: Class 14 contains 866 members Mstep: Class 15 contains 217 members Mstep: Class 16 contains 1348 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 503 members Entering Unmasked Estep Score: -2644852.500000 Penalty: 8956.799805 Splitting cluster 19 changes total score from -2642174.000000 to -2644852.500000 So it's getting split into cluster 15. Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 970 members Mstep: Class 4 contains 2946 members Mstep: Class 5 contains 7897 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 65 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 159 members Mstep: Class 11 contains 39514 members Mstep: Class 12 contains 135 members Mstep: Class 16 contains 1348 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -2644888.250000 Penalty: 8956.799805 Iteration 39Q: 19 clusters Score -2644888 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 972 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 2948 members Mstep: Class 5 contains 7891 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 64 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 260 members Mstep: Class 10 contains 159 members Mstep: Class 11 contains 39513 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 95 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 215 members Mstep: Class 16 contains 1348 members Mstep: Class 17 contains 236 members Mstep: Class 19 contains 495 members Entering Unmasked Estep ConsiderDeletion Score: -2645046.000000 Penalty: 8956.799805 Iteration 40F: 19 clusters Score -2645046 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 972 members Mstep: Class 3 contains 348 members Mstep: Class 4 contains 2949 members Mstep: Class 5 contains 7885 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 53 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 265 members Mstep: Class 10 contains 172 members Mstep: Class 11 contains 39502 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 116 members Mstep: Class 14 contains 872 members Mstep: Class 15 contains 218 members Mstep: Class 16 contains 1345 members Mstep: Class 17 contains 229 members Mstep: Class 19 contains 486 members Entering Unmasked Estep ConsiderDeletion Score: -2645125.500000 Penalty: 8956.799805 Iteration 41Q: 19 clusters Score -2645126 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 972 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 2950 members Mstep: Class 5 contains 7881 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 51 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 267 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39495 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 125 members Mstep: Class 14 contains 874 members Mstep: Class 15 contains 219 members Mstep: Class 16 contains 1342 members Mstep: Class 17 contains 226 members Mstep: Class 19 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -2645170.000000 Penalty: 8956.799805 Iteration 42Q: 19 clusters Score -2645170 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 972 members Mstep: Class 3 contains 346 members Mstep: Class 4 contains 2951 members Mstep: Class 5 contains 7878 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 51 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 271 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39491 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 127 members Mstep: Class 14 contains 878 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1338 members Mstep: Class 17 contains 228 members Mstep: Class 19 contains 479 members Entering Unmasked Estep ConsiderDeletion Score: -2645181.500000 Penalty: 8956.799805 Iteration 43Q: 19 clusters Score -2645182 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 2958 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 50 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 272 members Mstep: Class 10 contains 173 members Mstep: Class 11 contains 39484 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 880 members Mstep: Class 15 contains 222 members Mstep: Class 16 contains 1336 members Mstep: Class 17 contains 230 members Mstep: Class 19 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -2645197.500000 Penalty: 8956.799805 Iteration 44Q: 19 clusters Score -2645198 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 2969 members Mstep: Class 5 contains 7872 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 270 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39478 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 221 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 228 members Mstep: Class 19 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -2645199.500000 Penalty: 8956.799805 Iteration 45Q: 19 clusters Score -2645200 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 2982 members Mstep: Class 5 contains 7868 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 271 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39471 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 221 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 227 members Mstep: Class 19 contains 475 members Entering Unmasked Estep ConsiderDeletion Score: -2645192.500000 Penalty: 8956.799805 Iteration 46Q: 19 clusters Score -2645192 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 2995 members Mstep: Class 5 contains 7866 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 219 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 227 members Mstep: Class 19 contains 474 members Entering Unmasked Estep ConsiderDeletion Score: -2645201.500000 Penalty: 8956.799805 Iteration 47Q: 19 clusters Score -2645202 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3005 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 275 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39453 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 218 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 227 members Mstep: Class 19 contains 473 members Entering Unmasked Estep ConsiderDeletion Score: -2645209.250000 Penalty: 8956.799805 Iteration 48Q: 19 clusters Score -2645209 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3008 members Mstep: Class 5 contains 7859 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39453 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 218 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 228 members Mstep: Class 19 contains 471 members Entering Unmasked Estep ConsiderDeletion Score: -2645209.000000 Penalty: 8956.799805 Iteration 49Q: 19 clusters Score -2645209 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3007 members Mstep: Class 5 contains 7855 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39457 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 219 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 229 members Mstep: Class 19 contains 470 members Entering Unmasked Estep ConsiderDeletion Score: -2645209.750000 Penalty: 8956.799805 Iteration 50Q: 19 clusters Score -2645210 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3006 members Mstep: Class 5 contains 7852 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 230 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645213.250000 Penalty: 8956.799805 Iteration 51Q: 19 clusters Score -2645213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3008 members Mstep: Class 5 contains 7849 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39459 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 232 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645210.500000 Penalty: 8956.799805 Iteration 52Q: 19 clusters Score -2645210 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3014 members Mstep: Class 5 contains 7845 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39456 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 233 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645213.250000 Penalty: 8956.799805 Iteration 53Q: 19 clusters Score -2645213 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3016 members Mstep: Class 5 contains 7841 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39456 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 235 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645209.000000 Penalty: 8956.799805 Iteration 54Q: 19 clusters Score -2645209 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3017 members Mstep: Class 5 contains 7837 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39457 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 237 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645216.500000 Penalty: 8956.799805 Iteration 55Q: 19 clusters Score -2645216 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3018 members Mstep: Class 5 contains 7832 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 238 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645213.750000 Penalty: 8956.799805 Iteration 56Q: 19 clusters Score -2645214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3018 members Mstep: Class 5 contains 7828 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39462 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 240 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645214.750000 Penalty: 8956.799805 Iteration 57Q: 19 clusters Score -2645215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3017 members Mstep: Class 5 contains 7823 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39467 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 242 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645216.500000 Penalty: 8956.799805 Iteration 58Q: 19 clusters Score -2645216 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3016 members Mstep: Class 5 contains 7820 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39469 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645218.750000 Penalty: 8956.799805 Iteration 59Q: 19 clusters Score -2645219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3019 members Mstep: Class 5 contains 7818 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 49 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 174 members Mstep: Class 11 contains 39468 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645217.250000 Penalty: 8956.799805 Iteration 60F: 19 clusters Score -2645217 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3024 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 47 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 176 members Mstep: Class 11 contains 39464 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645219.500000 Penalty: 8956.799805 Iteration 61Q: 19 clusters Score -2645220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3028 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 47 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 176 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645218.500000 Penalty: 8956.799805 Iteration 62Q: 19 clusters Score -2645218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3028 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 47 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 176 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 19 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -2645218.500000 Penalty: 8956.799805 Iteration 63F: 19 clusters Score -2645218 nChanged 0 Entering ConstructFrom: Score: -2645218.500000 Penalty: 8956.799805 Entering ConstructFrom: Trying to split cluster 1 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -15119.002930 Penalty: 260.423126 Iteration 0F: 2 clusters Score -15119 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -14755.298828 Penalty: 520.846252 Iteration 0F: 3 clusters Score -14755.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14841.609375 Penalty: 520.846252 Iteration 1F: 3 clusters Score -14841.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -14867.945312 Penalty: 520.846252 Iteration 2F: 3 clusters Score -14867.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -14878.314453 Penalty: 520.846252 Iteration 3Q: 3 clusters Score -14878.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14886.656250 Penalty: 520.846252 Iteration 4Q: 3 clusters Score -14886.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -14887.881836 Penalty: 520.846252 Iteration 5Q: 3 clusters Score -14887.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -14890.983398 Penalty: 520.846252 Iteration 6Q: 3 clusters Score -14890.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -14892.447266 Penalty: 520.846252 Iteration 7Q: 3 clusters Score -14892.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -14893.714844 Penalty: 520.846252 Iteration 8Q: 3 clusters Score -14893.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -14895.988281 Penalty: 520.846252 Iteration 9Q: 3 clusters Score -14895.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -14896.692383 Penalty: 520.846252 Iteration 10Q: 3 clusters Score -14896.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -14898.010742 Penalty: 520.846252 Iteration 11Q: 3 clusters Score -14898.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -14898.917969 Penalty: 520.846252 Iteration 12Q: 3 clusters Score -14898.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -14898.917969 Penalty: 520.846252 Iteration 13F: 3 clusters Score -14898.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Entering Unmasked Estep Score: -34792.050781 Penalty: 313.057465 Iteration 0F: 2 clusters Score -34792.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -33997.968750 Penalty: 626.114929 Iteration 0F: 3 clusters Score -33997.97 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -34414.656250 Penalty: 626.114929 Iteration 1F: 3 clusters Score -34414.66 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -34567.753906 Penalty: 626.114929 Iteration 2F: 3 clusters Score -34567.75 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -34649.445312 Penalty: 626.114929 Iteration 3F: 3 clusters Score -34649.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -34681.203125 Penalty: 626.114929 Iteration 4Q: 3 clusters Score -34681.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -34709.007812 Penalty: 626.114929 Iteration 5Q: 3 clusters Score -34709.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -34725.925781 Penalty: 626.114929 Iteration 6Q: 3 clusters Score -34725.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -34740.093750 Penalty: 626.114929 Iteration 7Q: 3 clusters Score -34740.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -34752.789062 Penalty: 626.114929 Iteration 8Q: 3 clusters Score -34752.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -34766.343750 Penalty: 626.114929 Iteration 9Q: 3 clusters Score -34766.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -34774.152344 Penalty: 626.114929 Iteration 10Q: 3 clusters Score -34774.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -34780.160156 Penalty: 626.114929 Iteration 11Q: 3 clusters Score -34780.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -34781.894531 Penalty: 626.114929 Iteration 12Q: 3 clusters Score -34781.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -34782.839844 Penalty: 626.114929 Iteration 13Q: 3 clusters Score -34782.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -34782.839844 Penalty: 626.114929 Iteration 14F: 3 clusters Score -34782.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -12892.841797 Penalty: 265.881287 Iteration 0F: 2 clusters Score -12892.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12521.300781 Penalty: 531.762573 Iteration 0F: 3 clusters Score -12521.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12666.178711 Penalty: 531.762573 Iteration 1F: 3 clusters Score -12666.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12702.557617 Penalty: 531.762573 Iteration 2F: 3 clusters Score -12702.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12718.627930 Penalty: 531.762573 Iteration 3Q: 3 clusters Score -12718.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12733.125000 Penalty: 531.762573 Iteration 4Q: 3 clusters Score -12733.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -12741.097656 Penalty: 531.762573 Iteration 5Q: 3 clusters Score -12741.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12749.343750 Penalty: 531.762573 Iteration 6Q: 3 clusters Score -12749.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12754.297852 Penalty: 531.762573 Iteration 7Q: 3 clusters Score -12754.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -12757.593750 Penalty: 531.762573 Iteration 8Q: 3 clusters Score -12757.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -12758.900391 Penalty: 531.762573 Iteration 9Q: 3 clusters Score -12758.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12759.963867 Penalty: 531.762573 Iteration 10Q: 3 clusters Score -12759.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12762.662109 Penalty: 531.762573 Iteration 11Q: 3 clusters Score -12762.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12765.529297 Penalty: 531.762573 Iteration 12Q: 3 clusters Score -12765.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12766.699219 Penalty: 531.762573 Iteration 13Q: 3 clusters Score -12766.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12769.230469 Penalty: 531.762573 Iteration 14Q: 3 clusters Score -12769.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -12771.834961 Penalty: 531.762573 Iteration 15Q: 3 clusters Score -12771.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -12775.417969 Penalty: 531.762573 Iteration 16Q: 3 clusters Score -12775.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12777.380859 Penalty: 531.762573 Iteration 17Q: 3 clusters Score -12777.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -12781.134766 Penalty: 531.762573 Iteration 18Q: 3 clusters Score -12781.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -12794.086914 Penalty: 531.762573 Iteration 19Q: 3 clusters Score -12794.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12801.165039 Penalty: 531.762573 Iteration 20F: 3 clusters Score -12801.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12809.097656 Penalty: 531.762573 Iteration 21Q: 3 clusters Score -12809.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -12820.075195 Penalty: 531.762573 Iteration 22Q: 3 clusters Score -12820.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -12841.208984 Penalty: 531.762573 Iteration 23Q: 3 clusters Score -12841.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12850.485352 Penalty: 531.762573 Iteration 24Q: 3 clusters Score -12850.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12854.164062 Penalty: 531.762573 Iteration 25Q: 3 clusters Score -12854.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12858.087891 Penalty: 531.762573 Iteration 26Q: 3 clusters Score -12858.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12859.859375 Penalty: 531.762573 Iteration 27Q: 3 clusters Score -12859.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12862.895508 Penalty: 531.762573 Iteration 28Q: 3 clusters Score -12862.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12863.916992 Penalty: 531.762573 Iteration 29Q: 3 clusters Score -12863.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -12866.870117 Penalty: 531.762573 Iteration 30Q: 3 clusters Score -12866.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -12868.611328 Penalty: 531.762573 Iteration 31Q: 3 clusters Score -12868.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12872.222656 Penalty: 531.762573 Iteration 32Q: 3 clusters Score -12872.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12872.222656 Penalty: 531.762573 Iteration 33F: 3 clusters Score -12872.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Entering Unmasked Estep Score: -142195.171875 Penalty: 364.712402 Iteration 0F: 2 clusters Score -142195.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -140117.250000 Penalty: 729.424805 Iteration 0F: 3 clusters Score -140117.2 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -140777.937500 Penalty: 729.424805 Iteration 1F: 3 clusters Score -140777.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -140866.421875 Penalty: 729.424805 Iteration 2F: 3 clusters Score -140866.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -140954.265625 Penalty: 729.424805 Iteration 3Q: 3 clusters Score -140954.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -141057.421875 Penalty: 729.424805 Iteration 4F: 3 clusters Score -141057.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -141160.718750 Penalty: 729.424805 Iteration 5F: 3 clusters Score -141160.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -141276.046875 Penalty: 729.424805 Iteration 6Q: 3 clusters Score -141276 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -141351.593750 Penalty: 729.424805 Iteration 7Q: 3 clusters Score -141351.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -141402.703125 Penalty: 729.424805 Iteration 8Q: 3 clusters Score -141402.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -141444.921875 Penalty: 729.424805 Iteration 9Q: 3 clusters Score -141444.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -141466.781250 Penalty: 729.424805 Iteration 10Q: 3 clusters Score -141466.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -141476.312500 Penalty: 729.424805 Iteration 11Q: 3 clusters Score -141476.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -141482.046875 Penalty: 729.424805 Iteration 12Q: 3 clusters Score -141482 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -141487.812500 Penalty: 729.424805 Iteration 13Q: 3 clusters Score -141487.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -141492.062500 Penalty: 729.424805 Iteration 14Q: 3 clusters Score -141492.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -141495.328125 Penalty: 729.424805 Iteration 15Q: 3 clusters Score -141495.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -141498.031250 Penalty: 729.424805 Iteration 16Q: 3 clusters Score -141498 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -141499.968750 Penalty: 729.424805 Iteration 17Q: 3 clusters Score -141500 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -141502.109375 Penalty: 729.424805 Iteration 18Q: 3 clusters Score -141502.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -141505.937500 Penalty: 729.424805 Iteration 19Q: 3 clusters Score -141505.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -141509.140625 Penalty: 729.424805 Iteration 20F: 3 clusters Score -141509.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -141510.031250 Penalty: 729.424805 Iteration 21Q: 3 clusters Score -141510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -141510.718750 Penalty: 729.424805 Iteration 22Q: 3 clusters Score -141510.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -141511.625000 Penalty: 729.424805 Iteration 23Q: 3 clusters Score -141511.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -141512.812500 Penalty: 729.424805 Iteration 24Q: 3 clusters Score -141512.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -141513.234375 Penalty: 729.424805 Iteration 25Q: 3 clusters Score -141513.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -141513.234375 Penalty: 729.424805 Iteration 26F: 3 clusters Score -141513.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Entering Unmasked Estep Score: -407504.031250 Penalty: 407.864563 Iteration 0F: 2 clusters Score -407504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -402282.875000 Penalty: 815.729126 Iteration 0F: 3 clusters Score -402282.9 nChanged 3607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -404596.406250 Penalty: 815.729126 Iteration 1F: 3 clusters Score -404596.4 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -404968.281250 Penalty: 815.729126 Iteration 2F: 3 clusters Score -404968.3 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -405471.968750 Penalty: 815.729126 Iteration 3F: 3 clusters Score -405472 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -405899.406250 Penalty: 815.729126 Iteration 4F: 3 clusters Score -405899.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -406151.218750 Penalty: 815.729126 Iteration 5Q: 3 clusters Score -406151.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -406298.156250 Penalty: 815.729126 Iteration 6Q: 3 clusters Score -406298.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -406386.125000 Penalty: 815.729126 Iteration 7Q: 3 clusters Score -406386.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -406445.312500 Penalty: 815.729126 Iteration 8Q: 3 clusters Score -406445.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -406510.437500 Penalty: 815.729126 Iteration 9Q: 3 clusters Score -406510.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -406580.375000 Penalty: 815.729126 Iteration 10Q: 3 clusters Score -406580.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -406638.343750 Penalty: 815.729126 Iteration 11Q: 3 clusters Score -406638.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -406692.093750 Penalty: 815.729126 Iteration 12Q: 3 clusters Score -406692.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -406737.500000 Penalty: 815.729126 Iteration 13Q: 3 clusters Score -406737.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -406785.843750 Penalty: 815.729126 Iteration 14Q: 3 clusters Score -406785.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -406831.843750 Penalty: 815.729126 Iteration 15Q: 3 clusters Score -406831.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -406875.156250 Penalty: 815.729126 Iteration 16Q: 3 clusters Score -406875.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -406920.250000 Penalty: 815.729126 Iteration 17Q: 3 clusters Score -406920.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -406967.468750 Penalty: 815.729126 Iteration 18Q: 3 clusters Score -406967.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -407011.625000 Penalty: 815.729126 Iteration 19Q: 3 clusters Score -407011.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -407034.875000 Penalty: 815.729126 Iteration 20F: 3 clusters Score -407034.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -407054.062500 Penalty: 815.729126 Iteration 21Q: 3 clusters Score -407054.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -407072.687500 Penalty: 815.729126 Iteration 22Q: 3 clusters Score -407072.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -407088.031250 Penalty: 815.729126 Iteration 23Q: 3 clusters Score -407088 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -407096.625000 Penalty: 815.729126 Iteration 24Q: 3 clusters Score -407096.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -407106.281250 Penalty: 815.729126 Iteration 25Q: 3 clusters Score -407106.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -407113.625000 Penalty: 815.729126 Iteration 26Q: 3 clusters Score -407113.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -407118.125000 Penalty: 815.729126 Iteration 27Q: 3 clusters Score -407118.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -407122.218750 Penalty: 815.729126 Iteration 28Q: 3 clusters Score -407122.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -407125.062500 Penalty: 815.729126 Iteration 29Q: 3 clusters Score -407125.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -407126.343750 Penalty: 815.729126 Iteration 30Q: 3 clusters Score -407126.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -407129.156250 Penalty: 815.729126 Iteration 31Q: 3 clusters Score -407129.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -407132.937500 Penalty: 815.729126 Iteration 32Q: 3 clusters Score -407132.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -407134.812500 Penalty: 815.729126 Iteration 33Q: 3 clusters Score -407134.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -407135.250000 Penalty: 815.729126 Iteration 34Q: 3 clusters Score -407135.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -407135.531250 Penalty: 815.729126 Iteration 35Q: 3 clusters Score -407135.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -407136.656250 Penalty: 815.729126 Iteration 36Q: 3 clusters Score -407136.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -407139.531250 Penalty: 815.729126 Iteration 37Q: 3 clusters Score -407139.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -407141.250000 Penalty: 815.729126 Iteration 38Q: 3 clusters Score -407141.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -407142.343750 Penalty: 815.729126 Iteration 39Q: 3 clusters Score -407142.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -407144.406250 Penalty: 815.729126 Iteration 40F: 3 clusters Score -407144.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -407144.437500 Penalty: 815.729126 Iteration 41Q: 3 clusters Score -407144.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -407144.437500 Penalty: 815.729126 Iteration 42F: 3 clusters Score -407144.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (74 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Entering Unmasked Estep Score: -2409.573730 Penalty: 195.834961 Iteration 0F: 2 clusters Score -2409.574 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -2255.583984 Penalty: 391.669922 Iteration 0F: 3 clusters Score -2255.584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2286.410645 Penalty: 391.669922 Iteration 1F: 3 clusters Score -2286.411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2293.666260 Penalty: 391.669922 Iteration 2Q: 3 clusters Score -2293.666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2296.697021 Penalty: 391.669922 Iteration 3Q: 3 clusters Score -2296.697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2301.676025 Penalty: 391.669922 Iteration 4Q: 3 clusters Score -2301.676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2302.946289 Penalty: 391.669922 Iteration 5Q: 3 clusters Score -2302.946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2302.946289 Penalty: 391.669922 Iteration 6F: 3 clusters Score -2302.946 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (47 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Entering Unmasked Estep Score: -1165.550781 Penalty: 175.181717 Iteration 0F: 2 clusters Score -1165.551 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -1019.718018 Penalty: 350.363434 Iteration 0F: 3 clusters Score -1019.718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1037.987305 Penalty: 350.363434 Iteration 1F: 3 clusters Score -1037.987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -1045.705688 Penalty: 350.363434 Iteration 2Q: 3 clusters Score -1045.706 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -1045.705688 Penalty: 350.363434 Iteration 3F: 3 clusters Score -1045.706 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -9471.061523 Penalty: 251.044098 Iteration 0F: 2 clusters Score -9471.062 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9187.971680 Penalty: 502.088196 Iteration 0F: 3 clusters Score -9187.972 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9303.464844 Penalty: 502.088196 Iteration 1F: 3 clusters Score -9303.465 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9398.022461 Penalty: 502.088196 Iteration 2F: 3 clusters Score -9398.022 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9461.406250 Penalty: 502.088196 Iteration 3F: 3 clusters Score -9461.406 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -9488.879883 Penalty: 502.088196 Iteration 4F: 3 clusters Score -9488.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9511.662109 Penalty: 502.088196 Iteration 5Q: 3 clusters Score -9511.662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9524.876953 Penalty: 502.088196 Iteration 6Q: 3 clusters Score -9524.877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9531.125977 Penalty: 502.088196 Iteration 7Q: 3 clusters Score -9531.126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9534.591797 Penalty: 502.088196 Iteration 8Q: 3 clusters Score -9534.592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9541.994141 Penalty: 502.088196 Iteration 9Q: 3 clusters Score -9541.994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9541.994141 Penalty: 502.088196 Iteration 10F: 3 clusters Score -9541.994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3028 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 47 members Mstep: Class 8 contains 172 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 176 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 18 contains 77 members Mstep: Class 19 contains 469 members Entering Unmasked Estep Score: -2645043.750000 Penalty: 9454.399414 Splitting cluster 8 changes total score from -2645218.500000 to -2645043.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -10101.176758 Penalty: 255.892807 Iteration 0F: 2 clusters Score -10101.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9760.674805 Penalty: 511.785614 Iteration 0F: 3 clusters Score -9760.675 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9865.307617 Penalty: 511.785614 Iteration 1F: 3 clusters Score -9865.308 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9893.583984 Penalty: 511.785614 Iteration 2F: 3 clusters Score -9893.584 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9922.363281 Penalty: 511.785614 Iteration 3Q: 3 clusters Score -9922.363 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9941.579102 Penalty: 511.785614 Iteration 4F: 3 clusters Score -9941.579 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9968.511719 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -9968.512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -10005.105469 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -10005.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10013.681641 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -10013.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10018.361328 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -10018.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10020.128906 Penalty: 511.785614 Iteration 9Q: 3 clusters Score -10020.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -10023.240234 Penalty: 511.785614 Iteration 10Q: 3 clusters Score -10023.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -10027.231445 Penalty: 511.785614 Iteration 11Q: 3 clusters Score -10027.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10027.850586 Penalty: 511.785614 Iteration 12Q: 3 clusters Score -10027.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10027.850586 Penalty: 511.785614 Iteration 13F: 3 clusters Score -10027.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Entering Unmasked Estep Score: -7214.517090 Penalty: 235.257019 Iteration 0F: 2 clusters Score -7214.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6959.808594 Penalty: 470.514038 Iteration 0F: 3 clusters Score -6959.809 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7043.635254 Penalty: 470.514038 Iteration 1F: 3 clusters Score -7043.635 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7054.038086 Penalty: 470.514038 Iteration 2F: 3 clusters Score -7054.038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7054.731934 Penalty: 470.514038 Iteration 3Q: 3 clusters Score -7054.732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7055.560059 Penalty: 470.514038 Iteration 4Q: 3 clusters Score -7055.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7059.974609 Penalty: 470.514038 Iteration 5Q: 3 clusters Score -7059.975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7065.934570 Penalty: 470.514038 Iteration 6Q: 3 clusters Score -7065.935 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7068.073730 Penalty: 470.514038 Iteration 7Q: 3 clusters Score -7068.074 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7068.073730 Penalty: 470.514038 Iteration 8F: 3 clusters Score -7068.074 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (39460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39460 members Entering Unmasked Estep Score: -1924669.000000 Penalty: 481.528473 Iteration 0F: 2 clusters Score -1924669 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19786 members Mstep: Class 2 contains 19674 members Entering Unmasked Estep Score: -1898296.000000 Penalty: 963.056946 Iteration 0F: 3 clusters Score -1898296 nChanged 19069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20549 members Mstep: Class 2 contains 18911 members Entering Unmasked Estep Score: -1909280.125000 Penalty: 963.056946 Iteration 1F: 3 clusters Score -1909280 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20968 members Mstep: Class 2 contains 18492 members Entering Unmasked Estep Score: -1909660.500000 Penalty: 963.056946 Iteration 2Q: 3 clusters Score -1909660 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21587 members Mstep: Class 2 contains 17873 members Entering Unmasked Estep Score: -1910146.750000 Penalty: 963.056946 Iteration 3Q: 3 clusters Score -1910147 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22511 members Mstep: Class 2 contains 16949 members Entering Unmasked Estep Score: -1910834.250000 Penalty: 963.056946 Iteration 4Q: 3 clusters Score -1910834 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23950 members Mstep: Class 2 contains 15510 members Entering Unmasked Estep Score: -1911873.875000 Penalty: 963.056946 Iteration 5Q: 3 clusters Score -1911874 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25990 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -1913509.375000 Penalty: 963.056946 Iteration 6F: 3 clusters Score -1913509 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28529 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -1915754.000000 Penalty: 963.056946 Iteration 7F: 3 clusters Score -1915754 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31003 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -1918017.375000 Penalty: 963.056946 Iteration 8F: 3 clusters Score -1918017 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33039 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -1919734.125000 Penalty: 963.056946 Iteration 9F: 3 clusters Score -1919734 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34596 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -1921003.625000 Penalty: 963.056946 Iteration 10Q: 3 clusters Score -1921004 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35773 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1921933.375000 Penalty: 963.056946 Iteration 11Q: 3 clusters Score -1921933 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36635 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1922547.500000 Penalty: 963.056946 Iteration 12Q: 3 clusters Score -1922548 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37317 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1923010.750000 Penalty: 963.056946 Iteration 13Q: 3 clusters Score -1923011 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37870 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1923369.375000 Penalty: 963.056946 Iteration 14Q: 3 clusters Score -1923369 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38270 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1923612.125000 Penalty: 963.056946 Iteration 15Q: 3 clusters Score -1923612 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38599 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1923821.125000 Penalty: 963.056946 Iteration 16Q: 3 clusters Score -1923821 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38830 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1923976.250000 Penalty: 963.056946 Iteration 17Q: 3 clusters Score -1923976 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38969 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1924081.750000 Penalty: 963.056946 Iteration 18Q: 3 clusters Score -1924082 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39057 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1924137.375000 Penalty: 963.056946 Iteration 19Q: 3 clusters Score -1924137 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39118 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1924181.375000 Penalty: 963.056946 Iteration 20F: 3 clusters Score -1924181 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39162 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1924217.625000 Penalty: 963.056946 Iteration 21Q: 3 clusters Score -1924218 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39189 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1924240.250000 Penalty: 963.056946 Iteration 22Q: 3 clusters Score -1924240 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39206 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -1924264.125000 Penalty: 963.056946 Iteration 23Q: 3 clusters Score -1924264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39219 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -1924275.250000 Penalty: 963.056946 Iteration 24Q: 3 clusters Score -1924275 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39231 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1924282.375000 Penalty: 963.056946 Iteration 25Q: 3 clusters Score -1924282 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39236 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1924288.250000 Penalty: 963.056946 Iteration 26Q: 3 clusters Score -1924288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39237 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1924290.125000 Penalty: 963.056946 Iteration 27Q: 3 clusters Score -1924290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39241 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1924293.250000 Penalty: 963.056946 Iteration 28Q: 3 clusters Score -1924293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39244 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1924295.250000 Penalty: 963.056946 Iteration 29Q: 3 clusters Score -1924295 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39244 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1924297.125000 Penalty: 963.056946 Iteration 30Q: 3 clusters Score -1924297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39246 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1924297.375000 Penalty: 963.056946 Iteration 31Q: 3 clusters Score -1924297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39246 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1924298.250000 Penalty: 963.056946 Iteration 32Q: 3 clusters Score -1924298 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39246 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1924298.250000 Penalty: 963.056946 Iteration 33F: 3 clusters Score -1924298 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5424.008789 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5424.009 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5181.568848 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5181.569 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5232.842285 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5232.842 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5251.362793 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5251.363 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5264.538574 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5264.539 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5268.781250 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -5268.781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5274.552734 Penalty: 446.380005 Iteration 5Q: 3 clusters Score -5274.553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5275.868164 Penalty: 446.380005 Iteration 6Q: 3 clusters Score -5275.868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5275.868164 Penalty: 446.380005 Iteration 7F: 3 clusters Score -5275.868 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -5275.042969 Penalty: 221.121460 Iteration 0F: 2 clusters Score -5275.043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5043.278809 Penalty: 442.242920 Iteration 0F: 3 clusters Score -5043.279 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5081.187988 Penalty: 442.242920 Iteration 1F: 3 clusters Score -5081.188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5092.151367 Penalty: 442.242920 Iteration 2F: 3 clusters Score -5092.151 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -38233.460938 Penalty: 308.434692 Iteration 0F: 2 clusters Score -38233.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -37494.640625 Penalty: 616.869385 Iteration 0F: 3 clusters Score -37494.64 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -37711.984375 Penalty: 616.869385 Iteration 1F: 3 clusters Score -37711.98 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -37777.847656 Penalty: 616.869385 Iteration 2F: 3 clusters Score -37777.85 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -37861.371094 Penalty: 616.869385 Iteration 3F: 3 clusters Score -37861.37 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -37919.550781 Penalty: 616.869385 Iteration 4F: 3 clusters Score -37919.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -37951.937500 Penalty: 616.869385 Iteration 5Q: 3 clusters Score -37951.94 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -37992.242188 Penalty: 616.869385 Iteration 6Q: 3 clusters Score -37992.24 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -38017.984375 Penalty: 616.869385 Iteration 7Q: 3 clusters Score -38017.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -38039.472656 Penalty: 616.869385 Iteration 8Q: 3 clusters Score -38039.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -38059.078125 Penalty: 616.869385 Iteration 9Q: 3 clusters Score -38059.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -38075.050781 Penalty: 616.869385 Iteration 10Q: 3 clusters Score -38075.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -38081.003906 Penalty: 616.869385 Iteration 11Q: 3 clusters Score -38081 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -38082.902344 Penalty: 616.869385 Iteration 12Q: 3 clusters Score -38082.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -38084.597656 Penalty: 616.869385 Iteration 13Q: 3 clusters Score -38084.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -38086.406250 Penalty: 616.869385 Iteration 14Q: 3 clusters Score -38086.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -38092.835938 Penalty: 616.869385 Iteration 15Q: 3 clusters Score -38092.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -38094.683594 Penalty: 616.869385 Iteration 16Q: 3 clusters Score -38094.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -38098.652344 Penalty: 616.869385 Iteration 17Q: 3 clusters Score -38098.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -38100.144531 Penalty: 616.869385 Iteration 18Q: 3 clusters Score -38100.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -38100.671875 Penalty: 616.869385 Iteration 19Q: 3 clusters Score -38100.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -38101.691406 Penalty: 616.869385 Iteration 20F: 3 clusters Score -38101.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -38102.015625 Penalty: 616.869385 Iteration 21Q: 3 clusters Score -38102.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -38103.113281 Penalty: 616.869385 Iteration 22Q: 3 clusters Score -38103.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -38104.003906 Penalty: 616.869385 Iteration 23Q: 3 clusters Score -38104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -38105.105469 Penalty: 616.869385 Iteration 24Q: 3 clusters Score -38105.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -38105.656250 Penalty: 616.869385 Iteration 25Q: 3 clusters Score -38105.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -38105.937500 Penalty: 616.869385 Iteration 26Q: 3 clusters Score -38105.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -38105.937500 Penalty: 616.869385 Iteration 27F: 3 clusters Score -38105.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -7422.428711 Penalty: 245.410065 Iteration 0F: 2 clusters Score -7422.429 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 128 members Entering Unmasked Estep Score: -7161.425781 Penalty: 490.820129 Iteration 0F: 3 clusters Score -7161.426 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7255.931641 Penalty: 490.820129 Iteration 1F: 3 clusters Score -7255.932 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7284.960449 Penalty: 490.820129 Iteration 2F: 3 clusters Score -7284.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -7296.223145 Penalty: 490.820129 Iteration 3Q: 3 clusters Score -7296.223 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -7318.119629 Penalty: 490.820129 Iteration 4Q: 3 clusters Score -7318.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -7346.455078 Penalty: 490.820129 Iteration 5Q: 3 clusters Score -7346.455 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7350.164551 Penalty: 490.820129 Iteration 6Q: 3 clusters Score -7350.165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7353.523926 Penalty: 490.820129 Iteration 7Q: 3 clusters Score -7353.524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -7354.414551 Penalty: 490.820129 Iteration 8Q: 3 clusters Score -7354.415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -7354.414551 Penalty: 490.820129 Iteration 9F: 3 clusters Score -7354.415 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Entering Unmasked Estep Score: -63341.910156 Penalty: 327.517365 Iteration 0F: 2 clusters Score -63341.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -62320.027344 Penalty: 655.034729 Iteration 0F: 3 clusters Score -62320.03 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -62605.742188 Penalty: 655.034729 Iteration 1F: 3 clusters Score -62605.74 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -62658.128906 Penalty: 655.034729 Iteration 2F: 3 clusters Score -62658.13 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -62725.785156 Penalty: 655.034729 Iteration 3F: 3 clusters Score -62725.79 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -62810.871094 Penalty: 655.034729 Iteration 4Q: 3 clusters Score -62810.87 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -62933.496094 Penalty: 655.034729 Iteration 5F: 3 clusters Score -62933.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -63016.167969 Penalty: 655.034729 Iteration 6F: 3 clusters Score -63016.17 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -63080.121094 Penalty: 655.034729 Iteration 7Q: 3 clusters Score -63080.12 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -63140.414062 Penalty: 655.034729 Iteration 8Q: 3 clusters Score -63140.41 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -63207.039062 Penalty: 655.034729 Iteration 9Q: 3 clusters Score -63207.04 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -63297.738281 Penalty: 655.034729 Iteration 10Q: 3 clusters Score -63297.74 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -63374.460938 Penalty: 655.034729 Iteration 11Q: 3 clusters Score -63374.46 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -63397.507812 Penalty: 655.034729 Iteration 12Q: 3 clusters Score -63397.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -63402.890625 Penalty: 655.034729 Iteration 13Q: 3 clusters Score -63402.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -63407.070312 Penalty: 655.034729 Iteration 14Q: 3 clusters Score -63407.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -63407.644531 Penalty: 655.034729 Iteration 15Q: 3 clusters Score -63407.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -63407.644531 Penalty: 655.034729 Iteration 16F: 3 clusters Score -63407.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3028 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 47 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 176 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 666 members Mstep: Class 17 contains 244 members Mstep: Class 18 contains 671 members Mstep: Class 19 contains 469 members Entering Unmasked Estep Score: -2645115.500000 Penalty: 9454.399414 Splitting cluster 16 changes total score from -2645218.500000 to -2645115.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -10394.470703 Penalty: 250.121140 Iteration 0F: 2 clusters Score -10394.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -10065.452148 Penalty: 500.242279 Iteration 0F: 3 clusters Score -10065.45 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10158.544922 Penalty: 500.242279 Iteration 1F: 3 clusters Score -10158.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10172.746094 Penalty: 500.242279 Iteration 2F: 3 clusters Score -10172.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10183.012695 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -10183.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -10190.456055 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -10190.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -10191.942383 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -10191.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10192.474609 Penalty: 500.242279 Iteration 6Q: 3 clusters Score -10192.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10192.474609 Penalty: 500.242279 Iteration 7F: 3 clusters Score -10192.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Entering Unmasked Estep Score: -16790.083984 Penalty: 279.852417 Iteration 0F: 2 clusters Score -16790.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16304.502930 Penalty: 559.704834 Iteration 0F: 3 clusters Score -16304.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16531.035156 Penalty: 559.704834 Iteration 1F: 3 clusters Score -16531.04 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -16668.164062 Penalty: 559.704834 Iteration 2F: 3 clusters Score -16668.16 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -16763.232422 Penalty: 559.704834 Iteration 3F: 3 clusters Score -16763.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -16811.757812 Penalty: 559.704834 Iteration 4F: 3 clusters Score -16811.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16863.402344 Penalty: 559.704834 Iteration 5Q: 3 clusters Score -16863.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16894.976562 Penalty: 559.704834 Iteration 6Q: 3 clusters Score -16894.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16918.152344 Penalty: 559.704834 Iteration 7Q: 3 clusters Score -16918.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16923.503906 Penalty: 559.704834 Iteration 8Q: 3 clusters Score -16923.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -16926.791016 Penalty: 559.704834 Iteration 9Q: 3 clusters Score -16926.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -16927.820312 Penalty: 559.704834 Iteration 10Q: 3 clusters Score -16927.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -16928.134766 Penalty: 559.704834 Iteration 11Q: 3 clusters Score -16928.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -16928.304688 Penalty: 559.704834 Iteration 12Q: 3 clusters Score -16928.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -16928.304688 Penalty: 559.704834 Iteration 13F: 3 clusters Score -16928.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 345 members Mstep: Class 4 contains 3028 members Mstep: Class 5 contains 7817 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 47 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 176 members Mstep: Class 11 contains 39460 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 129 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 220 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 244 members Mstep: Class 18 contains 249 members Mstep: Class 19 contains 220 members Entering Unmasked Estep Score: -2645139.500000 Penalty: 9454.399414 Splitting cluster 19 changes total score from -2645218.500000 to -2645139.500000 So it's not getting split. --- Evaluating fit on full set of 168533 points --- Entering Unmasked Estep Score: -7948738.500000 Penalty: 9856.572266 20->19 Clusters: Score -7948738.500000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 56177 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2808 members Mstep: Class 3 contains 2845 members Mstep: Class 4 contains 2747 members Mstep: Class 5 contains 2832 members Mstep: Class 6 contains 2894 members Mstep: Class 7 contains 2863 members Mstep: Class 8 contains 2743 members Mstep: Class 9 contains 2856 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 2770 members Mstep: Class 12 contains 2814 members Mstep: Class 13 contains 2735 members Mstep: Class 14 contains 2880 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 2817 members Mstep: Class 17 contains 2762 members Mstep: Class 18 contains 2869 members Mstep: Class 19 contains 2834 members Mstep: Class 20 contains 2799 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 17.214504 but Gain 497.599609 Score: -1875660.500000 Penalty: 9454.399414 Iteration 0F: 20 clusters Score -1875660 nChanged 53222 Entering Unmasked Mstep Mstep: Class 0 contains 718 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 38609 members Mstep: Class 3 contains 596 members Mstep: Class 4 contains 1316 members Mstep: Class 5 contains 289 members Mstep: Class 6 contains 72 members Mstep: Class 7 contains 5069 members Mstep: Class 8 contains 1975 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 303 members Mstep: Class 11 contains 78 members Mstep: Class 12 contains 1458 members Mstep: Class 13 contains 218 members Mstep: Class 15 contains 686 members Mstep: Class 16 contains 757 members Mstep: Class 17 contains 413 members Mstep: Class 18 contains 145 members Mstep: Class 19 contains 300 members Mstep: Class 20 contains 272 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 38.316059 but Gain 497.599609 Score: -2566190.250000 Penalty: 8956.799805 Iteration 1F: 19 clusters Score -2566190 nChanged 14612 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 49185 members Mstep: Class 3 contains 848 members Mstep: Class 4 contains 48 members Mstep: Class 5 contains 260 members Mstep: Class 6 contains 107 members Mstep: Class 7 contains 270 members Mstep: Class 8 contains 97 members Mstep: Class 9 contains 772 members Mstep: Class 10 contains 548 members Mstep: Class 11 contains 33 members Mstep: Class 12 contains 814 members Mstep: Class 13 contains 43 members Mstep: Class 15 contains 953 members Mstep: Class 16 contains 1175 members Mstep: Class 17 contains 175 members Mstep: Class 18 contains 21 members Mstep: Class 20 contains 227 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 96.113998 but Gain 497.600586 Score: -2619368.000000 Penalty: 8459.199219 Iteration 2F: 18 clusters Score -2619368 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 49051 members Mstep: Class 3 contains 875 members Mstep: Class 4 contains 42 members Mstep: Class 5 contains 209 members Mstep: Class 6 contains 141 members Mstep: Class 7 contains 110 members Mstep: Class 9 contains 1198 members Mstep: Class 10 contains 666 members Mstep: Class 11 contains 43 members Mstep: Class 12 contains 359 members Mstep: Class 13 contains 58 members Mstep: Class 15 contains 1235 members Mstep: Class 16 contains 1149 members Mstep: Class 17 contains 169 members Mstep: Class 18 contains 25 members Mstep: Class 20 contains 313 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 149.068817 but Gain 497.599609 Score: -2628094.000000 Penalty: 7961.599609 Iteration 3Q: 17 clusters Score -2628094 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 48714 members Mstep: Class 3 contains 874 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 159 members Mstep: Class 7 contains 106 members Mstep: Class 9 contains 1287 members Mstep: Class 10 contains 780 members Mstep: Class 11 contains 39 members Mstep: Class 12 contains 172 members Mstep: Class 13 contains 59 members Mstep: Class 15 contains 1530 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 176 members Mstep: Class 18 contains 37 members Mstep: Class 20 contains 324 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 476.079956 but Gain 497.600098 Score: -2630160.250000 Penalty: 7463.999512 Iteration 4Q: 16 clusters Score -2630160 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 48409 members Mstep: Class 3 contains 865 members Mstep: Class 5 contains 165 members Mstep: Class 6 contains 152 members Mstep: Class 7 contains 137 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 35 members Mstep: Class 12 contains 143 members Mstep: Class 15 contains 1757 members Mstep: Class 16 contains 1237 members Mstep: Class 17 contains 177 members Mstep: Class 18 contains 42 members Mstep: Class 20 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -2631742.750000 Penalty: 7463.999512 Iteration 5Q: 16 clusters Score -2631743 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 48101 members Mstep: Class 3 contains 863 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 135 members Mstep: Class 7 contains 193 members Mstep: Class 9 contains 1296 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 38 members Mstep: Class 12 contains 132 members Mstep: Class 15 contains 1931 members Mstep: Class 16 contains 1237 members Mstep: Class 17 contains 212 members Mstep: Class 18 contains 46 members Mstep: Class 20 contains 316 members Entering Unmasked Estep ConsiderDeletion Score: -2633280.750000 Penalty: 7463.999512 Iteration 6Q: 16 clusters Score -2633281 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 47700 members Mstep: Class 3 contains 888 members Mstep: Class 5 contains 197 members Mstep: Class 6 contains 126 members Mstep: Class 7 contains 380 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 816 members Mstep: Class 11 contains 41 members Mstep: Class 12 contains 123 members Mstep: Class 15 contains 2064 members Mstep: Class 16 contains 1236 members Mstep: Class 17 contains 222 members Mstep: Class 18 contains 54 members Mstep: Class 20 contains 274 members Entering Unmasked Estep ConsiderDeletion Score: -2634775.500000 Penalty: 7463.999512 Iteration 7Q: 16 clusters Score -2634776 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 47285 members Mstep: Class 3 contains 912 members Mstep: Class 5 contains 200 members Mstep: Class 6 contains 121 members Mstep: Class 7 contains 632 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 44 members Mstep: Class 12 contains 122 members Mstep: Class 15 contains 2139 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 230 members Mstep: Class 18 contains 57 members Mstep: Class 20 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -2635459.750000 Penalty: 7463.999512 Iteration 8Q: 16 clusters Score -2635460 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 46958 members Mstep: Class 3 contains 924 members Mstep: Class 5 contains 203 members Mstep: Class 6 contains 116 members Mstep: Class 7 contains 827 members Mstep: Class 9 contains 1343 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 47 members Mstep: Class 12 contains 121 members Mstep: Class 15 contains 2174 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 233 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 228 members Entering Unmasked Estep ConsiderDeletion Score: -2635812.500000 Penalty: 7463.999512 Iteration 9Q: 16 clusters Score -2635812 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 46703 members Mstep: Class 3 contains 932 members Mstep: Class 5 contains 200 members Mstep: Class 6 contains 115 members Mstep: Class 7 contains 970 members Mstep: Class 9 contains 1351 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 51 members Mstep: Class 12 contains 121 members Mstep: Class 15 contains 2201 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 235 members Mstep: Class 18 contains 67 members Mstep: Class 20 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -2636054.250000 Penalty: 7463.999512 Iteration 10Q: 16 clusters Score -2636054 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 46500 members Mstep: Class 3 contains 934 members Mstep: Class 5 contains 198 members Mstep: Class 6 contains 113 members Mstep: Class 7 contains 1073 members Mstep: Class 9 contains 1362 members Mstep: Class 10 contains 781 members Mstep: Class 11 contains 54 members Mstep: Class 12 contains 121 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 69 members Mstep: Class 20 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -2636169.500000 Penalty: 7463.999512 Iteration 11Q: 16 clusters Score -2636170 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 46339 members Mstep: Class 3 contains 936 members Mstep: Class 5 contains 198 members Mstep: Class 6 contains 111 members Mstep: Class 7 contains 1136 members Mstep: Class 9 contains 1370 members Mstep: Class 10 contains 777 members Mstep: Class 11 contains 56 members Mstep: Class 12 contains 120 members Mstep: Class 15 contains 2234 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 238 members Mstep: Class 18 contains 68 members Mstep: Class 20 contains 221 members Entering Unmasked Estep ConsiderDeletion Score: -2636230.250000 Penalty: 7463.999512 Iteration 12Q: 16 clusters Score -2636230 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 46225 members Mstep: Class 3 contains 938 members Mstep: Class 5 contains 198 members Mstep: Class 6 contains 111 members Mstep: Class 7 contains 1166 members Mstep: Class 9 contains 1376 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 56 members Mstep: Class 12 contains 118 members Mstep: Class 15 contains 2251 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 68 members Mstep: Class 20 contains 219 members Entering Unmasked Estep ConsiderDeletion Score: -2636267.000000 Penalty: 7463.999512 Iteration 13Q: 16 clusters Score -2636267 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 46143 members Mstep: Class 3 contains 939 members Mstep: Class 5 contains 198 members Mstep: Class 6 contains 111 members Mstep: Class 7 contains 1176 members Mstep: Class 9 contains 1384 members Mstep: Class 10 contains 767 members Mstep: Class 11 contains 57 members Mstep: Class 12 contains 117 members Mstep: Class 15 contains 2253 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 67 members Mstep: Class 20 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -2636301.500000 Penalty: 7463.999512 Iteration 14Q: 16 clusters Score -2636302 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 46078 members Mstep: Class 3 contains 942 members Mstep: Class 5 contains 198 members Mstep: Class 6 contains 113 members Mstep: Class 7 contains 1178 members Mstep: Class 9 contains 1389 members Mstep: Class 10 contains 763 members Mstep: Class 11 contains 57 members Mstep: Class 12 contains 114 members Mstep: Class 15 contains 2248 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 67 members Mstep: Class 20 contains 215 members Entering Unmasked Estep ConsiderDeletion Score: -2636327.250000 Penalty: 7463.999512 Iteration 15Q: 16 clusters Score -2636327 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 46026 members Mstep: Class 3 contains 944 members Mstep: Class 5 contains 198 members Mstep: Class 6 contains 114 members Mstep: Class 7 contains 1181 members Mstep: Class 9 contains 1393 members Mstep: Class 10 contains 759 members Mstep: Class 11 contains 57 members Mstep: Class 12 contains 113 members Mstep: Class 15 contains 2232 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 67 members Mstep: Class 20 contains 213 members Entering Unmasked Estep ConsiderDeletion Score: -2636348.500000 Penalty: 7463.999512 Iteration 16Q: 16 clusters Score -2636348 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 45986 members Mstep: Class 3 contains 946 members Mstep: Class 5 contains 199 members Mstep: Class 6 contains 114 members Mstep: Class 7 contains 1184 members Mstep: Class 9 contains 1396 members Mstep: Class 10 contains 756 members Mstep: Class 11 contains 58 members Mstep: Class 12 contains 113 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 67 members Mstep: Class 20 contains 210 members Entering Unmasked Estep ConsiderDeletion Score: -2636360.500000 Penalty: 7463.999512 Iteration 17Q: 16 clusters Score -2636360 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 45942 members Mstep: Class 3 contains 948 members Mstep: Class 5 contains 199 members Mstep: Class 6 contains 115 members Mstep: Class 7 contains 1185 members Mstep: Class 9 contains 1400 members Mstep: Class 10 contains 752 members Mstep: Class 11 contains 58 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 2208 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 67 members Mstep: Class 20 contains 208 members Entering Unmasked Estep ConsiderDeletion Score: -2636384.750000 Penalty: 7463.999512 Iteration 18Q: 16 clusters Score -2636385 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 45889 members Mstep: Class 3 contains 950 members Mstep: Class 5 contains 199 members Mstep: Class 6 contains 115 members Mstep: Class 7 contains 1185 members Mstep: Class 9 contains 1402 members Mstep: Class 10 contains 751 members Mstep: Class 11 contains 58 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 2194 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 68 members Mstep: Class 20 contains 206 members Entering Unmasked Estep ConsiderDeletion Score: -2636427.000000 Penalty: 7463.999512 Iteration 19Q: 16 clusters Score -2636427 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 45838 members Mstep: Class 3 contains 953 members Mstep: Class 5 contains 199 members Mstep: Class 6 contains 114 members Mstep: Class 7 contains 1185 members Mstep: Class 9 contains 1405 members Mstep: Class 10 contains 749 members Mstep: Class 11 contains 58 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 2181 members Mstep: Class 16 contains 1235 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 68 members Mstep: Class 20 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2637491.750000 Penalty: 7463.999512 Iteration 20F: 16 clusters Score -2637492 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 45049 members Mstep: Class 3 contains 957 members Mstep: Class 5 contains 195 members Mstep: Class 6 contains 112 members Mstep: Class 7 contains 1921 members Mstep: Class 9 contains 1413 members Mstep: Class 10 contains 750 members Mstep: Class 11 contains 72 members Mstep: Class 12 contains 114 members Mstep: Class 15 contains 2165 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 241 members Mstep: Class 18 contains 76 members Mstep: Class 20 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -2639134.000000 Penalty: 7463.999512 Iteration 21Q: 16 clusters Score -2639134 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 44181 members Mstep: Class 3 contains 960 members Mstep: Class 5 contains 192 members Mstep: Class 6 contains 110 members Mstep: Class 7 contains 2770 members Mstep: Class 9 contains 1421 members Mstep: Class 10 contains 746 members Mstep: Class 11 contains 75 members Mstep: Class 12 contains 116 members Mstep: Class 15 contains 2143 members Mstep: Class 16 contains 1219 members Mstep: Class 17 contains 238 members Mstep: Class 18 contains 83 members Mstep: Class 20 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -2640483.000000 Penalty: 7463.999512 Iteration 22Q: 16 clusters Score -2640483 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 43416 members Mstep: Class 3 contains 961 members Mstep: Class 5 contains 195 members Mstep: Class 6 contains 110 members Mstep: Class 7 contains 3557 members Mstep: Class 9 contains 1431 members Mstep: Class 10 contains 737 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 116 members Mstep: Class 15 contains 2108 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 238 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 196 members Entering Unmasked Estep ConsiderDeletion Score: -2641276.750000 Penalty: 7463.999512 Iteration 23Q: 16 clusters Score -2641277 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 42953 members Mstep: Class 3 contains 962 members Mstep: Class 5 contains 196 members Mstep: Class 6 contains 109 members Mstep: Class 7 contains 4063 members Mstep: Class 9 contains 1435 members Mstep: Class 10 contains 735 members Mstep: Class 11 contains 78 members Mstep: Class 12 contains 115 members Mstep: Class 15 contains 2073 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 238 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -2641558.000000 Penalty: 7463.999512 Iteration 24Q: 16 clusters Score -2641558 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 42636 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 200 members Mstep: Class 6 contains 109 members Mstep: Class 7 contains 4440 members Mstep: Class 9 contains 1437 members Mstep: Class 10 contains 735 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 113 members Mstep: Class 15 contains 2024 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 189 members Entering Unmasked Estep ConsiderDeletion Score: -2641736.250000 Penalty: 7463.999512 Iteration 25Q: 16 clusters Score -2641736 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 42403 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 203 members Mstep: Class 6 contains 109 members Mstep: Class 7 contains 4734 members Mstep: Class 9 contains 1438 members Mstep: Class 10 contains 734 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1978 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 186 members Entering Unmasked Estep ConsiderDeletion Score: -2641819.500000 Penalty: 7463.999512 Iteration 26Q: 16 clusters Score -2641820 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 42238 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 206 members Mstep: Class 6 contains 109 members Mstep: Class 7 contains 4954 members Mstep: Class 9 contains 1441 members Mstep: Class 10 contains 731 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1936 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 183 members Entering Unmasked Estep ConsiderDeletion Score: -2641879.250000 Penalty: 7463.999512 Iteration 27Q: 16 clusters Score -2641879 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 42109 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 207 members Mstep: Class 6 contains 109 members Mstep: Class 7 contains 5130 members Mstep: Class 9 contains 1443 members Mstep: Class 10 contains 729 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1910 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 182 members Entering Unmasked Estep ConsiderDeletion Score: -2641908.500000 Penalty: 7463.999512 Iteration 28Q: 16 clusters Score -2641908 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 42036 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 210 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5250 members Mstep: Class 9 contains 1446 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 78 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1887 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -2641936.250000 Penalty: 7463.999512 Iteration 29Q: 16 clusters Score -2641936 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 41986 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 211 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5346 members Mstep: Class 9 contains 1447 members Mstep: Class 10 contains 726 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1867 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 178 members Entering Unmasked Estep ConsiderDeletion Score: -2641954.000000 Penalty: 7463.999512 Iteration 30Q: 16 clusters Score -2641954 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 41959 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 211 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5417 members Mstep: Class 9 contains 1448 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1846 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 87 members Mstep: Class 20 contains 178 members Entering Unmasked Estep ConsiderDeletion Score: -2641974.250000 Penalty: 7463.999512 Iteration 31Q: 16 clusters Score -2641974 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 41937 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5473 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 79 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1836 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -2641988.500000 Penalty: 7463.999512 Iteration 32Q: 16 clusters Score -2641988 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 41935 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5510 members Mstep: Class 9 contains 1449 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 78 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1820 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 86 members Mstep: Class 20 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -2642007.750000 Penalty: 7463.999512 Iteration 33Q: 16 clusters Score -2642008 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 41916 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5553 members Mstep: Class 9 contains 1449 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 78 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1810 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 236 members Mstep: Class 18 contains 85 members Mstep: Class 20 contains 175 members Entering Unmasked Estep ConsiderDeletion Score: -2642023.000000 Penalty: 7463.999512 Iteration 34Q: 16 clusters Score -2642023 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 41918 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5574 members Mstep: Class 9 contains 1449 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 78 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1797 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 85 members Mstep: Class 20 contains 175 members Entering Unmasked Estep ConsiderDeletion Score: -2642042.750000 Penalty: 7463.999512 Iteration 35Q: 16 clusters Score -2642043 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 41918 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5586 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1791 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 85 members Mstep: Class 20 contains 173 members Entering Unmasked Estep ConsiderDeletion Score: -2642054.250000 Penalty: 7463.999512 Iteration 36Q: 16 clusters Score -2642054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 41913 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5595 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 173 members Entering Unmasked Estep ConsiderDeletion Score: -2642059.750000 Penalty: 7463.999512 Iteration 37Q: 16 clusters Score -2642060 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 41908 members Mstep: Class 3 contains 963 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5604 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1788 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 173 members Entering Unmasked Estep ConsiderDeletion Score: -2642071.500000 Penalty: 7463.999512 Iteration 38Q: 16 clusters Score -2642072 nChanged 23 Entering ConstructFrom: Score: -2642071.500000 Penalty: 7463.999512 Entering ConstructFrom: Trying to split cluster 1 (1481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Entering Unmasked Estep Score: -71456.906250 Penalty: 332.171509 Iteration 0F: 2 clusters Score -71456.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -70404.976562 Penalty: 664.343018 Iteration 0F: 3 clusters Score -70404.98 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -70742.492188 Penalty: 664.343018 Iteration 1F: 3 clusters Score -70742.49 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -70798.664062 Penalty: 664.343018 Iteration 2F: 3 clusters Score -70798.66 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -70835.546875 Penalty: 664.343018 Iteration 3Q: 3 clusters Score -70835.55 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -70860.554688 Penalty: 664.343018 Iteration 4Q: 3 clusters Score -70860.55 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -70883.640625 Penalty: 664.343018 Iteration 5Q: 3 clusters Score -70883.64 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -70911.578125 Penalty: 664.343018 Iteration 6Q: 3 clusters Score -70911.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -70941.000000 Penalty: 664.343018 Iteration 7Q: 3 clusters Score -70941 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -70971.890625 Penalty: 664.343018 Iteration 8Q: 3 clusters Score -70971.89 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -71007.242188 Penalty: 664.343018 Iteration 9Q: 3 clusters Score -71007.24 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -71031.531250 Penalty: 664.343018 Iteration 10Q: 3 clusters Score -71031.53 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -71048.726562 Penalty: 664.343018 Iteration 11Q: 3 clusters Score -71048.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -71064.531250 Penalty: 664.343018 Iteration 12Q: 3 clusters Score -71064.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -71070.882812 Penalty: 664.343018 Iteration 13Q: 3 clusters Score -71070.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -71077.320312 Penalty: 664.343018 Iteration 14Q: 3 clusters Score -71077.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -71081.546875 Penalty: 664.343018 Iteration 15Q: 3 clusters Score -71081.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -71083.687500 Penalty: 664.343018 Iteration 16Q: 3 clusters Score -71083.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -71085.156250 Penalty: 664.343018 Iteration 17Q: 3 clusters Score -71085.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -71089.562500 Penalty: 664.343018 Iteration 18Q: 3 clusters Score -71089.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -71095.656250 Penalty: 664.343018 Iteration 19Q: 3 clusters Score -71095.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -71099.570312 Penalty: 664.343018 Iteration 20F: 3 clusters Score -71099.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -71101.164062 Penalty: 664.343018 Iteration 21Q: 3 clusters Score -71101.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -71102.515625 Penalty: 664.343018 Iteration 22Q: 3 clusters Score -71102.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -71107.648438 Penalty: 664.343018 Iteration 23Q: 3 clusters Score -71107.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -71112.101562 Penalty: 664.343018 Iteration 24Q: 3 clusters Score -71112.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -71115.687500 Penalty: 664.343018 Iteration 25Q: 3 clusters Score -71115.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -71119.460938 Penalty: 664.343018 Iteration 26Q: 3 clusters Score -71119.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -71122.414062 Penalty: 664.343018 Iteration 27Q: 3 clusters Score -71122.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -71124.250000 Penalty: 664.343018 Iteration 28Q: 3 clusters Score -71124.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -71124.437500 Penalty: 664.343018 Iteration 29Q: 3 clusters Score -71124.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -71124.437500 Penalty: 664.343018 Iteration 30F: 3 clusters Score -71124.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (41896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41896 members Entering Unmasked Estep Score: -2041166.375000 Penalty: 484.253998 Iteration 0F: 2 clusters Score -2041166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20961 members Mstep: Class 2 contains 20935 members Entering Unmasked Estep Score: -2013148.000000 Penalty: 968.507996 Iteration 0F: 3 clusters Score -2013148 nChanged 20314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21977 members Mstep: Class 2 contains 19919 members Entering Unmasked Estep Score: -2024703.000000 Penalty: 968.507996 Iteration 1F: 3 clusters Score -2024703 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22582 members Mstep: Class 2 contains 19314 members Entering Unmasked Estep Score: -2025163.750000 Penalty: 968.507996 Iteration 2Q: 3 clusters Score -2025164 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Mstep: Class 2 contains 18419 members Entering Unmasked Estep Score: -2025774.250000 Penalty: 968.507996 Iteration 3Q: 3 clusters Score -2025774 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24810 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -2026666.000000 Penalty: 968.507996 Iteration 4F: 3 clusters Score -2026666 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -2027964.750000 Penalty: 968.507996 Iteration 5F: 3 clusters Score -2027965 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28926 members Mstep: Class 2 contains 12970 members Entering Unmasked Estep Score: -2029758.000000 Penalty: 968.507996 Iteration 6F: 3 clusters Score -2029758 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31452 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -2031984.875000 Penalty: 968.507996 Iteration 7F: 3 clusters Score -2031985 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33912 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -2034301.500000 Penalty: 968.507996 Iteration 8F: 3 clusters Score -2034302 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35973 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -2036182.250000 Penalty: 968.507996 Iteration 9F: 3 clusters Score -2036182 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37518 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -2037559.500000 Penalty: 968.507996 Iteration 10Q: 3 clusters Score -2037560 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38684 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -2038583.750000 Penalty: 968.507996 Iteration 11Q: 3 clusters Score -2038584 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39563 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -2039304.750000 Penalty: 968.507996 Iteration 12Q: 3 clusters Score -2039305 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40156 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -2039760.000000 Penalty: 968.507996 Iteration 13Q: 3 clusters Score -2039760 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40620 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2040094.625000 Penalty: 968.507996 Iteration 14Q: 3 clusters Score -2040095 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40932 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -2040308.250000 Penalty: 968.507996 Iteration 15Q: 3 clusters Score -2040308 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41151 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2040453.000000 Penalty: 968.507996 Iteration 16Q: 3 clusters Score -2040453 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41302 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -2040535.125000 Penalty: 968.507996 Iteration 17Q: 3 clusters Score -2040535 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41413 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -2040597.000000 Penalty: 968.507996 Iteration 18Q: 3 clusters Score -2040597 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41490 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -2040640.625000 Penalty: 968.507996 Iteration 19Q: 3 clusters Score -2040641 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41557 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -2040683.875000 Penalty: 968.507996 Iteration 20F: 3 clusters Score -2040684 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41615 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -2040717.500000 Penalty: 968.507996 Iteration 21Q: 3 clusters Score -2040718 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41659 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -2040747.125000 Penalty: 968.507996 Iteration 22Q: 3 clusters Score -2040747 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41683 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -2040768.750000 Penalty: 968.507996 Iteration 23Q: 3 clusters Score -2040769 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41699 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -2040775.125000 Penalty: 968.507996 Iteration 24Q: 3 clusters Score -2040775 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41707 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2040781.750000 Penalty: 968.507996 Iteration 25Q: 3 clusters Score -2040782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41714 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -2040790.750000 Penalty: 968.507996 Iteration 26Q: 3 clusters Score -2040791 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41727 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -2040808.375000 Penalty: 968.507996 Iteration 27Q: 3 clusters Score -2040808 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41736 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -2040819.375000 Penalty: 968.507996 Iteration 28Q: 3 clusters Score -2040819 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41740 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -2040826.125000 Penalty: 968.507996 Iteration 29Q: 3 clusters Score -2040826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41746 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -2040835.875000 Penalty: 968.507996 Iteration 30Q: 3 clusters Score -2040836 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41751 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -2040845.250000 Penalty: 968.507996 Iteration 31Q: 3 clusters Score -2040845 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41754 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -2040852.250000 Penalty: 968.507996 Iteration 32Q: 3 clusters Score -2040852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41757 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -2040853.250000 Penalty: 968.507996 Iteration 33Q: 3 clusters Score -2040853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41757 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -2040852.000000 Penalty: 968.507996 Iteration 34Q: 3 clusters Score -2040852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41756 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -2040852.875000 Penalty: 968.507996 Iteration 35Q: 3 clusters Score -2040853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41756 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -2040852.875000 Penalty: 968.507996 Iteration 36F: 3 clusters Score -2040853 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Entering Unmasked Estep Score: -34097.289062 Penalty: 312.587433 Iteration 0F: 2 clusters Score -34097.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -33301.351562 Penalty: 625.174866 Iteration 0F: 3 clusters Score -33301.35 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -33618.187500 Penalty: 625.174866 Iteration 1F: 3 clusters Score -33618.19 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -33803.292969 Penalty: 625.174866 Iteration 2F: 3 clusters Score -33803.29 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -33931.488281 Penalty: 625.174866 Iteration 3F: 3 clusters Score -33931.49 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -34106.441406 Penalty: 625.174866 Iteration 4F: 3 clusters Score -34106.44 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -34297.632812 Penalty: 625.174866 Iteration 5F: 3 clusters Score -34297.63 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -34467.738281 Penalty: 625.174866 Iteration 6F: 3 clusters Score -34467.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -34525.871094 Penalty: 625.174866 Iteration 7Q: 3 clusters Score -34525.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -34544.390625 Penalty: 625.174866 Iteration 8Q: 3 clusters Score -34544.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -34548.425781 Penalty: 625.174866 Iteration 9Q: 3 clusters Score -34548.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -34548.425781 Penalty: 625.174866 Iteration 10F: 3 clusters Score -34548.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 41896 members Mstep: Class 3 contains 463 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 108 members Mstep: Class 7 contains 5618 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 173 members Entering Unmasked Estep Score: -2642328.000000 Penalty: 7961.599609 Splitting cluster 3 changes total score from -2642071.500000 to -2642328.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 5 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -8657.862305 Penalty: 244.575165 Iteration 0F: 2 clusters Score -8657.862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8361.958984 Penalty: 489.150330 Iteration 0F: 3 clusters Score -8361.959 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8432.791016 Penalty: 489.150330 Iteration 1F: 3 clusters Score -8432.791 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8453.338867 Penalty: 489.150330 Iteration 2Q: 3 clusters Score -8453.339 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8481.893555 Penalty: 489.150330 Iteration 3F: 3 clusters Score -8481.894 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8503.103516 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -8503.104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8515.988281 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -8515.988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8524.132812 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -8524.133 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8531.478516 Penalty: 489.150330 Iteration 7Q: 3 clusters Score -8531.479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8543.107422 Penalty: 489.150330 Iteration 8Q: 3 clusters Score -8543.107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8544.712891 Penalty: 489.150330 Iteration 9Q: 3 clusters Score -8544.713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8545.646484 Penalty: 489.150330 Iteration 10F: 3 clusters Score -8545.646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8548.761719 Penalty: 489.150330 Iteration 11Q: 3 clusters Score -8548.762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8548.761719 Penalty: 489.150330 Iteration 12F: 3 clusters Score -8548.762 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -3979.650879 Penalty: 213.036972 Iteration 0F: 2 clusters Score -3979.651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3843.185059 Penalty: 426.073944 Iteration 0F: 3 clusters Score -3843.185 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -3931.384766 Penalty: 426.073944 Iteration 1F: 3 clusters Score -3931.385 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -3941.872070 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -3941.872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -3946.419189 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -3946.419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -3950.093506 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -3950.094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -3953.271484 Penalty: 426.073944 Iteration 5Q: 3 clusters Score -3953.271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -3959.486816 Penalty: 426.073944 Iteration 6Q: 3 clusters Score -3959.487 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -3973.946289 Penalty: 426.073944 Iteration 7Q: 3 clusters Score -3973.946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3993.772461 Penalty: 426.073944 Iteration 8Q: 3 clusters Score -3993.772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4013.686279 Penalty: 426.073944 Iteration 9Q: 3 clusters Score -4013.686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4020.182373 Penalty: 426.073944 Iteration 10Q: 3 clusters Score -4020.182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4026.761719 Penalty: 426.073944 Iteration 11Q: 3 clusters Score -4026.762 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4030.679688 Penalty: 426.073944 Iteration 12Q: 3 clusters Score -4030.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4030.679688 Penalty: 426.073944 Iteration 13F: 3 clusters Score -4030.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 41896 members Mstep: Class 3 contains 463 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 42 members Mstep: Class 7 contains 5618 members Mstep: Class 8 contains 66 members Mstep: Class 9 contains 1450 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 173 members Entering Unmasked Estep Score: -2642095.000000 Penalty: 8459.199219 Splitting cluster 6 changes total score from -2642071.500000 to -2642095.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 7 (5618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Entering Unmasked Estep Score: -296851.281250 Penalty: 392.834747 Iteration 0F: 2 clusters Score -296851.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -293067.687500 Penalty: 785.669495 Iteration 0F: 3 clusters Score -293067.7 nChanged 2536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -294571.625000 Penalty: 785.669495 Iteration 1F: 3 clusters Score -294571.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -294831.812500 Penalty: 785.669495 Iteration 2F: 3 clusters Score -294831.8 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -295163.281250 Penalty: 785.669495 Iteration 3F: 3 clusters Score -295163.3 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -295525.250000 Penalty: 785.669495 Iteration 4F: 3 clusters Score -295525.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -295871.937500 Penalty: 785.669495 Iteration 5F: 3 clusters Score -295871.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -296169.000000 Penalty: 785.669495 Iteration 6F: 3 clusters Score -296169 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -296370.406250 Penalty: 785.669495 Iteration 7Q: 3 clusters Score -296370.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -296477.718750 Penalty: 785.669495 Iteration 8Q: 3 clusters Score -296477.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -296538.375000 Penalty: 785.669495 Iteration 9Q: 3 clusters Score -296538.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -296574.218750 Penalty: 785.669495 Iteration 10Q: 3 clusters Score -296574.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -296592.843750 Penalty: 785.669495 Iteration 11Q: 3 clusters Score -296592.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -296603.250000 Penalty: 785.669495 Iteration 12Q: 3 clusters Score -296603.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -296613.343750 Penalty: 785.669495 Iteration 13Q: 3 clusters Score -296613.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -296619.718750 Penalty: 785.669495 Iteration 14Q: 3 clusters Score -296619.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -296625.156250 Penalty: 785.669495 Iteration 15Q: 3 clusters Score -296625.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -296632.468750 Penalty: 785.669495 Iteration 16Q: 3 clusters Score -296632.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -296634.718750 Penalty: 785.669495 Iteration 17Q: 3 clusters Score -296634.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -296635.906250 Penalty: 785.669495 Iteration 18Q: 3 clusters Score -296635.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -296637.093750 Penalty: 785.669495 Iteration 19Q: 3 clusters Score -296637.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -296637.093750 Penalty: 785.669495 Iteration 20F: 3 clusters Score -296637.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Entering Unmasked Estep Score: -64970.339844 Penalty: 331.209015 Iteration 0F: 2 clusters Score -64970.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -63868.839844 Penalty: 662.418030 Iteration 0F: 3 clusters Score -63868.84 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -64449.246094 Penalty: 662.418030 Iteration 1F: 3 clusters Score -64449.25 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -64805.730469 Penalty: 662.418030 Iteration 2F: 3 clusters Score -64805.73 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -65011.074219 Penalty: 662.418030 Iteration 3F: 3 clusters Score -65011.07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -65129.906250 Penalty: 662.418030 Iteration 4F: 3 clusters Score -65129.91 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -65187.523438 Penalty: 662.418030 Iteration 5Q: 3 clusters Score -65187.52 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -65241.738281 Penalty: 662.418030 Iteration 6Q: 3 clusters Score -65241.74 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -65287.511719 Penalty: 662.418030 Iteration 7Q: 3 clusters Score -65287.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -65309.378906 Penalty: 662.418030 Iteration 8Q: 3 clusters Score -65309.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -65326.085938 Penalty: 662.418030 Iteration 9Q: 3 clusters Score -65326.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -65346.679688 Penalty: 662.418030 Iteration 10Q: 3 clusters Score -65346.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -65362.179688 Penalty: 662.418030 Iteration 11Q: 3 clusters Score -65362.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -65376.855469 Penalty: 662.418030 Iteration 12Q: 3 clusters Score -65376.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -65386.863281 Penalty: 662.418030 Iteration 13Q: 3 clusters Score -65386.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -65401.929688 Penalty: 662.418030 Iteration 14Q: 3 clusters Score -65401.93 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -65418.515625 Penalty: 662.418030 Iteration 15Q: 3 clusters Score -65418.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -65435.246094 Penalty: 662.418030 Iteration 16Q: 3 clusters Score -65435.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -65450.410156 Penalty: 662.418030 Iteration 17Q: 3 clusters Score -65450.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -65455.109375 Penalty: 662.418030 Iteration 18Q: 3 clusters Score -65455.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -65459.890625 Penalty: 662.418030 Iteration 19Q: 3 clusters Score -65459.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -65461.320312 Penalty: 662.418030 Iteration 20F: 3 clusters Score -65461.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 41896 members Mstep: Class 3 contains 463 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 42 members Mstep: Class 7 contains 5618 members Mstep: Class 8 contains 66 members Mstep: Class 9 contains 567 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 883 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 173 members Entering Unmasked Estep Score: -2642426.000000 Penalty: 8956.799805 Splitting cluster 9 changes total score from -2642071.500000 to -2642426.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 10 (725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Entering Unmasked Estep Score: -35125.742188 Penalty: 299.670807 Iteration 0F: 2 clusters Score -35125.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -34487.449219 Penalty: 599.341614 Iteration 0F: 3 clusters Score -34487.45 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -34704.511719 Penalty: 599.341614 Iteration 1F: 3 clusters Score -34704.51 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -34807.476562 Penalty: 599.341614 Iteration 2F: 3 clusters Score -34807.48 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -34913.171875 Penalty: 599.341614 Iteration 3F: 3 clusters Score -34913.17 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -34976.039062 Penalty: 599.341614 Iteration 4F: 3 clusters Score -34976.04 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -35017.164062 Penalty: 599.341614 Iteration 5F: 3 clusters Score -35017.16 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -35057.062500 Penalty: 599.341614 Iteration 6Q: 3 clusters Score -35057.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -35086.714844 Penalty: 599.341614 Iteration 7Q: 3 clusters Score -35086.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -35098.554688 Penalty: 599.341614 Iteration 8Q: 3 clusters Score -35098.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -35103.007812 Penalty: 599.341614 Iteration 9Q: 3 clusters Score -35103.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -35104.027344 Penalty: 599.341614 Iteration 10Q: 3 clusters Score -35104.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -35104.027344 Penalty: 599.341614 Iteration 11F: 3 clusters Score -35104.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (77 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Entering Unmasked Estep Score: -2763.255127 Penalty: 197.643143 Iteration 0F: 2 clusters Score -2763.255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2587.898682 Penalty: 395.286285 Iteration 0F: 3 clusters Score -2587.899 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2611.627441 Penalty: 395.286285 Iteration 1F: 3 clusters Score -2611.627 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2615.391357 Penalty: 395.286285 Iteration 2Q: 3 clusters Score -2615.391 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2615.391357 Penalty: 395.286285 Iteration 3F: 3 clusters Score -2615.391 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4742.367188 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4742.367 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4532.107422 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4532.107 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -4599.771973 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4599.772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -4651.951660 Penalty: 429.383392 Iteration 2F: 3 clusters Score -4651.952 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4662.878906 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4662.879 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4669.818848 Penalty: 429.383392 Iteration 4Q: 3 clusters Score -4669.819 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4669.818848 Penalty: 429.383392 Iteration 5F: 3 clusters Score -4669.819 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Entering Unmasked Estep Score: -82427.171875 Penalty: 340.768250 Iteration 0F: 2 clusters Score -82427.17 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 905 members Entering Unmasked Estep Score: -81147.101562 Penalty: 681.536499 Iteration 0F: 3 clusters Score -81147.1 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -81566.210938 Penalty: 681.536499 Iteration 1F: 3 clusters Score -81566.21 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -81669.742188 Penalty: 681.536499 Iteration 2F: 3 clusters Score -81669.74 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -81754.296875 Penalty: 681.536499 Iteration 3F: 3 clusters Score -81754.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -81822.953125 Penalty: 681.536499 Iteration 4F: 3 clusters Score -81822.95 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -81886.390625 Penalty: 681.536499 Iteration 5F: 3 clusters Score -81886.39 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -81968.476562 Penalty: 681.536499 Iteration 6F: 3 clusters Score -81968.48 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -82047.359375 Penalty: 681.536499 Iteration 7F: 3 clusters Score -82047.36 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -82105.109375 Penalty: 681.536499 Iteration 8Q: 3 clusters Score -82105.11 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -82140.945312 Penalty: 681.536499 Iteration 9Q: 3 clusters Score -82140.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -82168.406250 Penalty: 681.536499 Iteration 10Q: 3 clusters Score -82168.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -82185.054688 Penalty: 681.536499 Iteration 11Q: 3 clusters Score -82185.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -82193.046875 Penalty: 681.536499 Iteration 12Q: 3 clusters Score -82193.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -82205.265625 Penalty: 681.536499 Iteration 13Q: 3 clusters Score -82205.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -82216.507812 Penalty: 681.536499 Iteration 14Q: 3 clusters Score -82216.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -82228.031250 Penalty: 681.536499 Iteration 15Q: 3 clusters Score -82228.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -82236.617188 Penalty: 681.536499 Iteration 16Q: 3 clusters Score -82236.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -82242.148438 Penalty: 681.536499 Iteration 17Q: 3 clusters Score -82242.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -82245.375000 Penalty: 681.536499 Iteration 18Q: 3 clusters Score -82245.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -82251.085938 Penalty: 681.536499 Iteration 19Q: 3 clusters Score -82251.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -82258.132812 Penalty: 681.536499 Iteration 20F: 3 clusters Score -82258.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -82263.007812 Penalty: 681.536499 Iteration 21Q: 3 clusters Score -82263.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -82266.234375 Penalty: 681.536499 Iteration 22Q: 3 clusters Score -82266.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -82269.804688 Penalty: 681.536499 Iteration 23Q: 3 clusters Score -82269.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -82270.156250 Penalty: 681.536499 Iteration 24Q: 3 clusters Score -82270.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -82270.539062 Penalty: 681.536499 Iteration 25Q: 3 clusters Score -82270.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -82270.687500 Penalty: 681.536499 Iteration 26Q: 3 clusters Score -82270.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -82270.687500 Penalty: 681.536499 Iteration 27F: 3 clusters Score -82270.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Entering Unmasked Estep Score: -39689.527344 Penalty: 323.275909 Iteration 0F: 2 clusters Score -39689.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -38834.226562 Penalty: 646.551819 Iteration 0F: 3 clusters Score -38834.23 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -39535.964844 Penalty: 646.551819 Iteration 1F: 3 clusters Score -39535.96 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -39904.503906 Penalty: 646.551819 Iteration 2F: 3 clusters Score -39904.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -40517.492188 Penalty: 646.551819 Iteration 3F: 3 clusters Score -40517.49 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -40846.886719 Penalty: 646.551819 Iteration 4F: 3 clusters Score -40846.89 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -40930.023438 Penalty: 646.551819 Iteration 5Q: 3 clusters Score -40930.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -40980.808594 Penalty: 646.551819 Iteration 6Q: 3 clusters Score -40980.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -41021.394531 Penalty: 646.551819 Iteration 7Q: 3 clusters Score -41021.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -41059.593750 Penalty: 646.551819 Iteration 8Q: 3 clusters Score -41059.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -41104.050781 Penalty: 646.551819 Iteration 9Q: 3 clusters Score -41104.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -41160.257812 Penalty: 646.551819 Iteration 10Q: 3 clusters Score -41160.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -41191.867188 Penalty: 646.551819 Iteration 11Q: 3 clusters Score -41191.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -41214.003906 Penalty: 646.551819 Iteration 12Q: 3 clusters Score -41214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -41256.761719 Penalty: 646.551819 Iteration 13Q: 3 clusters Score -41256.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -41260.699219 Penalty: 646.551819 Iteration 14F: 3 clusters Score -41260.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -41279.445312 Penalty: 646.551819 Iteration 15Q: 3 clusters Score -41279.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -41279.445312 Penalty: 646.551819 Iteration 16F: 3 clusters Score -41279.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 41896 members Mstep: Class 3 contains 463 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 42 members Mstep: Class 7 contains 5618 members Mstep: Class 8 contains 66 members Mstep: Class 9 contains 567 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 220 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 173 members Entering Unmasked Estep Score: -2643843.750000 Penalty: 9454.399414 Splitting cluster 16 changes total score from -2642071.500000 to -2643843.750000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 17 (237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Entering Unmasked Estep Score: -9445.739258 Penalty: 248.796738 Iteration 0F: 2 clusters Score -9445.739 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9153.251953 Penalty: 497.593475 Iteration 0F: 3 clusters Score -9153.252 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9270.979492 Penalty: 497.593475 Iteration 1F: 3 clusters Score -9270.979 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9315.385742 Penalty: 497.593475 Iteration 2F: 3 clusters Score -9315.386 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -9334.359375 Penalty: 497.593475 Iteration 3F: 3 clusters Score -9334.359 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9341.557617 Penalty: 497.593475 Iteration 4Q: 3 clusters Score -9341.558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9346.389648 Penalty: 497.593475 Iteration 5Q: 3 clusters Score -9346.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -9347.031250 Penalty: 497.593475 Iteration 6Q: 3 clusters Score -9347.031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9348.047852 Penalty: 497.593475 Iteration 7Q: 3 clusters Score -9348.048 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9348.047852 Penalty: 497.593475 Iteration 8F: 3 clusters Score -9348.048 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -3183.402832 Penalty: 201.602158 Iteration 0F: 2 clusters Score -3183.403 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3004.134766 Penalty: 403.204315 Iteration 0F: 3 clusters Score -3004.135 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3031.212402 Penalty: 403.204315 Iteration 1F: 3 clusters Score -3031.212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3035.308838 Penalty: 403.204315 Iteration 2Q: 3 clusters Score -3035.309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3036.148926 Penalty: 403.204315 Iteration 3Q: 3 clusters Score -3036.149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3036.148926 Penalty: 403.204315 Iteration 4F: 3 clusters Score -3036.149 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -6555.413086 Penalty: 234.474777 Iteration 0F: 2 clusters Score -6555.413 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: -6297.943848 Penalty: 468.949554 Iteration 0F: 3 clusters Score -6297.944 nChanged 51 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: -6402.783203 Penalty: 468.949554 Iteration 1F: 3 clusters Score -6402.783 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6456.257324 Penalty: 468.949554 Iteration 2F: 3 clusters Score -6456.257 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6493.827148 Penalty: 468.949554 Iteration 3F: 3 clusters Score -6493.827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6518.527832 Penalty: 468.949554 Iteration 4Q: 3 clusters Score -6518.528 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6556.227051 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -6556.227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6572.594727 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -6572.595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6572.594727 Penalty: 468.949554 Iteration 7F: 3 clusters Score -6572.595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 41896 members Mstep: Class 3 contains 463 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 42 members Mstep: Class 7 contains 5618 members Mstep: Class 8 contains 66 members Mstep: Class 9 contains 567 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 220 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 19 contains 63 members Mstep: Class 20 contains 110 members Entering Unmasked Estep Score: -2643596.750000 Penalty: 9951.999023 Splitting cluster 20 changes total score from -2642071.500000 to -2643596.750000 So it's getting split into cluster 19. Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 41896 members Mstep: Class 3 contains 463 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 42 members Mstep: Class 7 contains 5618 members Mstep: Class 9 contains 567 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 15 contains 1789 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 237 members Mstep: Class 18 contains 84 members Mstep: Class 20 contains 110 members Entering Unmasked Estep ConsiderDeletion Score: -2643639.250000 Penalty: 9951.999023 Iteration 39Q: 21 clusters Score -2643639 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 41886 members Mstep: Class 3 contains 459 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 44 members Mstep: Class 7 contains 5631 members Mstep: Class 8 contains 63 members Mstep: Class 9 contains 571 members Mstep: Class 10 contains 743 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 859 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1787 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 239 members Mstep: Class 18 contains 84 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 374.627350 but Gain 497.599609 Score: -2644052.500000 Penalty: 9454.399414 Iteration 40F: 20 clusters Score -2644052 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 41749 members Mstep: Class 3 contains 456 members Mstep: Class 4 contains 504 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 5768 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 570 members Mstep: Class 10 contains 749 members Mstep: Class 11 contains 77 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 886 members Mstep: Class 14 contains 220 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 250 members Mstep: Class 18 contains 81 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 113 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 428.701477 but Gain 497.599609 Score: -2644452.500000 Penalty: 8956.799805 Iteration 41Q: 19 clusters Score -2644452 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 41636 members Mstep: Class 3 contains 452 members Mstep: Class 4 contains 507 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 5890 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 572 members Mstep: Class 10 contains 756 members Mstep: Class 11 contains 130 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 890 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1794 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644793.500000 Penalty: 8956.799805 Iteration 42Q: 19 clusters Score -2644794 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 41547 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 510 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 5989 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 573 members Mstep: Class 10 contains 765 members Mstep: Class 11 contains 141 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 879 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644838.250000 Penalty: 8956.799805 Iteration 43Q: 19 clusters Score -2644838 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 41473 members Mstep: Class 3 contains 446 members Mstep: Class 4 contains 513 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6071 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 576 members Mstep: Class 10 contains 767 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 874 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1777 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644839.250000 Penalty: 8956.799805 Iteration 44Q: 19 clusters Score -2644839 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 41403 members Mstep: Class 3 contains 445 members Mstep: Class 4 contains 514 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6142 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 579 members Mstep: Class 10 contains 767 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644849.500000 Penalty: 8956.799805 Iteration 45Q: 19 clusters Score -2644850 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 41347 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6200 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644856.250000 Penalty: 8956.799805 Iteration 46Q: 19 clusters Score -2644856 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 41302 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6249 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1782 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644870.750000 Penalty: 8956.799805 Iteration 47Q: 19 clusters Score -2644871 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 41261 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6295 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1782 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644869.250000 Penalty: 8956.799805 Iteration 48Q: 19 clusters Score -2644869 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 41214 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6345 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1781 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644877.250000 Penalty: 8956.799805 Iteration 49Q: 19 clusters Score -2644877 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 41160 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6400 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1780 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 247 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644881.250000 Penalty: 8956.799805 Iteration 50Q: 19 clusters Score -2644881 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 41112 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6448 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1780 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644891.250000 Penalty: 8956.799805 Iteration 51Q: 19 clusters Score -2644891 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 41075 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6483 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1781 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644902.750000 Penalty: 8956.799805 Iteration 52Q: 19 clusters Score -2644903 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 41051 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6510 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644910.250000 Penalty: 8956.799805 Iteration 53Q: 19 clusters Score -2644910 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 41014 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6547 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644908.500000 Penalty: 8956.799805 Iteration 54Q: 19 clusters Score -2644908 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 40972 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6590 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1778 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644919.250000 Penalty: 8956.799805 Iteration 55Q: 19 clusters Score -2644919 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 40931 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6634 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1776 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644935.500000 Penalty: 8956.799805 Iteration 56Q: 19 clusters Score -2644936 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 40885 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6683 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1777 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644942.750000 Penalty: 8956.799805 Iteration 57Q: 19 clusters Score -2644943 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 40835 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6736 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1777 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644948.250000 Penalty: 8956.799805 Iteration 58Q: 19 clusters Score -2644948 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 40783 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6792 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1776 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644953.000000 Penalty: 8956.799805 Iteration 59Q: 19 clusters Score -2644953 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 40723 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6858 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 145 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1776 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2644997.250000 Penalty: 8956.799805 Iteration 60F: 19 clusters Score -2644997 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 40674 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6910 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1774 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645002.750000 Penalty: 8956.799805 Iteration 61Q: 19 clusters Score -2645003 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 40622 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 6970 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1774 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645026.000000 Penalty: 8956.799805 Iteration 62Q: 19 clusters Score -2645026 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 40568 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7026 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1775 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645037.250000 Penalty: 8956.799805 Iteration 63Q: 19 clusters Score -2645037 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 40510 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7085 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1772 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645050.750000 Penalty: 8956.799805 Iteration 64Q: 19 clusters Score -2645051 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 40444 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7152 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1770 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645051.250000 Penalty: 8956.799805 Iteration 65Q: 19 clusters Score -2645051 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 40380 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7218 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1769 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645057.250000 Penalty: 8956.799805 Iteration 66Q: 19 clusters Score -2645057 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 40352 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7251 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1765 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645063.000000 Penalty: 8956.799805 Iteration 67Q: 19 clusters Score -2645063 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 40326 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7279 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1763 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645065.750000 Penalty: 8956.799805 Iteration 68Q: 19 clusters Score -2645066 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 40312 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7297 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1762 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645073.000000 Penalty: 8956.799805 Iteration 69Q: 19 clusters Score -2645073 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 40299 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7311 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1759 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645068.000000 Penalty: 8956.799805 Iteration 70Q: 19 clusters Score -2645068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 40288 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7322 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1756 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645072.750000 Penalty: 8956.799805 Iteration 71Q: 19 clusters Score -2645073 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 40286 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7327 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1751 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645075.000000 Penalty: 8956.799805 Iteration 72Q: 19 clusters Score -2645075 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 40286 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7330 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1749 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645074.750000 Penalty: 8956.799805 Iteration 73Q: 19 clusters Score -2645075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 40286 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1747 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645072.000000 Penalty: 8956.799805 Iteration 74Q: 19 clusters Score -2645072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 40286 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1746 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645070.750000 Penalty: 8956.799805 Iteration 75Q: 19 clusters Score -2645071 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 40286 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1745 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645071.000000 Penalty: 8956.799805 Iteration 76Q: 19 clusters Score -2645071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 40285 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645073.500000 Penalty: 8956.799805 Iteration 77Q: 19 clusters Score -2645074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40284 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645073.500000 Penalty: 8956.799805 Iteration 78Q: 19 clusters Score -2645074 nChanged 0 Entering ConstructFrom: Score: -2645073.500000 Penalty: 8956.799805 Entering ConstructFrom: Trying to split cluster 1 (1427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Entering Unmasked Estep Score: -68952.156250 Penalty: 330.481506 Iteration 0F: 2 clusters Score -68952.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -67889.609375 Penalty: 660.963013 Iteration 0F: 3 clusters Score -67889.61 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -68227.843750 Penalty: 660.963013 Iteration 1F: 3 clusters Score -68227.84 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -68288.960938 Penalty: 660.963013 Iteration 2F: 3 clusters Score -68288.96 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -68333.460938 Penalty: 660.963013 Iteration 3F: 3 clusters Score -68333.46 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -68363.390625 Penalty: 660.963013 Iteration 4Q: 3 clusters Score -68363.39 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -68377.515625 Penalty: 660.963013 Iteration 5Q: 3 clusters Score -68377.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -68391.734375 Penalty: 660.963013 Iteration 6Q: 3 clusters Score -68391.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -68400.898438 Penalty: 660.963013 Iteration 7Q: 3 clusters Score -68400.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -68411.320312 Penalty: 660.963013 Iteration 8Q: 3 clusters Score -68411.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -68418.718750 Penalty: 660.963013 Iteration 9Q: 3 clusters Score -68418.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -68421.656250 Penalty: 660.963013 Iteration 10Q: 3 clusters Score -68421.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -68426.898438 Penalty: 660.963013 Iteration 11Q: 3 clusters Score -68426.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -68432.570312 Penalty: 660.963013 Iteration 12Q: 3 clusters Score -68432.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -68441.546875 Penalty: 660.963013 Iteration 13Q: 3 clusters Score -68441.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -68449.492188 Penalty: 660.963013 Iteration 14Q: 3 clusters Score -68449.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -68454.539062 Penalty: 660.963013 Iteration 15Q: 3 clusters Score -68454.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -68460.273438 Penalty: 660.963013 Iteration 16Q: 3 clusters Score -68460.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -68470.570312 Penalty: 660.963013 Iteration 17Q: 3 clusters Score -68470.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -68486.375000 Penalty: 660.963013 Iteration 18Q: 3 clusters Score -68486.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -68503.773438 Penalty: 660.963013 Iteration 19Q: 3 clusters Score -68503.77 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -68518.687500 Penalty: 660.963013 Iteration 20F: 3 clusters Score -68518.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -68525.203125 Penalty: 660.963013 Iteration 21Q: 3 clusters Score -68525.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -68528.820312 Penalty: 660.963013 Iteration 22Q: 3 clusters Score -68528.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68535.632812 Penalty: 660.963013 Iteration 23Q: 3 clusters Score -68535.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -68543.296875 Penalty: 660.963013 Iteration 24Q: 3 clusters Score -68543.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -68556.914062 Penalty: 660.963013 Iteration 25Q: 3 clusters Score -68556.91 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -68573.523438 Penalty: 660.963013 Iteration 26Q: 3 clusters Score -68573.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -68586.617188 Penalty: 660.963013 Iteration 27Q: 3 clusters Score -68586.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68592.437500 Penalty: 660.963013 Iteration 28Q: 3 clusters Score -68592.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -68596.820312 Penalty: 660.963013 Iteration 29Q: 3 clusters Score -68596.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -68600.531250 Penalty: 660.963013 Iteration 30Q: 3 clusters Score -68600.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -68604.257812 Penalty: 660.963013 Iteration 31Q: 3 clusters Score -68604.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -68606.929688 Penalty: 660.963013 Iteration 32Q: 3 clusters Score -68606.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -68608.234375 Penalty: 660.963013 Iteration 33Q: 3 clusters Score -68608.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -68611.171875 Penalty: 660.963013 Iteration 34Q: 3 clusters Score -68611.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -68615.257812 Penalty: 660.963013 Iteration 35Q: 3 clusters Score -68615.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -68620.843750 Penalty: 660.963013 Iteration 36Q: 3 clusters Score -68620.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -68625.078125 Penalty: 660.963013 Iteration 37Q: 3 clusters Score -68625.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -68627.890625 Penalty: 660.963013 Iteration 38Q: 3 clusters Score -68627.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -68639.335938 Penalty: 660.963013 Iteration 39Q: 3 clusters Score -68639.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -68652.859375 Penalty: 660.963013 Iteration 40F: 3 clusters Score -68652.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -68657.265625 Penalty: 660.963013 Iteration 41Q: 3 clusters Score -68657.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -68659.039062 Penalty: 660.963013 Iteration 42Q: 3 clusters Score -68659.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -68659.367188 Penalty: 660.963013 Iteration 43Q: 3 clusters Score -68659.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -68659.367188 Penalty: 660.963013 Iteration 44F: 3 clusters Score -68659.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40284 members Entering Unmasked Estep Score: -1963171.625000 Penalty: 482.468781 Iteration 0F: 2 clusters Score -1963172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 20369 members Entering Unmasked Estep Score: -1936180.250000 Penalty: 964.937561 Iteration 0F: 3 clusters Score -1936180 nChanged 19328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 24731 members Entering Unmasked Estep Score: -1948547.250000 Penalty: 964.937561 Iteration 1F: 3 clusters Score -1948547 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 26940 members Entering Unmasked Estep Score: -1950342.625000 Penalty: 964.937561 Iteration 2F: 3 clusters Score -1950343 nChanged 2989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10529 members Mstep: Class 2 contains 29755 members Entering Unmasked Estep Score: -1952990.500000 Penalty: 964.937561 Iteration 3F: 3 clusters Score -1952990 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 32838 members Entering Unmasked Estep Score: -1956126.250000 Penalty: 964.937561 Iteration 4F: 3 clusters Score -1956126 nChanged 2629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 35415 members Entering Unmasked Estep Score: -1958831.250000 Penalty: 964.937561 Iteration 5F: 3 clusters Score -1958831 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 37130 members Entering Unmasked Estep Score: -1960585.875000 Penalty: 964.937561 Iteration 6Q: 3 clusters Score -1960586 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 38122 members Entering Unmasked Estep Score: -1961490.250000 Penalty: 964.937561 Iteration 7Q: 3 clusters Score -1961490 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 38726 members Entering Unmasked Estep Score: -1961993.250000 Penalty: 964.937561 Iteration 8Q: 3 clusters Score -1961993 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 39133 members Entering Unmasked Estep Score: -1962316.125000 Penalty: 964.937561 Iteration 9Q: 3 clusters Score -1962316 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 39391 members Entering Unmasked Estep Score: -1962501.625000 Penalty: 964.937561 Iteration 10Q: 3 clusters Score -1962502 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 39561 members Entering Unmasked Estep Score: -1962603.000000 Penalty: 964.937561 Iteration 11Q: 3 clusters Score -1962603 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 39667 members Entering Unmasked Estep Score: -1962661.375000 Penalty: 964.937561 Iteration 12Q: 3 clusters Score -1962661 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 39743 members Entering Unmasked Estep Score: -1962691.500000 Penalty: 964.937561 Iteration 13Q: 3 clusters Score -1962692 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 39784 members Entering Unmasked Estep Score: -1962708.625000 Penalty: 964.937561 Iteration 14Q: 3 clusters Score -1962709 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 39818 members Entering Unmasked Estep Score: -1962731.000000 Penalty: 964.937561 Iteration 15Q: 3 clusters Score -1962731 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 39841 members Entering Unmasked Estep Score: -1962741.125000 Penalty: 964.937561 Iteration 16Q: 3 clusters Score -1962741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 39858 members Entering Unmasked Estep Score: -1962746.875000 Penalty: 964.937561 Iteration 17Q: 3 clusters Score -1962747 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 39875 members Entering Unmasked Estep Score: -1962754.250000 Penalty: 964.937561 Iteration 18Q: 3 clusters Score -1962754 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 39886 members Entering Unmasked Estep Score: -1962758.500000 Penalty: 964.937561 Iteration 19Q: 3 clusters Score -1962758 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 39892 members Entering Unmasked Estep Score: -1962761.250000 Penalty: 964.937561 Iteration 20F: 3 clusters Score -1962761 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 39899 members Entering Unmasked Estep Score: -1962767.000000 Penalty: 964.937561 Iteration 21Q: 3 clusters Score -1962767 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 39908 members Entering Unmasked Estep Score: -1962770.250000 Penalty: 964.937561 Iteration 22Q: 3 clusters Score -1962770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 39915 members Entering Unmasked Estep Score: -1962772.500000 Penalty: 964.937561 Iteration 23Q: 3 clusters Score -1962772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 39922 members Entering Unmasked Estep Score: -1962774.375000 Penalty: 964.937561 Iteration 24Q: 3 clusters Score -1962774 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 39932 members Entering Unmasked Estep Score: -1962779.750000 Penalty: 964.937561 Iteration 25Q: 3 clusters Score -1962780 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 39943 members Entering Unmasked Estep Score: -1962785.375000 Penalty: 964.937561 Iteration 26Q: 3 clusters Score -1962785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 39946 members Entering Unmasked Estep Score: -1962787.750000 Penalty: 964.937561 Iteration 27Q: 3 clusters Score -1962788 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 39952 members Entering Unmasked Estep Score: -1962792.000000 Penalty: 964.937561 Iteration 28Q: 3 clusters Score -1962792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 39953 members Entering Unmasked Estep Score: -1962791.625000 Penalty: 964.937561 Iteration 29Q: 3 clusters Score -1962792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 39956 members Entering Unmasked Estep Score: -1962793.750000 Penalty: 964.937561 Iteration 30Q: 3 clusters Score -1962794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 39958 members Entering Unmasked Estep Score: -1962794.875000 Penalty: 964.937561 Iteration 31Q: 3 clusters Score -1962795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 39958 members Entering Unmasked Estep Score: -1962794.875000 Penalty: 964.937561 Iteration 32F: 3 clusters Score -1962795 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Entering Unmasked Estep Score: -15719.097656 Penalty: 277.360016 Iteration 0F: 2 clusters Score -15719.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15343.715820 Penalty: 554.720032 Iteration 0F: 3 clusters Score -15343.72 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -15584.689453 Penalty: 554.720032 Iteration 1F: 3 clusters Score -15584.69 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15689.109375 Penalty: 554.720032 Iteration 2F: 3 clusters Score -15689.11 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -15764.183594 Penalty: 554.720032 Iteration 3F: 3 clusters Score -15764.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -15823.401367 Penalty: 554.720032 Iteration 4Q: 3 clusters Score -15823.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -15846.033203 Penalty: 554.720032 Iteration 5Q: 3 clusters Score -15846.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -15855.310547 Penalty: 554.720032 Iteration 6Q: 3 clusters Score -15855.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -15860.180664 Penalty: 554.720032 Iteration 7Q: 3 clusters Score -15860.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -15862.239258 Penalty: 554.720032 Iteration 8Q: 3 clusters Score -15862.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -15863.566406 Penalty: 554.720032 Iteration 9Q: 3 clusters Score -15863.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -15863.566406 Penalty: 554.720032 Iteration 10F: 3 clusters Score -15863.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40284 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 94 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep Score: -2644997.500000 Penalty: 9454.399414 Splitting cluster 3 changes total score from -2645073.500000 to -2644997.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Entering Unmasked Estep Score: -19420.443359 Penalty: 284.109589 Iteration 0F: 2 clusters Score -19420.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -18937.529297 Penalty: 568.219177 Iteration 0F: 3 clusters Score -18937.53 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -19118.851562 Penalty: 568.219177 Iteration 1F: 3 clusters Score -19118.85 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -19185.939453 Penalty: 568.219177 Iteration 2F: 3 clusters Score -19185.94 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19273.031250 Penalty: 568.219177 Iteration 3F: 3 clusters Score -19273.03 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -19396.142578 Penalty: 568.219177 Iteration 4F: 3 clusters Score -19396.14 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -19481.484375 Penalty: 568.219177 Iteration 5F: 3 clusters Score -19481.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -19517.322266 Penalty: 568.219177 Iteration 6Q: 3 clusters Score -19517.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -19538.509766 Penalty: 568.219177 Iteration 7Q: 3 clusters Score -19538.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -19562.222656 Penalty: 568.219177 Iteration 8Q: 3 clusters Score -19562.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19582.070312 Penalty: 568.219177 Iteration 9Q: 3 clusters Score -19582.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -19658.435547 Penalty: 568.219177 Iteration 10Q: 3 clusters Score -19658.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -19756.417969 Penalty: 568.219177 Iteration 11Q: 3 clusters Score -19756.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -19797.998047 Penalty: 568.219177 Iteration 12Q: 3 clusters Score -19798 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19819.443359 Penalty: 568.219177 Iteration 13Q: 3 clusters Score -19819.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -19834.947266 Penalty: 568.219177 Iteration 14Q: 3 clusters Score -19834.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -19850.259766 Penalty: 568.219177 Iteration 15Q: 3 clusters Score -19850.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -19862.923828 Penalty: 568.219177 Iteration 16Q: 3 clusters Score -19862.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -19862.923828 Penalty: 568.219177 Iteration 17F: 3 clusters Score -19862.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40284 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 279 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 248 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep Score: -2645300.000000 Penalty: 9454.399414 Splitting cluster 4 changes total score from -2645073.500000 to -2645300.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 5 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -8692.292969 Penalty: 244.785324 Iteration 0F: 2 clusters Score -8692.293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8398.452148 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8398.452 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8507.008789 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8507.009 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8542.903320 Penalty: 489.570648 Iteration 2F: 3 clusters Score -8542.903 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8554.604492 Penalty: 489.570648 Iteration 3Q: 3 clusters Score -8554.604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8562.486328 Penalty: 489.570648 Iteration 4Q: 3 clusters Score -8562.486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8570.459961 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -8570.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8576.775391 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -8576.775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8578.544922 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -8578.545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8580.712891 Penalty: 489.570648 Iteration 8Q: 3 clusters Score -8580.713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8582.805664 Penalty: 489.570648 Iteration 9Q: 3 clusters Score -8582.806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8584.041992 Penalty: 489.570648 Iteration 10Q: 3 clusters Score -8584.042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8589.000000 Penalty: 489.570648 Iteration 11Q: 3 clusters Score -8589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8589.720703 Penalty: 489.570648 Iteration 12Q: 3 clusters Score -8589.721 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8591.477539 Penalty: 489.570648 Iteration 13Q: 3 clusters Score -8591.478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8591.477539 Penalty: 489.570648 Iteration 14F: 3 clusters Score -8591.478 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Entering Unmasked Estep Score: -382933.312500 Penalty: 404.956360 Iteration 0F: 2 clusters Score -382933.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -378067.843750 Penalty: 809.912720 Iteration 0F: 3 clusters Score -378067.8 nChanged 3290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -380098.250000 Penalty: 809.912720 Iteration 1F: 3 clusters Score -380098.2 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -380470.343750 Penalty: 809.912720 Iteration 2F: 3 clusters Score -380470.3 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -380942.968750 Penalty: 809.912720 Iteration 3F: 3 clusters Score -380943 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -381467.406250 Penalty: 809.912720 Iteration 4F: 3 clusters Score -381467.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -381881.125000 Penalty: 809.912720 Iteration 5F: 3 clusters Score -381881.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -382173.437500 Penalty: 809.912720 Iteration 6Q: 3 clusters Score -382173.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -382364.781250 Penalty: 809.912720 Iteration 7Q: 3 clusters Score -382364.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -382510.562500 Penalty: 809.912720 Iteration 8Q: 3 clusters Score -382510.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -382643.187500 Penalty: 809.912720 Iteration 9Q: 3 clusters Score -382643.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -382728.062500 Penalty: 809.912720 Iteration 10Q: 3 clusters Score -382728.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -382762.343750 Penalty: 809.912720 Iteration 11Q: 3 clusters Score -382762.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -382784.937500 Penalty: 809.912720 Iteration 12Q: 3 clusters Score -382784.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -382795.125000 Penalty: 809.912720 Iteration 13Q: 3 clusters Score -382795.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -382808.468750 Penalty: 809.912720 Iteration 14Q: 3 clusters Score -382808.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -382817.406250 Penalty: 809.912720 Iteration 15Q: 3 clusters Score -382817.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -382824.156250 Penalty: 809.912720 Iteration 16Q: 3 clusters Score -382824.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -382828.875000 Penalty: 809.912720 Iteration 17Q: 3 clusters Score -382828.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -382829.531250 Penalty: 809.912720 Iteration 18Q: 3 clusters Score -382829.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -382830.625000 Penalty: 809.912720 Iteration 19Q: 3 clusters Score -382830.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -382830.687500 Penalty: 809.912720 Iteration 20F: 3 clusters Score -382830.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -382830.937500 Penalty: 809.912720 Iteration 21Q: 3 clusters Score -382830.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -382831.156250 Penalty: 809.912720 Iteration 22Q: 3 clusters Score -382831.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -382830.968750 Penalty: 809.912720 Iteration 23Q: 3 clusters Score -382831 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -382832.343750 Penalty: 809.912720 Iteration 24Q: 3 clusters Score -382832.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -382832.281250 Penalty: 809.912720 Iteration 25Q: 3 clusters Score -382832.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -382833.156250 Penalty: 809.912720 Iteration 26Q: 3 clusters Score -382833.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -382832.812500 Penalty: 809.912720 Iteration 27Q: 3 clusters Score -382832.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -382832.406250 Penalty: 809.912720 Iteration 28Q: 3 clusters Score -382832.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -382832.312500 Penalty: 809.912720 Iteration 29Q: 3 clusters Score -382832.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -382832.312500 Penalty: 809.912720 Iteration 30F: 3 clusters Score -382832.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2738.524414 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2738.524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2571.924805 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2571.925 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2596.751465 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2596.751 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2612.045410 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2612.045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2616.746338 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2616.746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2616.746338 Penalty: 379.869263 Iteration 4F: 3 clusters Score -2616.746 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -28404.548828 Penalty: 289.517761 Iteration 0F: 2 clusters Score -28404.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -27897.677734 Penalty: 579.035522 Iteration 0F: 3 clusters Score -27897.68 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -28067.144531 Penalty: 579.035522 Iteration 1F: 3 clusters Score -28067.14 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -28106.416016 Penalty: 579.035522 Iteration 2F: 3 clusters Score -28106.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -28123.023438 Penalty: 579.035522 Iteration 3Q: 3 clusters Score -28123.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -28135.802734 Penalty: 579.035522 Iteration 4Q: 3 clusters Score -28135.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -28144.035156 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -28144.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -28147.681641 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -28147.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -28153.242188 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -28153.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28157.189453 Penalty: 579.035522 Iteration 8Q: 3 clusters Score -28157.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -28161.498047 Penalty: 579.035522 Iteration 9Q: 3 clusters Score -28161.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -28162.511719 Penalty: 579.035522 Iteration 10Q: 3 clusters Score -28162.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -28163.058594 Penalty: 579.035522 Iteration 11Q: 3 clusters Score -28163.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -28164.234375 Penalty: 579.035522 Iteration 12Q: 3 clusters Score -28164.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -28165.203125 Penalty: 579.035522 Iteration 13Q: 3 clusters Score -28165.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -28166.160156 Penalty: 579.035522 Iteration 14Q: 3 clusters Score -28166.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -28167.248047 Penalty: 579.035522 Iteration 15Q: 3 clusters Score -28167.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -28168.845703 Penalty: 579.035522 Iteration 16Q: 3 clusters Score -28168.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -28169.447266 Penalty: 579.035522 Iteration 17Q: 3 clusters Score -28169.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28169.695312 Penalty: 579.035522 Iteration 18Q: 3 clusters Score -28169.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28169.695312 Penalty: 579.035522 Iteration 19F: 3 clusters Score -28169.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -37132.148438 Penalty: 302.292419 Iteration 0F: 2 clusters Score -37132.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -36472.644531 Penalty: 604.584839 Iteration 0F: 3 clusters Score -36472.64 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -36656.113281 Penalty: 604.584839 Iteration 1F: 3 clusters Score -36656.11 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -36696.382812 Penalty: 604.584839 Iteration 2F: 3 clusters Score -36696.38 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -36734.597656 Penalty: 604.584839 Iteration 3F: 3 clusters Score -36734.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -36779.667969 Penalty: 604.584839 Iteration 4F: 3 clusters Score -36779.67 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -36847.207031 Penalty: 604.584839 Iteration 5F: 3 clusters Score -36847.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -36928.828125 Penalty: 604.584839 Iteration 6F: 3 clusters Score -36928.83 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -37009.316406 Penalty: 604.584839 Iteration 7F: 3 clusters Score -37009.32 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -37029.671875 Penalty: 604.584839 Iteration 8Q: 3 clusters Score -37029.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -37051.171875 Penalty: 604.584839 Iteration 9Q: 3 clusters Score -37051.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -37061.402344 Penalty: 604.584839 Iteration 10Q: 3 clusters Score -37061.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -37067.921875 Penalty: 604.584839 Iteration 11Q: 3 clusters Score -37067.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -37075.925781 Penalty: 604.584839 Iteration 12Q: 3 clusters Score -37075.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -37078.277344 Penalty: 604.584839 Iteration 13Q: 3 clusters Score -37078.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -37078.628906 Penalty: 604.584839 Iteration 14Q: 3 clusters Score -37078.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -37078.628906 Penalty: 604.584839 Iteration 15F: 3 clusters Score -37078.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5280.449219 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5280.449 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5068.852051 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5068.852 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5149.763672 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5149.764 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5164.218750 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5164.219 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5175.337402 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -5175.337 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -5177.070312 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -5177.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5178.117188 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -5178.117 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5178.117188 Penalty: 453.508209 Iteration 6F: 3 clusters Score -5178.117 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4757.990234 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4757.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4531.863770 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4531.864 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4557.737305 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4557.737 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4576.914551 Penalty: 429.383392 Iteration 2F: 3 clusters Score -4576.915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4581.257324 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4581.257 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4581.257324 Penalty: 429.383392 Iteration 4F: 3 clusters Score -4581.257 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -37692.097656 Penalty: 308.018707 Iteration 0F: 2 clusters Score -37692.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -36952.878906 Penalty: 616.037415 Iteration 0F: 3 clusters Score -36952.88 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -37175.210938 Penalty: 616.037415 Iteration 1F: 3 clusters Score -37175.21 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -37252.246094 Penalty: 616.037415 Iteration 2F: 3 clusters Score -37252.25 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -37318.058594 Penalty: 616.037415 Iteration 3F: 3 clusters Score -37318.06 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -37388.417969 Penalty: 616.037415 Iteration 4F: 3 clusters Score -37388.42 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -37444.445312 Penalty: 616.037415 Iteration 5F: 3 clusters Score -37444.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -37471.675781 Penalty: 616.037415 Iteration 6Q: 3 clusters Score -37471.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -37493.527344 Penalty: 616.037415 Iteration 7Q: 3 clusters Score -37493.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -37509.976562 Penalty: 616.037415 Iteration 8Q: 3 clusters Score -37509.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -37524.546875 Penalty: 616.037415 Iteration 9Q: 3 clusters Score -37524.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -37527.089844 Penalty: 616.037415 Iteration 10Q: 3 clusters Score -37527.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -37530.824219 Penalty: 616.037415 Iteration 11Q: 3 clusters Score -37530.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -37533.339844 Penalty: 616.037415 Iteration 12Q: 3 clusters Score -37533.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -37533.683594 Penalty: 616.037415 Iteration 13Q: 3 clusters Score -37533.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -37535.527344 Penalty: 616.037415 Iteration 14Q: 3 clusters Score -37535.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -37536.316406 Penalty: 616.037415 Iteration 15Q: 3 clusters Score -37536.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -37536.410156 Penalty: 616.037415 Iteration 16Q: 3 clusters Score -37536.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -37536.617188 Penalty: 616.037415 Iteration 17Q: 3 clusters Score -37536.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -37536.617188 Penalty: 616.037415 Iteration 18F: 3 clusters Score -37536.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -8161.656250 Penalty: 245.202774 Iteration 0F: 2 clusters Score -8161.656 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -7904.769531 Penalty: 490.405548 Iteration 0F: 3 clusters Score -7904.77 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7988.873535 Penalty: 490.405548 Iteration 1F: 3 clusters Score -7988.874 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8004.825195 Penalty: 490.405548 Iteration 2F: 3 clusters Score -8004.825 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8024.181152 Penalty: 490.405548 Iteration 3Q: 3 clusters Score -8024.181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8052.316895 Penalty: 490.405548 Iteration 4Q: 3 clusters Score -8052.317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8091.492676 Penalty: 490.405548 Iteration 5Q: 3 clusters Score -8091.493 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8109.543457 Penalty: 490.405548 Iteration 6F: 3 clusters Score -8109.543 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8115.611816 Penalty: 490.405548 Iteration 7Q: 3 clusters Score -8115.612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8116.172852 Penalty: 490.405548 Iteration 8Q: 3 clusters Score -8116.173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8116.172852 Penalty: 490.405548 Iteration 9F: 3 clusters Score -8116.173 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Entering Unmasked Estep Score: -80269.601562 Penalty: 339.609131 Iteration 0F: 2 clusters Score -80269.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -78994.875000 Penalty: 679.218262 Iteration 0F: 3 clusters Score -78994.88 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -79433.460938 Penalty: 679.218262 Iteration 1F: 3 clusters Score -79433.46 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -79501.882812 Penalty: 679.218262 Iteration 2F: 3 clusters Score -79501.88 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -79582.812500 Penalty: 679.218262 Iteration 3F: 3 clusters Score -79582.81 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -79669.992188 Penalty: 679.218262 Iteration 4F: 3 clusters Score -79669.99 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -79735.750000 Penalty: 679.218262 Iteration 5F: 3 clusters Score -79735.75 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -79777.312500 Penalty: 679.218262 Iteration 6Q: 3 clusters Score -79777.31 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -79808.367188 Penalty: 679.218262 Iteration 7Q: 3 clusters Score -79808.37 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -79839.562500 Penalty: 679.218262 Iteration 8Q: 3 clusters Score -79839.56 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -79869.875000 Penalty: 679.218262 Iteration 9Q: 3 clusters Score -79869.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -79899.882812 Penalty: 679.218262 Iteration 10Q: 3 clusters Score -79899.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -79916.078125 Penalty: 679.218262 Iteration 11Q: 3 clusters Score -79916.08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -79926.304688 Penalty: 679.218262 Iteration 12Q: 3 clusters Score -79926.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -79934.875000 Penalty: 679.218262 Iteration 13Q: 3 clusters Score -79934.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -79946.218750 Penalty: 679.218262 Iteration 14Q: 3 clusters Score -79946.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -79956.437500 Penalty: 679.218262 Iteration 15Q: 3 clusters Score -79956.44 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -79972.453125 Penalty: 679.218262 Iteration 16Q: 3 clusters Score -79972.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -79987.804688 Penalty: 679.218262 Iteration 17Q: 3 clusters Score -79987.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -79999.648438 Penalty: 679.218262 Iteration 18Q: 3 clusters Score -79999.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -80009.812500 Penalty: 679.218262 Iteration 19Q: 3 clusters Score -80009.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -80017.710938 Penalty: 679.218262 Iteration 20F: 3 clusters Score -80017.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -80024.414062 Penalty: 679.218262 Iteration 21Q: 3 clusters Score -80024.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -80026.523438 Penalty: 679.218262 Iteration 22Q: 3 clusters Score -80026.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -80027.234375 Penalty: 679.218262 Iteration 23Q: 3 clusters Score -80027.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -80029.601562 Penalty: 679.218262 Iteration 24Q: 3 clusters Score -80029.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -80032.539062 Penalty: 679.218262 Iteration 25Q: 3 clusters Score -80032.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -80034.765625 Penalty: 679.218262 Iteration 26Q: 3 clusters Score -80034.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -80035.671875 Penalty: 679.218262 Iteration 27Q: 3 clusters Score -80035.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -80037.023438 Penalty: 679.218262 Iteration 28Q: 3 clusters Score -80037.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -80037.445312 Penalty: 679.218262 Iteration 29Q: 3 clusters Score -80037.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -80038.726562 Penalty: 679.218262 Iteration 30Q: 3 clusters Score -80038.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -80041.203125 Penalty: 679.218262 Iteration 31Q: 3 clusters Score -80041.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -80043.890625 Penalty: 679.218262 Iteration 32Q: 3 clusters Score -80043.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -80047.015625 Penalty: 679.218262 Iteration 33Q: 3 clusters Score -80047.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -80048.914062 Penalty: 679.218262 Iteration 34Q: 3 clusters Score -80048.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -80051.039062 Penalty: 679.218262 Iteration 35Q: 3 clusters Score -80051.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -80052.171875 Penalty: 679.218262 Iteration 36Q: 3 clusters Score -80052.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -80053.484375 Penalty: 679.218262 Iteration 37Q: 3 clusters Score -80053.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -80053.835938 Penalty: 679.218262 Iteration 38Q: 3 clusters Score -80053.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -80053.835938 Penalty: 679.218262 Iteration 39F: 3 clusters Score -80053.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Entering Unmasked Estep Score: -33847.785156 Penalty: 314.211761 Iteration 0F: 2 clusters Score -33847.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -33105.320312 Penalty: 628.423523 Iteration 0F: 3 clusters Score -33105.32 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -33651.375000 Penalty: 628.423523 Iteration 1F: 3 clusters Score -33651.38 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -34030.550781 Penalty: 628.423523 Iteration 2F: 3 clusters Score -34030.55 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -34404.445312 Penalty: 628.423523 Iteration 3F: 3 clusters Score -34404.45 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -34522.886719 Penalty: 628.423523 Iteration 4Q: 3 clusters Score -34522.89 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -34630.359375 Penalty: 628.423523 Iteration 5Q: 3 clusters Score -34630.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -34657.507812 Penalty: 628.423523 Iteration 6Q: 3 clusters Score -34657.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -34657.699219 Penalty: 628.423523 Iteration 7Q: 3 clusters Score -34657.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -34657.699219 Penalty: 628.423523 Iteration 8F: 3 clusters Score -34657.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40284 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 279 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 248 members Mstep: Class 18 contains 305 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep Score: -2645923.000000 Penalty: 9951.999023 Splitting cluster 16 changes total score from -2645073.500000 to -2645923.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 17 (248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Entering Unmasked Estep Score: -9720.818359 Penalty: 250.861008 Iteration 0F: 2 clusters Score -9720.818 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9460.506836 Penalty: 501.722015 Iteration 0F: 3 clusters Score -9460.507 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9687.381836 Penalty: 501.722015 Iteration 1F: 3 clusters Score -9687.382 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -9736.582031 Penalty: 501.722015 Iteration 2F: 3 clusters Score -9736.582 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -9758.042969 Penalty: 501.722015 Iteration 3F: 3 clusters Score -9758.043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9760.955078 Penalty: 501.722015 Iteration 4Q: 3 clusters Score -9760.955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9760.955078 Penalty: 501.722015 Iteration 5F: 3 clusters Score -9760.955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40284 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 279 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 65 members Mstep: Class 18 contains 305 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 183 members Entering Unmasked Estep Score: -2645716.750000 Penalty: 10449.599609 Splitting cluster 17 changes total score from -2645073.500000 to -2645716.750000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 19 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2456.417480 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2456.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2326.003906 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2326.004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -2345.198730 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2345.199 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -4452.439941 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4452.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4230.170898 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4230.171 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4294.378418 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4294.378 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4393.004395 Penalty: 430.994049 Iteration 2F: 3 clusters Score -4393.004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4396.644043 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4396.644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4400.718262 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -4400.718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4402.338867 Penalty: 430.994049 Iteration 5Q: 3 clusters Score -4402.339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4405.926270 Penalty: 430.994049 Iteration 6Q: 3 clusters Score -4405.926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -4411.215332 Penalty: 430.994049 Iteration 7Q: 3 clusters Score -4411.215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -4411.215332 Penalty: 430.994049 Iteration 8F: 3 clusters Score -4411.215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40284 members Mstep: Class 3 contains 444 members Mstep: Class 4 contains 279 members Mstep: Class 5 contains 217 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 219 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 65 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -2645786.250000 Penalty: 10449.599609 Iteration 79F: 22 clusters Score -2645786 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40280 members Mstep: Class 3 contains 428 members Mstep: Class 4 contains 282 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 249 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1740 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -2645907.000000 Penalty: 10449.599609 Iteration 80F: 22 clusters Score -2645907 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40279 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 285 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 255 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 67 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -2645923.000000 Penalty: 10449.599609 Iteration 81Q: 22 clusters Score -2645923 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40278 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 286 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 257 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 66 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -2645938.000000 Penalty: 10449.599609 Iteration 82Q: 22 clusters Score -2645938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40278 members Mstep: Class 3 contains 412 members Mstep: Class 4 contains 286 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 261 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 67 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -2645965.500000 Penalty: 10449.599609 Iteration 83Q: 22 clusters Score -2645966 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40274 members Mstep: Class 3 contains 410 members Mstep: Class 4 contains 286 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 263 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 67 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645963.750000 Penalty: 10449.599609 Iteration 84Q: 22 clusters Score -2645964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 409 members Mstep: Class 4 contains 286 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 264 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645964.000000 Penalty: 10449.599609 Iteration 85Q: 22 clusters Score -2645964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 406 members Mstep: Class 4 contains 286 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 267 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645969.000000 Penalty: 10449.599609 Iteration 86Q: 22 clusters Score -2645969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 403 members Mstep: Class 4 contains 287 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645986.500000 Penalty: 10449.599609 Iteration 87Q: 22 clusters Score -2645986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 401 members Mstep: Class 4 contains 289 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645992.000000 Penalty: 10449.599609 Iteration 88Q: 22 clusters Score -2645992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 399 members Mstep: Class 4 contains 291 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645995.500000 Penalty: 10449.599609 Iteration 89Q: 22 clusters Score -2645996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 397 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 270 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645999.500000 Penalty: 10449.599609 Iteration 90Q: 22 clusters Score -2646000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 396 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 271 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645998.500000 Penalty: 10449.599609 Iteration 91Q: 22 clusters Score -2645998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 396 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 271 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2645998.500000 Penalty: 10449.599609 Iteration 92F: 22 clusters Score -2645998 nChanged 0 Entering ConstructFrom: Score: -2645998.500000 Penalty: 10449.599609 Entering ConstructFrom: Trying to split cluster 1 (1427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Entering Unmasked Estep Score: -68952.156250 Penalty: 330.481506 Iteration 0F: 2 clusters Score -68952.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -67857.617188 Penalty: 660.963013 Iteration 0F: 3 clusters Score -67857.62 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -68179.289062 Penalty: 660.963013 Iteration 1F: 3 clusters Score -68179.29 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -68243.453125 Penalty: 660.963013 Iteration 2F: 3 clusters Score -68243.45 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -68299.984375 Penalty: 660.963013 Iteration 3F: 3 clusters Score -68299.98 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -68355.648438 Penalty: 660.963013 Iteration 4F: 3 clusters Score -68355.65 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -68410.218750 Penalty: 660.963013 Iteration 5Q: 3 clusters Score -68410.22 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -68475.390625 Penalty: 660.963013 Iteration 6F: 3 clusters Score -68475.39 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -68523.304688 Penalty: 660.963013 Iteration 7Q: 3 clusters Score -68523.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -68558.804688 Penalty: 660.963013 Iteration 8Q: 3 clusters Score -68558.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -68576.437500 Penalty: 660.963013 Iteration 9Q: 3 clusters Score -68576.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -68595.437500 Penalty: 660.963013 Iteration 10Q: 3 clusters Score -68595.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -68614.781250 Penalty: 660.963013 Iteration 11Q: 3 clusters Score -68614.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -68627.984375 Penalty: 660.963013 Iteration 12Q: 3 clusters Score -68627.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -68644.109375 Penalty: 660.963013 Iteration 13Q: 3 clusters Score -68644.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -68655.390625 Penalty: 660.963013 Iteration 14Q: 3 clusters Score -68655.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -68659.234375 Penalty: 660.963013 Iteration 15Q: 3 clusters Score -68659.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -68659.234375 Penalty: 660.963013 Iteration 16F: 3 clusters Score -68659.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40273 members Entering Unmasked Estep Score: -1962732.250000 Penalty: 482.456360 Iteration 0F: 2 clusters Score -1962732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20243 members Mstep: Class 2 contains 20030 members Entering Unmasked Estep Score: -1935562.750000 Penalty: 964.912720 Iteration 0F: 3 clusters Score -1935563 nChanged 19473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23798 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -1947748.375000 Penalty: 964.912720 Iteration 1F: 3 clusters Score -1947748 nChanged 2603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25913 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -1949234.500000 Penalty: 964.912720 Iteration 2F: 3 clusters Score -1949234 nChanged 3146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28623 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -1951559.250000 Penalty: 964.912720 Iteration 3F: 3 clusters Score -1951559 nChanged 3313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31558 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -1954447.500000 Penalty: 964.912720 Iteration 4F: 3 clusters Score -1954448 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34234 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -1957191.250000 Penalty: 964.912720 Iteration 5F: 3 clusters Score -1957191 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36110 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1959032.250000 Penalty: 964.912720 Iteration 6Q: 3 clusters Score -1959032 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37338 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -1960204.875000 Penalty: 964.912720 Iteration 7Q: 3 clusters Score -1960205 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38069 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1960945.500000 Penalty: 964.912720 Iteration 8Q: 3 clusters Score -1960946 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38458 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -1961379.750000 Penalty: 964.912720 Iteration 9Q: 3 clusters Score -1961380 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38707 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1961604.625000 Penalty: 964.912720 Iteration 10Q: 3 clusters Score -1961605 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38873 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1961740.125000 Penalty: 964.912720 Iteration 11Q: 3 clusters Score -1961740 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39017 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1961839.125000 Penalty: 964.912720 Iteration 12Q: 3 clusters Score -1961839 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39139 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1961913.125000 Penalty: 964.912720 Iteration 13Q: 3 clusters Score -1961913 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39243 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1961961.000000 Penalty: 964.912720 Iteration 14Q: 3 clusters Score -1961961 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39336 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1962020.500000 Penalty: 964.912720 Iteration 15Q: 3 clusters Score -1962020 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39422 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1962059.125000 Penalty: 964.912720 Iteration 16Q: 3 clusters Score -1962059 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39503 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1962099.500000 Penalty: 964.912720 Iteration 17Q: 3 clusters Score -1962100 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39579 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1962126.125000 Penalty: 964.912720 Iteration 18Q: 3 clusters Score -1962126 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39647 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1962151.250000 Penalty: 964.912720 Iteration 19Q: 3 clusters Score -1962151 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1962187.375000 Penalty: 964.912720 Iteration 20F: 3 clusters Score -1962187 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39766 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1962210.375000 Penalty: 964.912720 Iteration 21Q: 3 clusters Score -1962210 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39802 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1962228.875000 Penalty: 964.912720 Iteration 22Q: 3 clusters Score -1962229 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39834 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1962243.750000 Penalty: 964.912720 Iteration 23Q: 3 clusters Score -1962244 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39861 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1962259.750000 Penalty: 964.912720 Iteration 24Q: 3 clusters Score -1962260 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39881 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1962270.250000 Penalty: 964.912720 Iteration 25Q: 3 clusters Score -1962270 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39899 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1962283.000000 Penalty: 964.912720 Iteration 26Q: 3 clusters Score -1962283 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39921 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1962294.250000 Penalty: 964.912720 Iteration 27Q: 3 clusters Score -1962294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39940 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1962307.625000 Penalty: 964.912720 Iteration 28Q: 3 clusters Score -1962308 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39953 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1962310.500000 Penalty: 964.912720 Iteration 29Q: 3 clusters Score -1962310 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39966 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1962314.625000 Penalty: 964.912720 Iteration 30Q: 3 clusters Score -1962315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39976 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1962317.750000 Penalty: 964.912720 Iteration 31Q: 3 clusters Score -1962318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39987 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1962321.750000 Penalty: 964.912720 Iteration 32Q: 3 clusters Score -1962322 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39997 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1962323.000000 Penalty: 964.912720 Iteration 33Q: 3 clusters Score -1962323 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40002 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1962324.375000 Penalty: 964.912720 Iteration 34Q: 3 clusters Score -1962324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40005 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1962326.625000 Penalty: 964.912720 Iteration 35Q: 3 clusters Score -1962327 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40008 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1962326.500000 Penalty: 964.912720 Iteration 36Q: 3 clusters Score -1962326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40012 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1962329.500000 Penalty: 964.912720 Iteration 37Q: 3 clusters Score -1962330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40014 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1962330.250000 Penalty: 964.912720 Iteration 38Q: 3 clusters Score -1962330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40016 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1962330.375000 Penalty: 964.912720 Iteration 39Q: 3 clusters Score -1962330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40016 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1962330.375000 Penalty: 964.912720 Iteration 40F: 3 clusters Score -1962330 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Entering Unmasked Estep Score: -13992.263672 Penalty: 272.154358 Iteration 0F: 2 clusters Score -13992.26 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 210 members Entering Unmasked Estep Score: -13590.892578 Penalty: 544.308716 Iteration 0F: 3 clusters Score -13590.89 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -13736.708984 Penalty: 544.308716 Iteration 1F: 3 clusters Score -13736.71 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -13821.851562 Penalty: 544.308716 Iteration 2F: 3 clusters Score -13821.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13915.174805 Penalty: 544.308716 Iteration 3F: 3 clusters Score -13915.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -13990.248047 Penalty: 544.308716 Iteration 4F: 3 clusters Score -13990.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -14028.544922 Penalty: 544.308716 Iteration 5Q: 3 clusters Score -14028.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -14042.574219 Penalty: 544.308716 Iteration 6Q: 3 clusters Score -14042.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -14071.755859 Penalty: 544.308716 Iteration 7Q: 3 clusters Score -14071.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14093.138672 Penalty: 544.308716 Iteration 8Q: 3 clusters Score -14093.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -14111.411133 Penalty: 544.308716 Iteration 9Q: 3 clusters Score -14111.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14146.857422 Penalty: 544.308716 Iteration 10Q: 3 clusters Score -14146.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14189.894531 Penalty: 544.308716 Iteration 11Q: 3 clusters Score -14189.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14250.625977 Penalty: 544.308716 Iteration 12Q: 3 clusters Score -14250.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -14272.584961 Penalty: 544.308716 Iteration 13Q: 3 clusters Score -14272.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -14283.357422 Penalty: 544.308716 Iteration 14Q: 3 clusters Score -14283.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -14287.835938 Penalty: 544.308716 Iteration 15F: 3 clusters Score -14287.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14363.973633 Penalty: 544.308716 Iteration 16Q: 3 clusters Score -14363.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14363.973633 Penalty: 544.308716 Iteration 17F: 3 clusters Score -14363.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 271 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 214 members Entering Unmasked Estep Score: -2646147.000000 Penalty: 10947.199219 Splitting cluster 3 changes total score from -2645998.500000 to -2646147.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 4 (292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Entering Unmasked Estep Score: -11659.716797 Penalty: 258.292297 Iteration 0F: 2 clusters Score -11659.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -11313.865234 Penalty: 516.584595 Iteration 0F: 3 clusters Score -11313.87 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -11457.614258 Penalty: 516.584595 Iteration 1F: 3 clusters Score -11457.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -11494.201172 Penalty: 516.584595 Iteration 2F: 3 clusters Score -11494.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -11516.894531 Penalty: 516.584595 Iteration 3Q: 3 clusters Score -11516.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -11535.894531 Penalty: 516.584595 Iteration 4Q: 3 clusters Score -11535.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -11541.966797 Penalty: 516.584595 Iteration 5Q: 3 clusters Score -11541.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -11554.707031 Penalty: 516.584595 Iteration 6Q: 3 clusters Score -11554.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -11597.285156 Penalty: 516.584595 Iteration 7Q: 3 clusters Score -11597.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -11605.624023 Penalty: 516.584595 Iteration 8Q: 3 clusters Score -11605.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -11610.433594 Penalty: 516.584595 Iteration 9Q: 3 clusters Score -11610.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -11614.655273 Penalty: 516.584595 Iteration 10Q: 3 clusters Score -11614.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -11616.813477 Penalty: 516.584595 Iteration 11Q: 3 clusters Score -11616.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -11618.440430 Penalty: 516.584595 Iteration 12Q: 3 clusters Score -11618.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -11618.440430 Penalty: 516.584595 Iteration 13F: 3 clusters Score -11618.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -8692.292969 Penalty: 244.785324 Iteration 0F: 2 clusters Score -8692.293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8390.774414 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8390.774 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8463.137695 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8463.138 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8506.167969 Penalty: 489.570648 Iteration 2F: 3 clusters Score -8506.168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -8540.909180 Penalty: 489.570648 Iteration 3F: 3 clusters Score -8540.909 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8559.164062 Penalty: 489.570648 Iteration 4Q: 3 clusters Score -8559.164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8564.432617 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -8564.433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8566.431641 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -8566.432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -8569.913086 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -8569.913 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8571.794922 Penalty: 489.570648 Iteration 8Q: 3 clusters Score -8571.795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8571.794922 Penalty: 489.570648 Iteration 9F: 3 clusters Score -8571.795 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Entering Unmasked Estep Score: -10489.100586 Penalty: 254.896408 Iteration 0F: 2 clusters Score -10489.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -10168.441406 Penalty: 509.792816 Iteration 0F: 3 clusters Score -10168.44 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -10292.691406 Penalty: 509.792816 Iteration 1F: 3 clusters Score -10292.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -10314.713867 Penalty: 509.792816 Iteration 2F: 3 clusters Score -10314.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -10327.759766 Penalty: 509.792816 Iteration 3Q: 3 clusters Score -10327.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -10333.128906 Penalty: 509.792816 Iteration 4Q: 3 clusters Score -10333.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -10341.259766 Penalty: 509.792816 Iteration 5Q: 3 clusters Score -10341.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -10346.627930 Penalty: 509.792816 Iteration 6Q: 3 clusters Score -10346.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -10348.839844 Penalty: 509.792816 Iteration 7Q: 3 clusters Score -10348.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10350.897461 Penalty: 509.792816 Iteration 8Q: 3 clusters Score -10350.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10351.865234 Penalty: 509.792816 Iteration 9Q: 3 clusters Score -10351.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -10354.654297 Penalty: 509.792816 Iteration 10Q: 3 clusters Score -10354.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -10356.050781 Penalty: 509.792816 Iteration 11Q: 3 clusters Score -10356.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -10358.542969 Penalty: 509.792816 Iteration 12Q: 3 clusters Score -10358.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -10360.956055 Penalty: 509.792816 Iteration 13Q: 3 clusters Score -10360.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -10364.377930 Penalty: 509.792816 Iteration 14Q: 3 clusters Score -10364.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -10366.444336 Penalty: 509.792816 Iteration 15Q: 3 clusters Score -10366.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -10373.158203 Penalty: 509.792816 Iteration 16Q: 3 clusters Score -10373.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -10373.158203 Penalty: 509.792816 Iteration 17F: 3 clusters Score -10373.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Entering Unmasked Estep Score: -382891.500000 Penalty: 404.950165 Iteration 0F: 2 clusters Score -382891.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -378035.250000 Penalty: 809.900330 Iteration 0F: 3 clusters Score -378035.2 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -379865.781250 Penalty: 809.900330 Iteration 1F: 3 clusters Score -379865.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -380041.343750 Penalty: 809.900330 Iteration 2F: 3 clusters Score -380041.3 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -380239.468750 Penalty: 809.900330 Iteration 3F: 3 clusters Score -380239.5 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -380459.937500 Penalty: 809.900330 Iteration 4F: 3 clusters Score -380459.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -380761.187500 Penalty: 809.900330 Iteration 5F: 3 clusters Score -380761.2 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -381090.750000 Penalty: 809.900330 Iteration 6F: 3 clusters Score -381090.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -381432.906250 Penalty: 809.900330 Iteration 7F: 3 clusters Score -381432.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -381655.625000 Penalty: 809.900330 Iteration 8Q: 3 clusters Score -381655.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -381765.937500 Penalty: 809.900330 Iteration 9Q: 3 clusters Score -381765.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -381856.937500 Penalty: 809.900330 Iteration 10Q: 3 clusters Score -381856.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -381936.843750 Penalty: 809.900330 Iteration 11Q: 3 clusters Score -381936.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -381999.406250 Penalty: 809.900330 Iteration 12Q: 3 clusters Score -381999.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -382038.656250 Penalty: 809.900330 Iteration 13Q: 3 clusters Score -382038.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -382084.593750 Penalty: 809.900330 Iteration 14Q: 3 clusters Score -382084.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -382126.750000 Penalty: 809.900330 Iteration 15Q: 3 clusters Score -382126.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -382167.312500 Penalty: 809.900330 Iteration 16Q: 3 clusters Score -382167.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -382196.031250 Penalty: 809.900330 Iteration 17Q: 3 clusters Score -382196 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -382228.406250 Penalty: 809.900330 Iteration 18Q: 3 clusters Score -382228.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -382268.781250 Penalty: 809.900330 Iteration 19Q: 3 clusters Score -382268.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -382298.718750 Penalty: 809.900330 Iteration 20F: 3 clusters Score -382298.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -382322.156250 Penalty: 809.900330 Iteration 21Q: 3 clusters Score -382322.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -382347.687500 Penalty: 809.900330 Iteration 22Q: 3 clusters Score -382347.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -382380.625000 Penalty: 809.900330 Iteration 23Q: 3 clusters Score -382380.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -382413.656250 Penalty: 809.900330 Iteration 24Q: 3 clusters Score -382413.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -382447.062500 Penalty: 809.900330 Iteration 25Q: 3 clusters Score -382447.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -382475.781250 Penalty: 809.900330 Iteration 26Q: 3 clusters Score -382475.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -382491.687500 Penalty: 809.900330 Iteration 27Q: 3 clusters Score -382491.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -382507.562500 Penalty: 809.900330 Iteration 28Q: 3 clusters Score -382507.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -382525.906250 Penalty: 809.900330 Iteration 29Q: 3 clusters Score -382525.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -382539.093750 Penalty: 809.900330 Iteration 30Q: 3 clusters Score -382539.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -382546.906250 Penalty: 809.900330 Iteration 31Q: 3 clusters Score -382546.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -382552.312500 Penalty: 809.900330 Iteration 32Q: 3 clusters Score -382552.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -382554.062500 Penalty: 809.900330 Iteration 33Q: 3 clusters Score -382554.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -382555.875000 Penalty: 809.900330 Iteration 34Q: 3 clusters Score -382555.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -382556.500000 Penalty: 809.900330 Iteration 35Q: 3 clusters Score -382556.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -382557.750000 Penalty: 809.900330 Iteration 36Q: 3 clusters Score -382557.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -382557.250000 Penalty: 809.900330 Iteration 37Q: 3 clusters Score -382557.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -382561.375000 Penalty: 809.900330 Iteration 38Q: 3 clusters Score -382561.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -382567.468750 Penalty: 809.900330 Iteration 39Q: 3 clusters Score -382567.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -382567.937500 Penalty: 809.900330 Iteration 40F: 3 clusters Score -382567.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -382568.750000 Penalty: 809.900330 Iteration 41Q: 3 clusters Score -382568.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -382568.750000 Penalty: 809.900330 Iteration 42F: 3 clusters Score -382568.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2738.524414 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2738.524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2570.612549 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2570.613 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2599.106445 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2599.106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2609.061523 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2609.062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2611.158203 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2611.158 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2611.158203 Penalty: 379.869263 Iteration 4F: 3 clusters Score -2611.158 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -28404.548828 Penalty: 289.517761 Iteration 0F: 2 clusters Score -28404.55 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 275 members Entering Unmasked Estep Score: -27836.498047 Penalty: 579.035522 Iteration 0F: 3 clusters Score -27836.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -27978.011719 Penalty: 579.035522 Iteration 1F: 3 clusters Score -27978.01 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -28012.324219 Penalty: 579.035522 Iteration 2F: 3 clusters Score -28012.32 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -28026.205078 Penalty: 579.035522 Iteration 3Q: 3 clusters Score -28026.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -28044.847656 Penalty: 579.035522 Iteration 4Q: 3 clusters Score -28044.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -28068.041016 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -28068.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -28084.279297 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -28084.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -28091.955078 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -28091.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -28100.064453 Penalty: 579.035522 Iteration 8Q: 3 clusters Score -28100.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -28106.740234 Penalty: 579.035522 Iteration 9Q: 3 clusters Score -28106.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -28111.445312 Penalty: 579.035522 Iteration 10Q: 3 clusters Score -28111.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -28112.050781 Penalty: 579.035522 Iteration 11Q: 3 clusters Score -28112.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28112.566406 Penalty: 579.035522 Iteration 12Q: 3 clusters Score -28112.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28112.566406 Penalty: 579.035522 Iteration 13F: 3 clusters Score -28112.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -37132.148438 Penalty: 302.292419 Iteration 0F: 2 clusters Score -37132.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -36480.679688 Penalty: 604.584839 Iteration 0F: 3 clusters Score -36480.68 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -36733.261719 Penalty: 604.584839 Iteration 1F: 3 clusters Score -36733.26 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -36826.789062 Penalty: 604.584839 Iteration 2F: 3 clusters Score -36826.79 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -36908.207031 Penalty: 604.584839 Iteration 3F: 3 clusters Score -36908.21 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -36979.652344 Penalty: 604.584839 Iteration 4F: 3 clusters Score -36979.65 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -37014.281250 Penalty: 604.584839 Iteration 5F: 3 clusters Score -37014.28 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -37040.898438 Penalty: 604.584839 Iteration 6Q: 3 clusters Score -37040.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -37050.105469 Penalty: 604.584839 Iteration 7Q: 3 clusters Score -37050.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -37059.078125 Penalty: 604.584839 Iteration 8Q: 3 clusters Score -37059.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -37064.742188 Penalty: 604.584839 Iteration 9Q: 3 clusters Score -37064.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -37070.410156 Penalty: 604.584839 Iteration 10Q: 3 clusters Score -37070.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -37073.562500 Penalty: 604.584839 Iteration 11Q: 3 clusters Score -37073.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -37076.273438 Penalty: 604.584839 Iteration 12Q: 3 clusters Score -37076.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -37077.230469 Penalty: 604.584839 Iteration 13Q: 3 clusters Score -37077.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -37077.679688 Penalty: 604.584839 Iteration 14Q: 3 clusters Score -37077.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -37078.355469 Penalty: 604.584839 Iteration 15Q: 3 clusters Score -37078.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -37078.355469 Penalty: 604.584839 Iteration 16F: 3 clusters Score -37078.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5280.449219 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5280.449 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5041.473145 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5041.473 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5094.125977 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5094.126 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5125.215820 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5125.216 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5154.058594 Penalty: 453.508209 Iteration 3F: 3 clusters Score -5154.059 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5162.196289 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -5162.196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5166.655273 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -5166.655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5169.848145 Penalty: 453.508209 Iteration 6Q: 3 clusters Score -5169.848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5170.660156 Penalty: 453.508209 Iteration 7Q: 3 clusters Score -5170.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5170.660156 Penalty: 453.508209 Iteration 8F: 3 clusters Score -5170.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4757.990234 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4757.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4542.706543 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4542.707 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4583.476562 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4583.477 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4602.035645 Penalty: 429.383392 Iteration 2F: 3 clusters Score -4602.036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4603.127930 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4603.128 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4605.707031 Penalty: 429.383392 Iteration 4Q: 3 clusters Score -4605.707 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4605.707031 Penalty: 429.383392 Iteration 5F: 3 clusters Score -4605.707 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -37718.683594 Penalty: 308.018707 Iteration 0F: 2 clusters Score -37718.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -36967.812500 Penalty: 616.037415 Iteration 0F: 3 clusters Score -36967.81 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -37249.187500 Penalty: 616.037415 Iteration 1F: 3 clusters Score -37249.19 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -37331.035156 Penalty: 616.037415 Iteration 2F: 3 clusters Score -37331.04 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -37370.054688 Penalty: 616.037415 Iteration 3F: 3 clusters Score -37370.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -37400.726562 Penalty: 616.037415 Iteration 4Q: 3 clusters Score -37400.73 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -37447.535156 Penalty: 616.037415 Iteration 5Q: 3 clusters Score -37447.54 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -37481.000000 Penalty: 616.037415 Iteration 6Q: 3 clusters Score -37481 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -37495.539062 Penalty: 616.037415 Iteration 7Q: 3 clusters Score -37495.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -37501.968750 Penalty: 616.037415 Iteration 8Q: 3 clusters Score -37501.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -37506.976562 Penalty: 616.037415 Iteration 9Q: 3 clusters Score -37506.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -37512.730469 Penalty: 616.037415 Iteration 10Q: 3 clusters Score -37512.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -37517.601562 Penalty: 616.037415 Iteration 11Q: 3 clusters Score -37517.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -37521.382812 Penalty: 616.037415 Iteration 12Q: 3 clusters Score -37521.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -37523.660156 Penalty: 616.037415 Iteration 13Q: 3 clusters Score -37523.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -37527.707031 Penalty: 616.037415 Iteration 14Q: 3 clusters Score -37527.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -37536.402344 Penalty: 616.037415 Iteration 15Q: 3 clusters Score -37536.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -37537.957031 Penalty: 616.037415 Iteration 16Q: 3 clusters Score -37537.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -37538.902344 Penalty: 616.037415 Iteration 17Q: 3 clusters Score -37538.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -37539.632812 Penalty: 616.037415 Iteration 18Q: 3 clusters Score -37539.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -37539.996094 Penalty: 616.037415 Iteration 19Q: 3 clusters Score -37540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -37540.402344 Penalty: 616.037415 Iteration 20F: 3 clusters Score -37540.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -37541.121094 Penalty: 616.037415 Iteration 21Q: 3 clusters Score -37541.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -37542.609375 Penalty: 616.037415 Iteration 22Q: 3 clusters Score -37542.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -37545.527344 Penalty: 616.037415 Iteration 23Q: 3 clusters Score -37545.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -37547.582031 Penalty: 616.037415 Iteration 24Q: 3 clusters Score -37547.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -37547.843750 Penalty: 616.037415 Iteration 25Q: 3 clusters Score -37547.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -37548.031250 Penalty: 616.037415 Iteration 26Q: 3 clusters Score -37548.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -37548.031250 Penalty: 616.037415 Iteration 27F: 3 clusters Score -37548.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Entering Unmasked Estep Score: -8135.846191 Penalty: 244.994537 Iteration 0F: 2 clusters Score -8135.846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7889.213867 Penalty: 489.989075 Iteration 0F: 3 clusters Score -7889.214 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7996.154297 Penalty: 489.989075 Iteration 1F: 3 clusters Score -7996.154 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -8027.403809 Penalty: 489.989075 Iteration 2F: 3 clusters Score -8027.404 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8039.850586 Penalty: 489.989075 Iteration 3Q: 3 clusters Score -8039.851 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8048.837402 Penalty: 489.989075 Iteration 4Q: 3 clusters Score -8048.837 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8053.201660 Penalty: 489.989075 Iteration 5Q: 3 clusters Score -8053.202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8053.649414 Penalty: 489.989075 Iteration 6Q: 3 clusters Score -8053.649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8054.050293 Penalty: 489.989075 Iteration 7Q: 3 clusters Score -8054.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8054.050293 Penalty: 489.989075 Iteration 8F: 3 clusters Score -8054.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Entering Unmasked Estep Score: -79991.695312 Penalty: 339.426117 Iteration 0F: 2 clusters Score -79991.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -78738.265625 Penalty: 678.852234 Iteration 0F: 3 clusters Score -78738.27 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -79118.687500 Penalty: 678.852234 Iteration 1F: 3 clusters Score -79118.69 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -79181.390625 Penalty: 678.852234 Iteration 2F: 3 clusters Score -79181.39 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -79214.968750 Penalty: 678.852234 Iteration 3Q: 3 clusters Score -79214.97 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -79238.289062 Penalty: 678.852234 Iteration 4Q: 3 clusters Score -79238.29 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -79257.164062 Penalty: 678.852234 Iteration 5Q: 3 clusters Score -79257.16 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -79274.257812 Penalty: 678.852234 Iteration 6Q: 3 clusters Score -79274.26 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -79304.031250 Penalty: 678.852234 Iteration 7Q: 3 clusters Score -79304.03 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -79334.054688 Penalty: 678.852234 Iteration 8Q: 3 clusters Score -79334.05 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -79370.156250 Penalty: 678.852234 Iteration 9Q: 3 clusters Score -79370.16 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -79414.898438 Penalty: 678.852234 Iteration 10Q: 3 clusters Score -79414.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -79441.546875 Penalty: 678.852234 Iteration 11Q: 3 clusters Score -79441.55 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -79456.125000 Penalty: 678.852234 Iteration 12Q: 3 clusters Score -79456.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -79464.242188 Penalty: 678.852234 Iteration 13Q: 3 clusters Score -79464.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -79472.835938 Penalty: 678.852234 Iteration 14Q: 3 clusters Score -79472.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -79480.117188 Penalty: 678.852234 Iteration 15Q: 3 clusters Score -79480.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -79484.429688 Penalty: 678.852234 Iteration 16Q: 3 clusters Score -79484.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -79488.953125 Penalty: 678.852234 Iteration 17Q: 3 clusters Score -79488.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -79495.750000 Penalty: 678.852234 Iteration 18Q: 3 clusters Score -79495.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -79503.054688 Penalty: 678.852234 Iteration 19Q: 3 clusters Score -79503.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -79512.062500 Penalty: 678.852234 Iteration 20F: 3 clusters Score -79512.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -79518.671875 Penalty: 678.852234 Iteration 21Q: 3 clusters Score -79518.67 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -79526.781250 Penalty: 678.852234 Iteration 22Q: 3 clusters Score -79526.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -79540.140625 Penalty: 678.852234 Iteration 23Q: 3 clusters Score -79540.14 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -79552.898438 Penalty: 678.852234 Iteration 24Q: 3 clusters Score -79552.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -79562.187500 Penalty: 678.852234 Iteration 25Q: 3 clusters Score -79562.19 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -79573.203125 Penalty: 678.852234 Iteration 26Q: 3 clusters Score -79573.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -79586.031250 Penalty: 678.852234 Iteration 27Q: 3 clusters Score -79586.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -79598.945312 Penalty: 678.852234 Iteration 28Q: 3 clusters Score -79598.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -79607.250000 Penalty: 678.852234 Iteration 29Q: 3 clusters Score -79607.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -79614.992188 Penalty: 678.852234 Iteration 30Q: 3 clusters Score -79614.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -79626.460938 Penalty: 678.852234 Iteration 31Q: 3 clusters Score -79626.46 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -79640.773438 Penalty: 678.852234 Iteration 32Q: 3 clusters Score -79640.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -79650.140625 Penalty: 678.852234 Iteration 33Q: 3 clusters Score -79650.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -79660.460938 Penalty: 678.852234 Iteration 34Q: 3 clusters Score -79660.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79673.265625 Penalty: 678.852234 Iteration 35Q: 3 clusters Score -79673.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -79685.625000 Penalty: 678.852234 Iteration 36Q: 3 clusters Score -79685.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -79697.101562 Penalty: 678.852234 Iteration 37Q: 3 clusters Score -79697.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -79707.968750 Penalty: 678.852234 Iteration 38Q: 3 clusters Score -79707.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79716.453125 Penalty: 678.852234 Iteration 39Q: 3 clusters Score -79716.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -79731.117188 Penalty: 678.852234 Iteration 40F: 3 clusters Score -79731.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -79749.976562 Penalty: 678.852234 Iteration 41Q: 3 clusters Score -79749.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -79765.906250 Penalty: 678.852234 Iteration 42Q: 3 clusters Score -79765.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -79774.585938 Penalty: 678.852234 Iteration 43Q: 3 clusters Score -79774.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -79781.210938 Penalty: 678.852234 Iteration 44Q: 3 clusters Score -79781.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -79789.523438 Penalty: 678.852234 Iteration 45Q: 3 clusters Score -79789.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -79794.718750 Penalty: 678.852234 Iteration 46Q: 3 clusters Score -79794.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -79796.687500 Penalty: 678.852234 Iteration 47Q: 3 clusters Score -79796.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -79797.585938 Penalty: 678.852234 Iteration 48Q: 3 clusters Score -79797.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -79798.304688 Penalty: 678.852234 Iteration 49Q: 3 clusters Score -79798.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79798.960938 Penalty: 678.852234 Iteration 50Q: 3 clusters Score -79798.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -79799.054688 Penalty: 678.852234 Iteration 51Q: 3 clusters Score -79799.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -79799.203125 Penalty: 678.852234 Iteration 52Q: 3 clusters Score -79799.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -79799.203125 Penalty: 678.852234 Iteration 53F: 3 clusters Score -79799.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -25353.470703 Penalty: 297.616852 Iteration 0F: 2 clusters Score -25353.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -24733.808594 Penalty: 595.233704 Iteration 0F: 3 clusters Score -24733.81 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -24902.880859 Penalty: 595.233704 Iteration 1F: 3 clusters Score -24902.88 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -24933.378906 Penalty: 595.233704 Iteration 2F: 3 clusters Score -24933.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -24966.208984 Penalty: 595.233704 Iteration 3F: 3 clusters Score -24966.21 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -25018.673828 Penalty: 595.233704 Iteration 4F: 3 clusters Score -25018.67 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -25110.843750 Penalty: 595.233704 Iteration 5F: 3 clusters Score -25110.84 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -25236.429688 Penalty: 595.233704 Iteration 6F: 3 clusters Score -25236.43 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -25309.167969 Penalty: 595.233704 Iteration 7F: 3 clusters Score -25309.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -25347.775391 Penalty: 595.233704 Iteration 8Q: 3 clusters Score -25347.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -25398.205078 Penalty: 595.233704 Iteration 9Q: 3 clusters Score -25398.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -25435.166016 Penalty: 595.233704 Iteration 10Q: 3 clusters Score -25435.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25474.046875 Penalty: 595.233704 Iteration 11Q: 3 clusters Score -25474.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25514.488281 Penalty: 595.233704 Iteration 12Q: 3 clusters Score -25514.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25583.705078 Penalty: 595.233704 Iteration 13Q: 3 clusters Score -25583.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -25661.837891 Penalty: 595.233704 Iteration 14Q: 3 clusters Score -25661.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25743.091797 Penalty: 595.233704 Iteration 15Q: 3 clusters Score -25743.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25784.134766 Penalty: 595.233704 Iteration 16Q: 3 clusters Score -25784.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -25792.263672 Penalty: 595.233704 Iteration 17Q: 3 clusters Score -25792.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -25795.964844 Penalty: 595.233704 Iteration 18Q: 3 clusters Score -25795.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -25796.728516 Penalty: 595.233704 Iteration 19Q: 3 clusters Score -25796.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -25798.166016 Penalty: 595.233704 Iteration 20F: 3 clusters Score -25798.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -25801.181641 Penalty: 595.233704 Iteration 21Q: 3 clusters Score -25801.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -25801.181641 Penalty: 595.233704 Iteration 22F: 3 clusters Score -25801.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 271 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 359 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 214 members Mstep: Class 23 contains 334 members Entering Unmasked Estep Score: -2646393.500000 Penalty: 11444.799805 Splitting cluster 16 changes total score from -2645998.500000 to -2646393.500000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 17 (68 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Entering Unmasked Estep Score: -2365.562500 Penalty: 191.987595 Iteration 0F: 2 clusters Score -2365.562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2224.251953 Penalty: 383.975189 Iteration 0F: 3 clusters Score -2224.252 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2234.217041 Penalty: 383.975189 Iteration 1F: 3 clusters Score -2234.217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2243.863037 Penalty: 383.975189 Iteration 2Q: 3 clusters Score -2243.863 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2243.863037 Penalty: 383.975189 Iteration 3F: 3 clusters Score -2243.863 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Entering Unmasked Estep Score: -10020.458008 Penalty: 260.571564 Iteration 0F: 2 clusters Score -10020.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9681.860352 Penalty: 521.143127 Iteration 0F: 3 clusters Score -9681.86 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9816.680664 Penalty: 521.143127 Iteration 1F: 3 clusters Score -9816.681 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9886.545898 Penalty: 521.143127 Iteration 2F: 3 clusters Score -9886.546 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9933.835938 Penalty: 521.143127 Iteration 3F: 3 clusters Score -9933.836 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -9948.901367 Penalty: 521.143127 Iteration 4Q: 3 clusters Score -9948.901 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -9953.422852 Penalty: 521.143127 Iteration 5Q: 3 clusters Score -9953.423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -9955.193359 Penalty: 521.143127 Iteration 6Q: 3 clusters Score -9955.193 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9956.315430 Penalty: 521.143127 Iteration 7Q: 3 clusters Score -9956.315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -9956.315430 Penalty: 521.143127 Iteration 8F: 3 clusters Score -9956.315 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2456.417480 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2456.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2317.662598 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2317.663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2339.863770 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2339.864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2360.654785 Penalty: 375.569214 Iteration 2F: 3 clusters Score -2360.655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2370.176270 Penalty: 375.569214 Iteration 3Q: 3 clusters Score -2370.176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2370.176270 Penalty: 375.569214 Iteration 4F: 3 clusters Score -2370.176 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -4452.439941 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4452.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4230.731445 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4230.731 nChanged 27 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: -4280.139648 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4280.14 nChanged 6 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: -4291.574219 Penalty: 430.994049 Iteration 2F: 3 clusters Score -4291.574 nChanged 4 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: -4301.313477 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4301.313 nChanged 2 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: -4307.322266 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -4307.322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -4307.824707 Penalty: 430.994049 Iteration 5Q: 3 clusters Score -4307.825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -4307.824707 Penalty: 430.994049 Iteration 6F: 3 clusters Score -4307.825 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -8567.534180 Penalty: 241.750885 Iteration 0F: 2 clusters Score -8567.534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8304.538086 Penalty: 483.501770 Iteration 0F: 3 clusters Score -8304.538 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -8349.224609 Penalty: 483.501770 Iteration 1F: 3 clusters Score -8349.225 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -8354.837891 Penalty: 483.501770 Iteration 2Q: 3 clusters Score -8354.838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8358.831055 Penalty: 483.501770 Iteration 3Q: 3 clusters Score -8358.831 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8363.092773 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -8363.093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8363.675781 Penalty: 483.501770 Iteration 5Q: 3 clusters Score -8363.676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -8364.692383 Penalty: 483.501770 Iteration 6Q: 3 clusters Score -8364.692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8365.525391 Penalty: 483.501770 Iteration 7Q: 3 clusters Score -8365.525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8365.713867 Penalty: 483.501770 Iteration 8Q: 3 clusters Score -8365.714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8365.713867 Penalty: 483.501770 Iteration 9F: 3 clusters Score -8365.714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 271 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 359 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 307 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -2646403.000000 Penalty: 11444.799805 Iteration 93F: 24 clusters Score -2646403 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 292 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 270 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 216 members Mstep: Class 23 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -2646409.500000 Penalty: 11444.799805 Iteration 94Q: 24 clusters Score -2646410 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 293 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 270 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -2646409.000000 Penalty: 11444.799805 Iteration 95Q: 24 clusters Score -2646409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -2646410.000000 Penalty: 11444.799805 Iteration 96Q: 24 clusters Score -2646410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 360 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -2646410.000000 Penalty: 11444.799805 Iteration 97F: 24 clusters Score -2646410 nChanged 0 Entering ConstructFrom: Score: -2646410.000000 Penalty: 11444.799805 Entering ConstructFrom: Trying to split cluster 1 (1427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Entering Unmasked Estep Score: -68952.156250 Penalty: 330.481506 Iteration 0F: 2 clusters Score -68952.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -67854.093750 Penalty: 660.963013 Iteration 0F: 3 clusters Score -67854.09 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -68190.023438 Penalty: 660.963013 Iteration 1F: 3 clusters Score -68190.02 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -68249.054688 Penalty: 660.963013 Iteration 2F: 3 clusters Score -68249.05 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -68295.039062 Penalty: 660.963013 Iteration 3F: 3 clusters Score -68295.04 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -68334.781250 Penalty: 660.963013 Iteration 4Q: 3 clusters Score -68334.78 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -68381.257812 Penalty: 660.963013 Iteration 5Q: 3 clusters Score -68381.26 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -68416.093750 Penalty: 660.963013 Iteration 6Q: 3 clusters Score -68416.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -68435.070312 Penalty: 660.963013 Iteration 7Q: 3 clusters Score -68435.07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -68458.296875 Penalty: 660.963013 Iteration 8Q: 3 clusters Score -68458.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -68483.015625 Penalty: 660.963013 Iteration 9Q: 3 clusters Score -68483.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -68500.679688 Penalty: 660.963013 Iteration 10Q: 3 clusters Score -68500.68 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -68515.039062 Penalty: 660.963013 Iteration 11Q: 3 clusters Score -68515.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -68527.562500 Penalty: 660.963013 Iteration 12Q: 3 clusters Score -68527.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -68546.367188 Penalty: 660.963013 Iteration 13Q: 3 clusters Score -68546.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -68556.421875 Penalty: 660.963013 Iteration 14Q: 3 clusters Score -68556.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -68565.367188 Penalty: 660.963013 Iteration 15Q: 3 clusters Score -68565.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -68573.531250 Penalty: 660.963013 Iteration 16Q: 3 clusters Score -68573.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -68582.125000 Penalty: 660.963013 Iteration 17Q: 3 clusters Score -68582.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -68587.242188 Penalty: 660.963013 Iteration 18Q: 3 clusters Score -68587.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -68593.164062 Penalty: 660.963013 Iteration 19Q: 3 clusters Score -68593.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -68598.757812 Penalty: 660.963013 Iteration 20F: 3 clusters Score -68598.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -68602.921875 Penalty: 660.963013 Iteration 21Q: 3 clusters Score -68602.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -68606.617188 Penalty: 660.963013 Iteration 22Q: 3 clusters Score -68606.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -68608.976562 Penalty: 660.963013 Iteration 23Q: 3 clusters Score -68608.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -68611.046875 Penalty: 660.963013 Iteration 24Q: 3 clusters Score -68611.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -68611.453125 Penalty: 660.963013 Iteration 25Q: 3 clusters Score -68611.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -68611.453125 Penalty: 660.963013 Iteration 26F: 3 clusters Score -68611.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40273 members Entering Unmasked Estep Score: -1962732.250000 Penalty: 482.456360 Iteration 0F: 2 clusters Score -1962732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20176 members Mstep: Class 2 contains 20097 members Entering Unmasked Estep Score: -1935666.375000 Penalty: 964.912720 Iteration 0F: 3 clusters Score -1935666 nChanged 19458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20352 members Mstep: Class 2 contains 19921 members Entering Unmasked Estep Score: -1947524.000000 Penalty: 964.912720 Iteration 1F: 3 clusters Score -1947524 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 19988 members Entering Unmasked Estep Score: -1948373.500000 Penalty: 964.912720 Iteration 2Q: 3 clusters Score -1948374 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20150 members Mstep: Class 2 contains 20123 members Entering Unmasked Estep Score: -1949712.125000 Penalty: 964.912720 Iteration 3F: 3 clusters Score -1949712 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19978 members Mstep: Class 2 contains 20295 members Entering Unmasked Estep Score: -1951744.375000 Penalty: 964.912720 Iteration 4F: 3 clusters Score -1951744 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19678 members Mstep: Class 2 contains 20595 members Entering Unmasked Estep Score: -1953953.125000 Penalty: 964.912720 Iteration 5F: 3 clusters Score -1953953 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19443 members Mstep: Class 2 contains 20830 members Entering Unmasked Estep Score: -1955370.000000 Penalty: 964.912720 Iteration 6F: 3 clusters Score -1955370 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19209 members Mstep: Class 2 contains 21064 members Entering Unmasked Estep Score: -1955860.375000 Penalty: 964.912720 Iteration 7Q: 3 clusters Score -1955860 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 21268 members Entering Unmasked Estep Score: -1956010.625000 Penalty: 964.912720 Iteration 8Q: 3 clusters Score -1956011 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18769 members Mstep: Class 2 contains 21504 members Entering Unmasked Estep Score: -1956090.875000 Penalty: 964.912720 Iteration 9Q: 3 clusters Score -1956091 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 21724 members Entering Unmasked Estep Score: -1956161.000000 Penalty: 964.912720 Iteration 10Q: 3 clusters Score -1956161 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18316 members Mstep: Class 2 contains 21957 members Entering Unmasked Estep Score: -1956219.375000 Penalty: 964.912720 Iteration 11Q: 3 clusters Score -1956219 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 22189 members Entering Unmasked Estep Score: -1956295.125000 Penalty: 964.912720 Iteration 12Q: 3 clusters Score -1956295 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17837 members Mstep: Class 2 contains 22436 members Entering Unmasked Estep Score: -1956385.500000 Penalty: 964.912720 Iteration 13Q: 3 clusters Score -1956386 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17553 members Mstep: Class 2 contains 22720 members Entering Unmasked Estep Score: -1956496.625000 Penalty: 964.912720 Iteration 14Q: 3 clusters Score -1956497 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17237 members Mstep: Class 2 contains 23036 members Entering Unmasked Estep Score: -1956598.750000 Penalty: 964.912720 Iteration 15Q: 3 clusters Score -1956599 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16894 members Mstep: Class 2 contains 23379 members Entering Unmasked Estep Score: -1956746.250000 Penalty: 964.912720 Iteration 16Q: 3 clusters Score -1956746 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -1956874.500000 Penalty: 964.912720 Iteration 17Q: 3 clusters Score -1956874 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16170 members Mstep: Class 2 contains 24103 members Entering Unmasked Estep Score: -1957028.500000 Penalty: 964.912720 Iteration 18Q: 3 clusters Score -1957028 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 24511 members Entering Unmasked Estep Score: -1957183.625000 Penalty: 964.912720 Iteration 19Q: 3 clusters Score -1957184 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15306 members Mstep: Class 2 contains 24967 members Entering Unmasked Estep Score: -1957381.625000 Penalty: 964.912720 Iteration 20F: 3 clusters Score -1957382 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 25470 members Entering Unmasked Estep Score: -1957608.125000 Penalty: 964.912720 Iteration 21Q: 3 clusters Score -1957608 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 25957 members Entering Unmasked Estep Score: -1957832.125000 Penalty: 964.912720 Iteration 22Q: 3 clusters Score -1957832 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13811 members Mstep: Class 2 contains 26462 members Entering Unmasked Estep Score: -1958059.625000 Penalty: 964.912720 Iteration 23Q: 3 clusters Score -1958060 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 26953 members Entering Unmasked Estep Score: -1958236.375000 Penalty: 964.912720 Iteration 24Q: 3 clusters Score -1958236 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 27400 members Entering Unmasked Estep Score: -1958406.000000 Penalty: 964.912720 Iteration 25Q: 3 clusters Score -1958406 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 27821 members Entering Unmasked Estep Score: -1958547.125000 Penalty: 964.912720 Iteration 26Q: 3 clusters Score -1958547 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 28227 members Entering Unmasked Estep Score: -1958668.000000 Penalty: 964.912720 Iteration 27Q: 3 clusters Score -1958668 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 28628 members Entering Unmasked Estep Score: -1958781.000000 Penalty: 964.912720 Iteration 28Q: 3 clusters Score -1958781 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 29031 members Entering Unmasked Estep Score: -1958891.000000 Penalty: 964.912720 Iteration 29Q: 3 clusters Score -1958891 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 29404 members Entering Unmasked Estep Score: -1958975.875000 Penalty: 964.912720 Iteration 30Q: 3 clusters Score -1958976 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 29830 members Entering Unmasked Estep Score: -1959084.875000 Penalty: 964.912720 Iteration 31Q: 3 clusters Score -1959085 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 30258 members Entering Unmasked Estep Score: -1959194.500000 Penalty: 964.912720 Iteration 32Q: 3 clusters Score -1959194 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 30678 members Entering Unmasked Estep Score: -1959297.500000 Penalty: 964.912720 Iteration 33Q: 3 clusters Score -1959298 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 31088 members Entering Unmasked Estep Score: -1959402.625000 Penalty: 964.912720 Iteration 34Q: 3 clusters Score -1959403 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 31492 members Entering Unmasked Estep Score: -1959507.750000 Penalty: 964.912720 Iteration 35Q: 3 clusters Score -1959508 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 31889 members Entering Unmasked Estep Score: -1959584.375000 Penalty: 964.912720 Iteration 36Q: 3 clusters Score -1959584 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 32277 members Entering Unmasked Estep Score: -1959690.375000 Penalty: 964.912720 Iteration 37Q: 3 clusters Score -1959690 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 32700 members Entering Unmasked Estep Score: -1959790.000000 Penalty: 964.912720 Iteration 38Q: 3 clusters Score -1959790 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 33112 members Entering Unmasked Estep Score: -1959890.750000 Penalty: 964.912720 Iteration 39Q: 3 clusters Score -1959891 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 33534 members Entering Unmasked Estep Score: -1960016.125000 Penalty: 964.912720 Iteration 40F: 3 clusters Score -1960016 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 33968 members Entering Unmasked Estep Score: -1960151.875000 Penalty: 964.912720 Iteration 41Q: 3 clusters Score -1960152 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 34442 members Entering Unmasked Estep Score: -1960302.125000 Penalty: 964.912720 Iteration 42Q: 3 clusters Score -1960302 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 34919 members Entering Unmasked Estep Score: -1960477.875000 Penalty: 964.912720 Iteration 43Q: 3 clusters Score -1960478 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 35381 members Entering Unmasked Estep Score: -1960644.000000 Penalty: 964.912720 Iteration 44Q: 3 clusters Score -1960644 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 35819 members Entering Unmasked Estep Score: -1960795.625000 Penalty: 964.912720 Iteration 45Q: 3 clusters Score -1960796 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 36196 members Entering Unmasked Estep Score: -1960909.250000 Penalty: 964.912720 Iteration 46Q: 3 clusters Score -1960909 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 36543 members Entering Unmasked Estep Score: -1961006.750000 Penalty: 964.912720 Iteration 47Q: 3 clusters Score -1961007 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 36854 members Entering Unmasked Estep Score: -1961115.625000 Penalty: 964.912720 Iteration 48Q: 3 clusters Score -1961116 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 37178 members Entering Unmasked Estep Score: -1961233.625000 Penalty: 964.912720 Iteration 49Q: 3 clusters Score -1961234 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 37496 members Entering Unmasked Estep Score: -1961353.875000 Penalty: 964.912720 Iteration 50Q: 3 clusters Score -1961354 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 37805 members Entering Unmasked Estep Score: -1961494.625000 Penalty: 964.912720 Iteration 51Q: 3 clusters Score -1961495 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 38094 members Entering Unmasked Estep Score: -1961604.625000 Penalty: 964.912720 Iteration 52Q: 3 clusters Score -1961605 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 38333 members Entering Unmasked Estep Score: -1961688.125000 Penalty: 964.912720 Iteration 53Q: 3 clusters Score -1961688 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 38568 members Entering Unmasked Estep Score: -1961776.875000 Penalty: 964.912720 Iteration 54Q: 3 clusters Score -1961777 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 38770 members Entering Unmasked Estep Score: -1961862.125000 Penalty: 964.912720 Iteration 55Q: 3 clusters Score -1961862 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 38971 members Entering Unmasked Estep Score: -1961959.000000 Penalty: 964.912720 Iteration 56Q: 3 clusters Score -1961959 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 39148 members Entering Unmasked Estep Score: -1962035.375000 Penalty: 964.912720 Iteration 57Q: 3 clusters Score -1962035 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 39295 members Entering Unmasked Estep Score: -1962096.375000 Penalty: 964.912720 Iteration 58Q: 3 clusters Score -1962096 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 39408 members Entering Unmasked Estep Score: -1962145.125000 Penalty: 964.912720 Iteration 59Q: 3 clusters Score -1962145 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 39500 members Entering Unmasked Estep Score: -1962193.125000 Penalty: 964.912720 Iteration 60F: 3 clusters Score -1962193 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 39584 members Entering Unmasked Estep Score: -1962223.375000 Penalty: 964.912720 Iteration 61Q: 3 clusters Score -1962223 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 39647 members Entering Unmasked Estep Score: -1962238.625000 Penalty: 964.912720 Iteration 62Q: 3 clusters Score -1962239 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 39689 members Entering Unmasked Estep Score: -1962254.000000 Penalty: 964.912720 Iteration 63Q: 3 clusters Score -1962254 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 39724 members Entering Unmasked Estep Score: -1962261.125000 Penalty: 964.912720 Iteration 64Q: 3 clusters Score -1962261 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 39756 members Entering Unmasked Estep Score: -1962273.375000 Penalty: 964.912720 Iteration 65Q: 3 clusters Score -1962273 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 39782 members Entering Unmasked Estep Score: -1962279.125000 Penalty: 964.912720 Iteration 66Q: 3 clusters Score -1962279 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 39800 members Entering Unmasked Estep Score: -1962290.000000 Penalty: 964.912720 Iteration 67Q: 3 clusters Score -1962290 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 39827 members Entering Unmasked Estep Score: -1962300.000000 Penalty: 964.912720 Iteration 68Q: 3 clusters Score -1962300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 39840 members Entering Unmasked Estep Score: -1962308.125000 Penalty: 964.912720 Iteration 69Q: 3 clusters Score -1962308 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 39853 members Entering Unmasked Estep Score: -1962316.500000 Penalty: 964.912720 Iteration 70Q: 3 clusters Score -1962316 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 39860 members Entering Unmasked Estep Score: -1962321.000000 Penalty: 964.912720 Iteration 71Q: 3 clusters Score -1962321 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 39874 members Entering Unmasked Estep Score: -1962324.000000 Penalty: 964.912720 Iteration 72Q: 3 clusters Score -1962324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 39881 members Entering Unmasked Estep Score: -1962326.625000 Penalty: 964.912720 Iteration 73Q: 3 clusters Score -1962327 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 39886 members Entering Unmasked Estep Score: -1962324.375000 Penalty: 964.912720 Iteration 74Q: 3 clusters Score -1962324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 39889 members Entering Unmasked Estep Score: -1962327.500000 Penalty: 964.912720 Iteration 75Q: 3 clusters Score -1962328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 39893 members Entering Unmasked Estep Score: -1962328.250000 Penalty: 964.912720 Iteration 76Q: 3 clusters Score -1962328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 39894 members Entering Unmasked Estep Score: -1962327.250000 Penalty: 964.912720 Iteration 77Q: 3 clusters Score -1962327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 39895 members Entering Unmasked Estep Score: -1962328.125000 Penalty: 964.912720 Iteration 78Q: 3 clusters Score -1962328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 39895 members Entering Unmasked Estep Score: -1962328.125000 Penalty: 964.912720 Iteration 79F: 3 clusters Score -1962328 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -7053.288086 Penalty: 236.782303 Iteration 0F: 2 clusters Score -7053.288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -6812.861816 Penalty: 473.564606 Iteration 0F: 3 clusters Score -6812.862 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6885.833984 Penalty: 473.564606 Iteration 1F: 3 clusters Score -6885.834 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6909.499512 Penalty: 473.564606 Iteration 2F: 3 clusters Score -6909.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6919.724121 Penalty: 473.564606 Iteration 3Q: 3 clusters Score -6919.724 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6926.596680 Penalty: 473.564606 Iteration 4Q: 3 clusters Score -6926.597 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6930.920410 Penalty: 473.564606 Iteration 5Q: 3 clusters Score -6930.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6937.916504 Penalty: 473.564606 Iteration 6Q: 3 clusters Score -6937.917 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6945.235840 Penalty: 473.564606 Iteration 7Q: 3 clusters Score -6945.236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6949.224121 Penalty: 473.564606 Iteration 8Q: 3 clusters Score -6949.224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6949.607910 Penalty: 473.564606 Iteration 9Q: 3 clusters Score -6949.608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6949.607910 Penalty: 473.564606 Iteration 10F: 3 clusters Score -6949.608 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -11736.387695 Penalty: 258.602875 Iteration 0F: 2 clusters Score -11736.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11378.979492 Penalty: 517.205750 Iteration 0F: 3 clusters Score -11378.98 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11471.917969 Penalty: 517.205750 Iteration 1F: 3 clusters Score -11471.92 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -11531.272461 Penalty: 517.205750 Iteration 2F: 3 clusters Score -11531.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -11558.733398 Penalty: 517.205750 Iteration 3F: 3 clusters Score -11558.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -11598.377930 Penalty: 517.205750 Iteration 4Q: 3 clusters Score -11598.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -11637.511719 Penalty: 517.205750 Iteration 5Q: 3 clusters Score -11637.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11648.137695 Penalty: 517.205750 Iteration 6Q: 3 clusters Score -11648.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -11651.415039 Penalty: 517.205750 Iteration 7Q: 3 clusters Score -11651.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -11654.029297 Penalty: 517.205750 Iteration 8Q: 3 clusters Score -11654.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -11654.818359 Penalty: 517.205750 Iteration 9Q: 3 clusters Score -11654.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11655.687500 Penalty: 517.205750 Iteration 10Q: 3 clusters Score -11655.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11655.687500 Penalty: 517.205750 Iteration 11F: 3 clusters Score -11655.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -8692.292969 Penalty: 244.785324 Iteration 0F: 2 clusters Score -8692.293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8419.390625 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8419.391 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8481.080078 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8481.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8516.385742 Penalty: 489.570648 Iteration 2F: 3 clusters Score -8516.386 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8546.164062 Penalty: 489.570648 Iteration 3F: 3 clusters Score -8546.164 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8566.527344 Penalty: 489.570648 Iteration 4F: 3 clusters Score -8566.527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8582.000977 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -8582.001 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8588.763672 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -8588.764 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8589.288086 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -8589.288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8589.288086 Penalty: 489.570648 Iteration 8F: 3 clusters Score -8589.288 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -10421.260742 Penalty: 254.559357 Iteration 0F: 2 clusters Score -10421.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -10116.663086 Penalty: 509.118713 Iteration 0F: 3 clusters Score -10116.66 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -10211.708984 Penalty: 509.118713 Iteration 1F: 3 clusters Score -10211.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10241.167969 Penalty: 509.118713 Iteration 2F: 3 clusters Score -10241.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10252.763672 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -10252.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -10262.390625 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -10262.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -10264.696289 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -10264.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -10265.476562 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -10265.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -10267.780273 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -10267.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -10271.086914 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -10271.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -10274.155273 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -10274.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -10276.560547 Penalty: 509.118713 Iteration 10Q: 3 clusters Score -10276.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -10276.964844 Penalty: 509.118713 Iteration 11Q: 3 clusters Score -10276.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -10281.559570 Penalty: 509.118713 Iteration 12Q: 3 clusters Score -10281.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -10282.024414 Penalty: 509.118713 Iteration 13Q: 3 clusters Score -10282.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -10282.024414 Penalty: 509.118713 Iteration 14F: 3 clusters Score -10282.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Entering Unmasked Estep Score: -382891.500000 Penalty: 404.950165 Iteration 0F: 2 clusters Score -382891.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -377990.843750 Penalty: 809.900330 Iteration 0F: 3 clusters Score -377990.8 nChanged 3343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -380138.906250 Penalty: 809.900330 Iteration 1F: 3 clusters Score -380138.9 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -380486.000000 Penalty: 809.900330 Iteration 2F: 3 clusters Score -380486 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -380864.875000 Penalty: 809.900330 Iteration 3F: 3 clusters Score -380864.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -381226.031250 Penalty: 809.900330 Iteration 4F: 3 clusters Score -381226 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -381485.812500 Penalty: 809.900330 Iteration 5F: 3 clusters Score -381485.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -381690.406250 Penalty: 809.900330 Iteration 6Q: 3 clusters Score -381690.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -381826.937500 Penalty: 809.900330 Iteration 7Q: 3 clusters Score -381826.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -381894.906250 Penalty: 809.900330 Iteration 8Q: 3 clusters Score -381894.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -381941.875000 Penalty: 809.900330 Iteration 9Q: 3 clusters Score -381941.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -381974.062500 Penalty: 809.900330 Iteration 10Q: 3 clusters Score -381974.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -382002.718750 Penalty: 809.900330 Iteration 11Q: 3 clusters Score -382002.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -382032.937500 Penalty: 809.900330 Iteration 12Q: 3 clusters Score -382032.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -382059.937500 Penalty: 809.900330 Iteration 13Q: 3 clusters Score -382059.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -382083.343750 Penalty: 809.900330 Iteration 14Q: 3 clusters Score -382083.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -382116.968750 Penalty: 809.900330 Iteration 15Q: 3 clusters Score -382117 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -382150.562500 Penalty: 809.900330 Iteration 16Q: 3 clusters Score -382150.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -382181.281250 Penalty: 809.900330 Iteration 17Q: 3 clusters Score -382181.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -382203.406250 Penalty: 809.900330 Iteration 18Q: 3 clusters Score -382203.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -382230.031250 Penalty: 809.900330 Iteration 19Q: 3 clusters Score -382230 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -382252.156250 Penalty: 809.900330 Iteration 20F: 3 clusters Score -382252.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -382272.250000 Penalty: 809.900330 Iteration 21Q: 3 clusters Score -382272.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -382289.812500 Penalty: 809.900330 Iteration 22Q: 3 clusters Score -382289.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -382318.093750 Penalty: 809.900330 Iteration 23Q: 3 clusters Score -382318.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -382347.562500 Penalty: 809.900330 Iteration 24Q: 3 clusters Score -382347.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -382376.968750 Penalty: 809.900330 Iteration 25Q: 3 clusters Score -382377 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -382412.125000 Penalty: 809.900330 Iteration 26Q: 3 clusters Score -382412.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -382450.406250 Penalty: 809.900330 Iteration 27Q: 3 clusters Score -382450.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -382492.031250 Penalty: 809.900330 Iteration 28Q: 3 clusters Score -382492 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -382538.718750 Penalty: 809.900330 Iteration 29Q: 3 clusters Score -382538.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -382593.750000 Penalty: 809.900330 Iteration 30Q: 3 clusters Score -382593.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -382663.218750 Penalty: 809.900330 Iteration 31Q: 3 clusters Score -382663.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -382714.218750 Penalty: 809.900330 Iteration 32Q: 3 clusters Score -382714.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -382738.343750 Penalty: 809.900330 Iteration 33Q: 3 clusters Score -382738.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -382758.625000 Penalty: 809.900330 Iteration 34Q: 3 clusters Score -382758.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -382770.250000 Penalty: 809.900330 Iteration 35Q: 3 clusters Score -382770.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -382776.625000 Penalty: 809.900330 Iteration 36Q: 3 clusters Score -382776.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -382778.687500 Penalty: 809.900330 Iteration 37Q: 3 clusters Score -382778.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -382781.250000 Penalty: 809.900330 Iteration 38Q: 3 clusters Score -382781.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -382783.343750 Penalty: 809.900330 Iteration 39Q: 3 clusters Score -382783.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -382787.875000 Penalty: 809.900330 Iteration 40F: 3 clusters Score -382787.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -382788.437500 Penalty: 809.900330 Iteration 41Q: 3 clusters Score -382788.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -382789.375000 Penalty: 809.900330 Iteration 42Q: 3 clusters Score -382789.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -382789.937500 Penalty: 809.900330 Iteration 43Q: 3 clusters Score -382789.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -382790.437500 Penalty: 809.900330 Iteration 44Q: 3 clusters Score -382790.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -382790.937500 Penalty: 809.900330 Iteration 45Q: 3 clusters Score -382790.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -382791.562500 Penalty: 809.900330 Iteration 46Q: 3 clusters Score -382791.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -382791.812500 Penalty: 809.900330 Iteration 47Q: 3 clusters Score -382791.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -382791.156250 Penalty: 809.900330 Iteration 48Q: 3 clusters Score -382791.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -382790.531250 Penalty: 809.900330 Iteration 49Q: 3 clusters Score -382790.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -382790.781250 Penalty: 809.900330 Iteration 50Q: 3 clusters Score -382790.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -382790.781250 Penalty: 809.900330 Iteration 51F: 3 clusters Score -382790.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2738.524414 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2738.524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2587.200439 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2587.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2600.926514 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2600.927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2605.171631 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2605.172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2610.610352 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2610.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2610.610352 Penalty: 379.869263 Iteration 4F: 3 clusters Score -2610.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -28404.548828 Penalty: 289.517761 Iteration 0F: 2 clusters Score -28404.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -27866.513672 Penalty: 579.035522 Iteration 0F: 3 clusters Score -27866.51 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27991.121094 Penalty: 579.035522 Iteration 1F: 3 clusters Score -27991.12 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -28015.449219 Penalty: 579.035522 Iteration 2F: 3 clusters Score -28015.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -28029.203125 Penalty: 579.035522 Iteration 3Q: 3 clusters Score -28029.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -28038.623047 Penalty: 579.035522 Iteration 4Q: 3 clusters Score -28038.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -28044.300781 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -28044.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -28047.728516 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -28047.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -28049.230469 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -28049.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -28052.240234 Penalty: 579.035522 Iteration 8Q: 3 clusters Score -28052.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -28053.687500 Penalty: 579.035522 Iteration 9Q: 3 clusters Score -28053.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -28054.826172 Penalty: 579.035522 Iteration 10Q: 3 clusters Score -28054.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -28057.787109 Penalty: 579.035522 Iteration 11Q: 3 clusters Score -28057.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -28059.582031 Penalty: 579.035522 Iteration 12Q: 3 clusters Score -28059.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -28060.337891 Penalty: 579.035522 Iteration 13Q: 3 clusters Score -28060.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -28061.324219 Penalty: 579.035522 Iteration 14Q: 3 clusters Score -28061.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -28061.642578 Penalty: 579.035522 Iteration 15Q: 3 clusters Score -28061.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28062.203125 Penalty: 579.035522 Iteration 16Q: 3 clusters Score -28062.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -28062.556641 Penalty: 579.035522 Iteration 17Q: 3 clusters Score -28062.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -28062.994141 Penalty: 579.035522 Iteration 18Q: 3 clusters Score -28062.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -28062.994141 Penalty: 579.035522 Iteration 19F: 3 clusters Score -28062.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -37132.148438 Penalty: 302.292419 Iteration 0F: 2 clusters Score -37132.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -36473.832031 Penalty: 604.584839 Iteration 0F: 3 clusters Score -36473.83 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -36661.445312 Penalty: 604.584839 Iteration 1F: 3 clusters Score -36661.45 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -36691.472656 Penalty: 604.584839 Iteration 2F: 3 clusters Score -36691.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -36714.023438 Penalty: 604.584839 Iteration 3Q: 3 clusters Score -36714.02 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -36737.625000 Penalty: 604.584839 Iteration 4Q: 3 clusters Score -36737.62 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36761.929688 Penalty: 604.584839 Iteration 5Q: 3 clusters Score -36761.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36780.472656 Penalty: 604.584839 Iteration 6Q: 3 clusters Score -36780.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -36796.964844 Penalty: 604.584839 Iteration 7Q: 3 clusters Score -36796.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -36801.906250 Penalty: 604.584839 Iteration 8Q: 3 clusters Score -36801.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -36814.160156 Penalty: 604.584839 Iteration 9Q: 3 clusters Score -36814.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -36828.300781 Penalty: 604.584839 Iteration 10Q: 3 clusters Score -36828.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -36838.207031 Penalty: 604.584839 Iteration 11Q: 3 clusters Score -36838.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -36848.171875 Penalty: 604.584839 Iteration 12Q: 3 clusters Score -36848.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -36852.601562 Penalty: 604.584839 Iteration 13Q: 3 clusters Score -36852.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -36854.503906 Penalty: 604.584839 Iteration 14Q: 3 clusters Score -36854.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -36864.714844 Penalty: 604.584839 Iteration 15Q: 3 clusters Score -36864.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -36886.144531 Penalty: 604.584839 Iteration 16Q: 3 clusters Score -36886.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -36906.882812 Penalty: 604.584839 Iteration 17Q: 3 clusters Score -36906.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -36920.218750 Penalty: 604.584839 Iteration 18Q: 3 clusters Score -36920.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -36932.484375 Penalty: 604.584839 Iteration 19Q: 3 clusters Score -36932.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -36966.148438 Penalty: 604.584839 Iteration 20F: 3 clusters Score -36966.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -36983.679688 Penalty: 604.584839 Iteration 21Q: 3 clusters Score -36983.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -37000.894531 Penalty: 604.584839 Iteration 22Q: 3 clusters Score -37000.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -37013.617188 Penalty: 604.584839 Iteration 23Q: 3 clusters Score -37013.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -37027.031250 Penalty: 604.584839 Iteration 24Q: 3 clusters Score -37027.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -37037.988281 Penalty: 604.584839 Iteration 25Q: 3 clusters Score -37037.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -37044.835938 Penalty: 604.584839 Iteration 26Q: 3 clusters Score -37044.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -37050.578125 Penalty: 604.584839 Iteration 27Q: 3 clusters Score -37050.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -37051.832031 Penalty: 604.584839 Iteration 28Q: 3 clusters Score -37051.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -37055.773438 Penalty: 604.584839 Iteration 29F: 3 clusters Score -37055.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -37065.332031 Penalty: 604.584839 Iteration 30Q: 3 clusters Score -37065.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -37069.937500 Penalty: 604.584839 Iteration 31Q: 3 clusters Score -37069.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -37071.035156 Penalty: 604.584839 Iteration 32Q: 3 clusters Score -37071.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -37071.746094 Penalty: 604.584839 Iteration 33Q: 3 clusters Score -37071.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -37073.042969 Penalty: 604.584839 Iteration 34Q: 3 clusters Score -37073.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -37073.742188 Penalty: 604.584839 Iteration 35Q: 3 clusters Score -37073.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -37074.980469 Penalty: 604.584839 Iteration 36Q: 3 clusters Score -37074.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -37077.968750 Penalty: 604.584839 Iteration 37Q: 3 clusters Score -37077.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -37081.199219 Penalty: 604.584839 Iteration 38Q: 3 clusters Score -37081.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -37081.929688 Penalty: 604.584839 Iteration 39Q: 3 clusters Score -37081.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -37081.929688 Penalty: 604.584839 Iteration 40F: 3 clusters Score -37081.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5280.449219 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5280.449 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5069.062012 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5069.062 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -5115.852539 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5115.853 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -5138.355957 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5138.356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -5145.544434 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -5145.544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5152.242676 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -5152.243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5152.242676 Penalty: 453.508209 Iteration 5F: 3 clusters Score -5152.243 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4757.990234 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4757.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4552.828125 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4552.828 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4581.416504 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4581.417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4589.203613 Penalty: 429.383392 Iteration 2Q: 3 clusters Score -4589.204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4591.409668 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4591.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4591.409668 Penalty: 429.383392 Iteration 4F: 3 clusters Score -4591.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -37718.683594 Penalty: 308.018707 Iteration 0F: 2 clusters Score -37718.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -36971.550781 Penalty: 616.037415 Iteration 0F: 3 clusters Score -36971.55 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -37182.707031 Penalty: 616.037415 Iteration 1F: 3 clusters Score -37182.71 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -37240.839844 Penalty: 616.037415 Iteration 2F: 3 clusters Score -37240.84 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -37282.324219 Penalty: 616.037415 Iteration 3F: 3 clusters Score -37282.32 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -37323.687500 Penalty: 616.037415 Iteration 4F: 3 clusters Score -37323.69 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -37347.914062 Penalty: 616.037415 Iteration 5Q: 3 clusters Score -37347.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -37363.238281 Penalty: 616.037415 Iteration 6Q: 3 clusters Score -37363.24 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -37375.113281 Penalty: 616.037415 Iteration 7Q: 3 clusters Score -37375.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -37390.460938 Penalty: 616.037415 Iteration 8Q: 3 clusters Score -37390.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -37407.042969 Penalty: 616.037415 Iteration 9Q: 3 clusters Score -37407.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -37420.496094 Penalty: 616.037415 Iteration 10Q: 3 clusters Score -37420.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -37425.730469 Penalty: 616.037415 Iteration 11Q: 3 clusters Score -37425.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -37428.660156 Penalty: 616.037415 Iteration 12Q: 3 clusters Score -37428.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -37434.093750 Penalty: 616.037415 Iteration 13Q: 3 clusters Score -37434.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -37438.742188 Penalty: 616.037415 Iteration 14Q: 3 clusters Score -37438.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -37447.722656 Penalty: 616.037415 Iteration 15Q: 3 clusters Score -37447.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -37462.644531 Penalty: 616.037415 Iteration 16Q: 3 clusters Score -37462.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -37473.152344 Penalty: 616.037415 Iteration 17Q: 3 clusters Score -37473.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -37490.613281 Penalty: 616.037415 Iteration 18Q: 3 clusters Score -37490.61 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -37507.007812 Penalty: 616.037415 Iteration 19Q: 3 clusters Score -37507.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -37515.851562 Penalty: 616.037415 Iteration 20F: 3 clusters Score -37515.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -37521.671875 Penalty: 616.037415 Iteration 21Q: 3 clusters Score -37521.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -37533.632812 Penalty: 616.037415 Iteration 22Q: 3 clusters Score -37533.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -37544.769531 Penalty: 616.037415 Iteration 23Q: 3 clusters Score -37544.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -37550.578125 Penalty: 616.037415 Iteration 24Q: 3 clusters Score -37550.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -37555.367188 Penalty: 616.037415 Iteration 25Q: 3 clusters Score -37555.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -37558.421875 Penalty: 616.037415 Iteration 26Q: 3 clusters Score -37558.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -37560.867188 Penalty: 616.037415 Iteration 27Q: 3 clusters Score -37560.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -37564.183594 Penalty: 616.037415 Iteration 28Q: 3 clusters Score -37564.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -37565.800781 Penalty: 616.037415 Iteration 29Q: 3 clusters Score -37565.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -37566.808594 Penalty: 616.037415 Iteration 30Q: 3 clusters Score -37566.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -37568.468750 Penalty: 616.037415 Iteration 31Q: 3 clusters Score -37568.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -37568.468750 Penalty: 616.037415 Iteration 32F: 3 clusters Score -37568.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Entering Unmasked Estep Score: -8135.846191 Penalty: 244.994537 Iteration 0F: 2 clusters Score -8135.846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7885.275391 Penalty: 489.989075 Iteration 0F: 3 clusters Score -7885.275 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7990.405273 Penalty: 489.989075 Iteration 1F: 3 clusters Score -7990.405 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8030.491211 Penalty: 489.989075 Iteration 2F: 3 clusters Score -8030.491 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8052.074219 Penalty: 489.989075 Iteration 3F: 3 clusters Score -8052.074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8054.585449 Penalty: 489.989075 Iteration 4Q: 3 clusters Score -8054.585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -8055.376953 Penalty: 489.989075 Iteration 5Q: 3 clusters Score -8055.377 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -8058.514160 Penalty: 489.989075 Iteration 6Q: 3 clusters Score -8058.514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -8060.687988 Penalty: 489.989075 Iteration 7Q: 3 clusters Score -8060.688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -8061.882812 Penalty: 489.989075 Iteration 8Q: 3 clusters Score -8061.883 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8063.170410 Penalty: 489.989075 Iteration 9Q: 3 clusters Score -8063.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -8064.669922 Penalty: 489.989075 Iteration 10Q: 3 clusters Score -8064.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -8067.106445 Penalty: 489.989075 Iteration 11Q: 3 clusters Score -8067.106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -8067.106445 Penalty: 489.989075 Iteration 12F: 3 clusters Score -8067.106 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Entering Unmasked Estep Score: -79991.695312 Penalty: 339.426117 Iteration 0F: 2 clusters Score -79991.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -78721.914062 Penalty: 678.852234 Iteration 0F: 3 clusters Score -78721.91 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -79158.929688 Penalty: 678.852234 Iteration 1F: 3 clusters Score -79158.93 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -79278.500000 Penalty: 678.852234 Iteration 2F: 3 clusters Score -79278.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -79391.867188 Penalty: 678.852234 Iteration 3F: 3 clusters Score -79391.87 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -79498.125000 Penalty: 678.852234 Iteration 4F: 3 clusters Score -79498.12 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -79559.960938 Penalty: 678.852234 Iteration 5F: 3 clusters Score -79559.96 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -79588.507812 Penalty: 678.852234 Iteration 6Q: 3 clusters Score -79588.51 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -79603.804688 Penalty: 678.852234 Iteration 7Q: 3 clusters Score -79603.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -79611.296875 Penalty: 678.852234 Iteration 8Q: 3 clusters Score -79611.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -79616.148438 Penalty: 678.852234 Iteration 9Q: 3 clusters Score -79616.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -79619.179688 Penalty: 678.852234 Iteration 10Q: 3 clusters Score -79619.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -79621.828125 Penalty: 678.852234 Iteration 11Q: 3 clusters Score -79621.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -79623.929688 Penalty: 678.852234 Iteration 12Q: 3 clusters Score -79623.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -79625.132812 Penalty: 678.852234 Iteration 13Q: 3 clusters Score -79625.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -79626.679688 Penalty: 678.852234 Iteration 14Q: 3 clusters Score -79626.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -79627.148438 Penalty: 678.852234 Iteration 15Q: 3 clusters Score -79627.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -79627.445312 Penalty: 678.852234 Iteration 16Q: 3 clusters Score -79627.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -79627.960938 Penalty: 678.852234 Iteration 17Q: 3 clusters Score -79627.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -79628.539062 Penalty: 678.852234 Iteration 18Q: 3 clusters Score -79628.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -79628.656250 Penalty: 678.852234 Iteration 19Q: 3 clusters Score -79628.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -79629.546875 Penalty: 678.852234 Iteration 20F: 3 clusters Score -79629.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -79629.734375 Penalty: 678.852234 Iteration 21Q: 3 clusters Score -79629.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -79629.859375 Penalty: 678.852234 Iteration 22Q: 3 clusters Score -79629.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -79630.015625 Penalty: 678.852234 Iteration 23Q: 3 clusters Score -79630.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -79630.359375 Penalty: 678.852234 Iteration 24Q: 3 clusters Score -79630.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -79630.359375 Penalty: 678.852234 Iteration 25F: 3 clusters Score -79630.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -13785.975586 Penalty: 267.817749 Iteration 0F: 2 clusters Score -13785.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13378.590820 Penalty: 535.635498 Iteration 0F: 3 clusters Score -13378.59 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13499.760742 Penalty: 535.635498 Iteration 1F: 3 clusters Score -13499.76 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -13528.822266 Penalty: 535.635498 Iteration 2F: 3 clusters Score -13528.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -13541.351562 Penalty: 535.635498 Iteration 3Q: 3 clusters Score -13541.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -13554.347656 Penalty: 535.635498 Iteration 4Q: 3 clusters Score -13554.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13564.083008 Penalty: 535.635498 Iteration 5Q: 3 clusters Score -13564.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13588.565430 Penalty: 535.635498 Iteration 6Q: 3 clusters Score -13588.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -13625.117188 Penalty: 535.635498 Iteration 7Q: 3 clusters Score -13625.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -13643.465820 Penalty: 535.635498 Iteration 8Q: 3 clusters Score -13643.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -13653.504883 Penalty: 535.635498 Iteration 9Q: 3 clusters Score -13653.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -13665.747070 Penalty: 535.635498 Iteration 10Q: 3 clusters Score -13665.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13678.443359 Penalty: 535.635498 Iteration 11Q: 3 clusters Score -13678.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13686.992188 Penalty: 535.635498 Iteration 12Q: 3 clusters Score -13686.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13698.766602 Penalty: 535.635498 Iteration 13Q: 3 clusters Score -13698.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13710.422852 Penalty: 535.635498 Iteration 14Q: 3 clusters Score -13710.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -13724.796875 Penalty: 535.635498 Iteration 15Q: 3 clusters Score -13724.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13738.385742 Penalty: 535.635498 Iteration 16Q: 3 clusters Score -13738.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13756.848633 Penalty: 535.635498 Iteration 17Q: 3 clusters Score -13756.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13794.605469 Penalty: 535.635498 Iteration 18Q: 3 clusters Score -13794.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -13841.435547 Penalty: 535.635498 Iteration 19Q: 3 clusters Score -13841.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13891.299805 Penalty: 535.635498 Iteration 20F: 3 clusters Score -13891.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13965.029297 Penalty: 535.635498 Iteration 21Q: 3 clusters Score -13965.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14005.667969 Penalty: 535.635498 Iteration 22Q: 3 clusters Score -14005.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14021.950195 Penalty: 535.635498 Iteration 23Q: 3 clusters Score -14021.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14021.950195 Penalty: 535.635498 Iteration 24F: 3 clusters Score -14021.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 186 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 334 members Mstep: Class 24 contains 174 members Entering Unmasked Estep Score: -2646417.000000 Penalty: 11942.399414 Splitting cluster 16 changes total score from -2646410.000000 to -2646417.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (68 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Entering Unmasked Estep Score: -2365.562500 Penalty: 191.987595 Iteration 0F: 2 clusters Score -2365.562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2208.120850 Penalty: 383.975189 Iteration 0F: 3 clusters Score -2208.121 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2236.096924 Penalty: 383.975189 Iteration 1F: 3 clusters Score -2236.097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2245.729248 Penalty: 383.975189 Iteration 2Q: 3 clusters Score -2245.729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2245.729248 Penalty: 383.975189 Iteration 3F: 3 clusters Score -2245.729 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -9990.852539 Penalty: 260.423126 Iteration 0F: 2 clusters Score -9990.853 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9696.500977 Penalty: 520.846252 Iteration 0F: 3 clusters Score -9696.501 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9839.841797 Penalty: 520.846252 Iteration 1F: 3 clusters Score -9839.842 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9893.276367 Penalty: 520.846252 Iteration 2F: 3 clusters Score -9893.276 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9912.930664 Penalty: 520.846252 Iteration 3Q: 3 clusters Score -9912.931 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -9922.015625 Penalty: 520.846252 Iteration 4Q: 3 clusters Score -9922.016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9926.134766 Penalty: 520.846252 Iteration 5Q: 3 clusters Score -9926.135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -9927.955078 Penalty: 520.846252 Iteration 6Q: 3 clusters Score -9927.955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9935.173828 Penalty: 520.846252 Iteration 7Q: 3 clusters Score -9935.174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9935.173828 Penalty: 520.846252 Iteration 8F: 3 clusters Score -9935.174 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2456.417480 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2456.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2337.986572 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2337.987 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2385.407471 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2385.407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2395.801025 Penalty: 375.569214 Iteration 2Q: 3 clusters Score -2395.801 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2395.801025 Penalty: 375.569214 Iteration 3F: 3 clusters Score -2395.801 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -4452.439941 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4452.44 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 54 members Entering Unmasked Estep Score: -4232.886719 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4232.887 nChanged 22 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: -4278.031738 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4278.032 nChanged 9 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: -4303.703613 Penalty: 430.994049 Iteration 2F: 3 clusters Score -4303.704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4322.120605 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4322.121 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -4384.750000 Penalty: 430.994049 Iteration 4F: 3 clusters Score -4384.75 nChanged 3 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: -4390.594238 Penalty: 430.994049 Iteration 5Q: 3 clusters Score -4390.594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -4394.879883 Penalty: 430.994049 Iteration 6Q: 3 clusters Score -4394.88 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: -4398.952148 Penalty: 430.994049 Iteration 7Q: 3 clusters Score -4398.952 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: -4398.952148 Penalty: 430.994049 Iteration 8F: 3 clusters Score -4398.952 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -8567.534180 Penalty: 241.750885 Iteration 0F: 2 clusters Score -8567.534 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 102 members Entering Unmasked Estep Score: -8282.000000 Penalty: 483.501770 Iteration 0F: 3 clusters Score -8282 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8333.039062 Penalty: 483.501770 Iteration 1F: 3 clusters Score -8333.039 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8345.197266 Penalty: 483.501770 Iteration 2F: 3 clusters Score -8345.197 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8351.333984 Penalty: 483.501770 Iteration 3Q: 3 clusters Score -8351.334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8356.952148 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -8356.952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8359.098633 Penalty: 483.501770 Iteration 5Q: 3 clusters Score -8359.099 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8359.539062 Penalty: 483.501770 Iteration 6Q: 3 clusters Score -8359.539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8359.539062 Penalty: 483.501770 Iteration 7F: 3 clusters Score -8359.539 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -7652.846191 Penalty: 244.364029 Iteration 0F: 2 clusters Score -7652.846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7361.721191 Penalty: 488.728058 Iteration 0F: 3 clusters Score -7361.721 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7442.865234 Penalty: 488.728058 Iteration 1F: 3 clusters Score -7442.865 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -7488.141113 Penalty: 488.728058 Iteration 2F: 3 clusters Score -7488.141 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -7531.662109 Penalty: 488.728058 Iteration 3F: 3 clusters Score -7531.662 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7623.951172 Penalty: 488.728058 Iteration 4F: 3 clusters Score -7623.951 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7669.201660 Penalty: 488.728058 Iteration 5F: 3 clusters Score -7669.202 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -7720.335938 Penalty: 488.728058 Iteration 6Q: 3 clusters Score -7720.336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -7730.117676 Penalty: 488.728058 Iteration 7Q: 3 clusters Score -7730.118 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -7731.331055 Penalty: 488.728058 Iteration 8Q: 3 clusters Score -7731.331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -7731.331055 Penalty: 488.728058 Iteration 9F: 3 clusters Score -7731.331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 186 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 61 members Mstep: Class 23 contains 334 members Mstep: Class 24 contains 174 members Mstep: Class 25 contains 154 members Entering Unmasked Estep Score: -2646241.500000 Penalty: 12439.999023 Splitting cluster 22 changes total score from -2646410.000000 to -2646241.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -12590.718750 Penalty: 264.406921 Iteration 0F: 2 clusters Score -12590.72 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 186 members Entering Unmasked Estep Score: -12237.216797 Penalty: 528.813843 Iteration 0F: 3 clusters Score -12237.22 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -12333.541016 Penalty: 528.813843 Iteration 1F: 3 clusters Score -12333.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12378.714844 Penalty: 528.813843 Iteration 2F: 3 clusters Score -12378.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -12412.225586 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -12412.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12420.422852 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -12420.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -12429.339844 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -12429.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -12451.033203 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -12451.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -12454.999023 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -12455 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12456.194336 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -12456.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12457.389648 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -12457.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12458.768555 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -12458.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12464.272461 Penalty: 528.813843 Iteration 11Q: 3 clusters Score -12464.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12466.957031 Penalty: 528.813843 Iteration 12Q: 3 clusters Score -12466.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12473.741211 Penalty: 528.813843 Iteration 13Q: 3 clusters Score -12473.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12487.660156 Penalty: 528.813843 Iteration 14Q: 3 clusters Score -12487.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -12494.207031 Penalty: 528.813843 Iteration 15Q: 3 clusters Score -12494.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -12505.106445 Penalty: 528.813843 Iteration 16Q: 3 clusters Score -12505.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12517.282227 Penalty: 528.813843 Iteration 17Q: 3 clusters Score -12517.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12523.542969 Penalty: 528.813843 Iteration 18Q: 3 clusters Score -12523.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -12524.965820 Penalty: 528.813843 Iteration 19Q: 3 clusters Score -12524.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -12525.317383 Penalty: 528.813843 Iteration 20F: 3 clusters Score -12525.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 186 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -2646423.000000 Penalty: 11942.399414 Iteration 98F: 25 clusters Score -2646423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 304 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 329 members Mstep: Class 24 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -2646436.500000 Penalty: 11942.399414 Iteration 99Q: 25 clusters Score -2646436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 304 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 324 members Mstep: Class 24 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -2646450.500000 Penalty: 11942.399414 Iteration 100F: 25 clusters Score -2646450 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 304 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 313 members Mstep: Class 24 contains 195 members Entering Unmasked Estep ConsiderDeletion Score: -2646480.000000 Penalty: 11942.399414 Iteration 101Q: 25 clusters Score -2646480 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 304 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 307 members Mstep: Class 24 contains 201 members Entering Unmasked Estep ConsiderDeletion Score: -2646507.000000 Penalty: 11942.399414 Iteration 102Q: 25 clusters Score -2646507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 305 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 205 members Entering Unmasked Estep ConsiderDeletion Score: -2646521.500000 Penalty: 11942.399414 Iteration 103Q: 25 clusters Score -2646522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 206 members Entering Unmasked Estep ConsiderDeletion Score: -2646531.000000 Penalty: 11942.399414 Iteration 104Q: 25 clusters Score -2646531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 206 members Entering Unmasked Estep ConsiderDeletion Score: -2646531.000000 Penalty: 11942.399414 Iteration 105F: 25 clusters Score -2646531 nChanged 0 Entering ConstructFrom: Score: -2646531.000000 Penalty: 11942.399414 Entering ConstructFrom: Trying to split cluster 1 (1427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Entering Unmasked Estep Score: -68952.156250 Penalty: 330.481506 Iteration 0F: 2 clusters Score -68952.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -67905.078125 Penalty: 660.963013 Iteration 0F: 3 clusters Score -67905.08 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -68230.789062 Penalty: 660.963013 Iteration 1F: 3 clusters Score -68230.79 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -68275.398438 Penalty: 660.963013 Iteration 2F: 3 clusters Score -68275.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -68308.109375 Penalty: 660.963013 Iteration 3F: 3 clusters Score -68308.11 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -68335.937500 Penalty: 660.963013 Iteration 4Q: 3 clusters Score -68335.94 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -68355.437500 Penalty: 660.963013 Iteration 5Q: 3 clusters Score -68355.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -68373.031250 Penalty: 660.963013 Iteration 6Q: 3 clusters Score -68373.03 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -68388.171875 Penalty: 660.963013 Iteration 7Q: 3 clusters Score -68388.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -68400.484375 Penalty: 660.963013 Iteration 8Q: 3 clusters Score -68400.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -68410.710938 Penalty: 660.963013 Iteration 9Q: 3 clusters Score -68410.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -68420.343750 Penalty: 660.963013 Iteration 10Q: 3 clusters Score -68420.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -68431.226562 Penalty: 660.963013 Iteration 11Q: 3 clusters Score -68431.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -68444.796875 Penalty: 660.963013 Iteration 12Q: 3 clusters Score -68444.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -68459.140625 Penalty: 660.963013 Iteration 13Q: 3 clusters Score -68459.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -68475.976562 Penalty: 660.963013 Iteration 14Q: 3 clusters Score -68475.98 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -68498.757812 Penalty: 660.963013 Iteration 15Q: 3 clusters Score -68498.76 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -68516.578125 Penalty: 660.963013 Iteration 16Q: 3 clusters Score -68516.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -68527.375000 Penalty: 660.963013 Iteration 17Q: 3 clusters Score -68527.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -68535.539062 Penalty: 660.963013 Iteration 18Q: 3 clusters Score -68535.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -68551.406250 Penalty: 660.963013 Iteration 19Q: 3 clusters Score -68551.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -68560.492188 Penalty: 660.963013 Iteration 20F: 3 clusters Score -68560.49 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -68576.281250 Penalty: 660.963013 Iteration 21Q: 3 clusters Score -68576.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -68590.992188 Penalty: 660.963013 Iteration 22Q: 3 clusters Score -68590.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -68603.343750 Penalty: 660.963013 Iteration 23Q: 3 clusters Score -68603.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -68611.867188 Penalty: 660.963013 Iteration 24Q: 3 clusters Score -68611.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -68615.421875 Penalty: 660.963013 Iteration 25Q: 3 clusters Score -68615.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -68617.429688 Penalty: 660.963013 Iteration 26Q: 3 clusters Score -68617.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -68617.617188 Penalty: 660.963013 Iteration 27Q: 3 clusters Score -68617.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -68617.617188 Penalty: 660.963013 Iteration 28F: 3 clusters Score -68617.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40273 members Entering Unmasked Estep Score: -1962732.250000 Penalty: 482.456360 Iteration 0F: 2 clusters Score -1962732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20069 members Mstep: Class 2 contains 20204 members Entering Unmasked Estep Score: -1935645.375000 Penalty: 964.912720 Iteration 0F: 3 clusters Score -1935645 nChanged 19373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19350 members Mstep: Class 2 contains 20923 members Entering Unmasked Estep Score: -1947457.000000 Penalty: 964.912720 Iteration 1F: 3 clusters Score -1947457 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18709 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -1948299.500000 Penalty: 964.912720 Iteration 2Q: 3 clusters Score -1948300 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17710 members Mstep: Class 2 contains 22563 members Entering Unmasked Estep Score: -1949555.500000 Penalty: 964.912720 Iteration 3F: 3 clusters Score -1949556 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16450 members Mstep: Class 2 contains 23823 members Entering Unmasked Estep Score: -1951272.750000 Penalty: 964.912720 Iteration 4F: 3 clusters Score -1951273 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 25236 members Entering Unmasked Estep Score: -1953346.875000 Penalty: 964.912720 Iteration 5F: 3 clusters Score -1953347 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 26511 members Entering Unmasked Estep Score: -1955278.500000 Penalty: 964.912720 Iteration 6F: 3 clusters Score -1955278 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12825 members Mstep: Class 2 contains 27448 members Entering Unmasked Estep Score: -1956577.750000 Penalty: 964.912720 Iteration 7F: 3 clusters Score -1956578 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 28202 members Entering Unmasked Estep Score: -1957287.250000 Penalty: 964.912720 Iteration 8Q: 3 clusters Score -1957287 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 28848 members Entering Unmasked Estep Score: -1957671.375000 Penalty: 964.912720 Iteration 9Q: 3 clusters Score -1957671 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 29443 members Entering Unmasked Estep Score: -1957929.625000 Penalty: 964.912720 Iteration 10Q: 3 clusters Score -1957930 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 29985 members Entering Unmasked Estep Score: -1958150.125000 Penalty: 964.912720 Iteration 11Q: 3 clusters Score -1958150 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 30530 members Entering Unmasked Estep Score: -1958351.875000 Penalty: 964.912720 Iteration 12Q: 3 clusters Score -1958352 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 31037 members Entering Unmasked Estep Score: -1958529.625000 Penalty: 964.912720 Iteration 13Q: 3 clusters Score -1958530 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 31550 members Entering Unmasked Estep Score: -1958725.750000 Penalty: 964.912720 Iteration 14Q: 3 clusters Score -1958726 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 32048 members Entering Unmasked Estep Score: -1958905.625000 Penalty: 964.912720 Iteration 15Q: 3 clusters Score -1958906 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 32564 members Entering Unmasked Estep Score: -1959109.750000 Penalty: 964.912720 Iteration 16Q: 3 clusters Score -1959110 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 33079 members Entering Unmasked Estep Score: -1959298.750000 Penalty: 964.912720 Iteration 17Q: 3 clusters Score -1959299 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 33515 members Entering Unmasked Estep Score: -1959442.125000 Penalty: 964.912720 Iteration 18Q: 3 clusters Score -1959442 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 33985 members Entering Unmasked Estep Score: -1959609.375000 Penalty: 964.912720 Iteration 19Q: 3 clusters Score -1959609 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 34429 members Entering Unmasked Estep Score: -1959768.625000 Penalty: 964.912720 Iteration 20F: 3 clusters Score -1959769 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 34869 members Entering Unmasked Estep Score: -1959917.875000 Penalty: 964.912720 Iteration 21Q: 3 clusters Score -1959918 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 35318 members Entering Unmasked Estep Score: -1960075.375000 Penalty: 964.912720 Iteration 22Q: 3 clusters Score -1960075 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 35753 members Entering Unmasked Estep Score: -1960235.125000 Penalty: 964.912720 Iteration 23Q: 3 clusters Score -1960235 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 36180 members Entering Unmasked Estep Score: -1960393.250000 Penalty: 964.912720 Iteration 24Q: 3 clusters Score -1960393 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 36597 members Entering Unmasked Estep Score: -1960558.375000 Penalty: 964.912720 Iteration 25Q: 3 clusters Score -1960558 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 37068 members Entering Unmasked Estep Score: -1960757.375000 Penalty: 964.912720 Iteration 26Q: 3 clusters Score -1960757 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 37559 members Entering Unmasked Estep Score: -1960996.000000 Penalty: 964.912720 Iteration 27Q: 3 clusters Score -1960996 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 38025 members Entering Unmasked Estep Score: -1961223.000000 Penalty: 964.912720 Iteration 28Q: 3 clusters Score -1961223 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 38449 members Entering Unmasked Estep Score: -1961470.000000 Penalty: 964.912720 Iteration 29Q: 3 clusters Score -1961470 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 38841 members Entering Unmasked Estep Score: -1961692.500000 Penalty: 964.912720 Iteration 30Q: 3 clusters Score -1961692 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 39140 members Entering Unmasked Estep Score: -1961859.750000 Penalty: 964.912720 Iteration 31Q: 3 clusters Score -1961860 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 39356 members Entering Unmasked Estep Score: -1961968.750000 Penalty: 964.912720 Iteration 32Q: 3 clusters Score -1961969 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 39524 members Entering Unmasked Estep Score: -1962052.125000 Penalty: 964.912720 Iteration 33Q: 3 clusters Score -1962052 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 39639 members Entering Unmasked Estep Score: -1962109.125000 Penalty: 964.912720 Iteration 34Q: 3 clusters Score -1962109 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 39731 members Entering Unmasked Estep Score: -1962155.875000 Penalty: 964.912720 Iteration 35Q: 3 clusters Score -1962156 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 39809 members Entering Unmasked Estep Score: -1962209.000000 Penalty: 964.912720 Iteration 36Q: 3 clusters Score -1962209 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 39871 members Entering Unmasked Estep Score: -1962255.125000 Penalty: 964.912720 Iteration 37Q: 3 clusters Score -1962255 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 39914 members Entering Unmasked Estep Score: -1962285.125000 Penalty: 964.912720 Iteration 38Q: 3 clusters Score -1962285 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 39949 members Entering Unmasked Estep Score: -1962316.750000 Penalty: 964.912720 Iteration 39Q: 3 clusters Score -1962317 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 39978 members Entering Unmasked Estep Score: -1962336.125000 Penalty: 964.912720 Iteration 40F: 3 clusters Score -1962336 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 39996 members Entering Unmasked Estep Score: -1962348.500000 Penalty: 964.912720 Iteration 41Q: 3 clusters Score -1962348 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 40015 members Entering Unmasked Estep Score: -1962362.625000 Penalty: 964.912720 Iteration 42Q: 3 clusters Score -1962363 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 40026 members Entering Unmasked Estep Score: -1962370.625000 Penalty: 964.912720 Iteration 43Q: 3 clusters Score -1962371 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 40036 members Entering Unmasked Estep Score: -1962375.625000 Penalty: 964.912720 Iteration 44Q: 3 clusters Score -1962376 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 40042 members Entering Unmasked Estep Score: -1962376.625000 Penalty: 964.912720 Iteration 45Q: 3 clusters Score -1962377 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 40042 members Entering Unmasked Estep Score: -1962376.750000 Penalty: 964.912720 Iteration 46Q: 3 clusters Score -1962377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 40042 members Entering Unmasked Estep Score: -1962376.750000 Penalty: 964.912720 Iteration 47F: 3 clusters Score -1962377 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -7053.288086 Penalty: 236.782303 Iteration 0F: 2 clusters Score -7053.288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6817.066895 Penalty: 473.564606 Iteration 0F: 3 clusters Score -6817.067 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6867.729980 Penalty: 473.564606 Iteration 1F: 3 clusters Score -6867.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6882.378906 Penalty: 473.564606 Iteration 2F: 3 clusters Score -6882.379 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6887.854492 Penalty: 473.564606 Iteration 3Q: 3 clusters Score -6887.854 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6891.554199 Penalty: 473.564606 Iteration 4Q: 3 clusters Score -6891.554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6892.351562 Penalty: 473.564606 Iteration 5Q: 3 clusters Score -6892.352 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6892.501953 Penalty: 473.564606 Iteration 6Q: 3 clusters Score -6892.502 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6892.501953 Penalty: 473.564606 Iteration 7F: 3 clusters Score -6892.502 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -11736.387695 Penalty: 258.602875 Iteration 0F: 2 clusters Score -11736.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -11400.636719 Penalty: 517.205750 Iteration 0F: 3 clusters Score -11400.64 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -11496.221680 Penalty: 517.205750 Iteration 1F: 3 clusters Score -11496.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -11515.081055 Penalty: 517.205750 Iteration 2F: 3 clusters Score -11515.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11531.134766 Penalty: 517.205750 Iteration 3Q: 3 clusters Score -11531.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11547.099609 Penalty: 517.205750 Iteration 4Q: 3 clusters Score -11547.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -11560.019531 Penalty: 517.205750 Iteration 5Q: 3 clusters Score -11560.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11570.596680 Penalty: 517.205750 Iteration 6Q: 3 clusters Score -11570.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -11582.164062 Penalty: 517.205750 Iteration 7Q: 3 clusters Score -11582.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -11587.508789 Penalty: 517.205750 Iteration 8Q: 3 clusters Score -11587.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -11593.532227 Penalty: 517.205750 Iteration 9Q: 3 clusters Score -11593.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11597.552734 Penalty: 517.205750 Iteration 10Q: 3 clusters Score -11597.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11602.408203 Penalty: 517.205750 Iteration 11Q: 3 clusters Score -11602.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11604.619141 Penalty: 517.205750 Iteration 12Q: 3 clusters Score -11604.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -11606.294922 Penalty: 517.205750 Iteration 13Q: 3 clusters Score -11606.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -11611.114258 Penalty: 517.205750 Iteration 14Q: 3 clusters Score -11611.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -11611.114258 Penalty: 517.205750 Iteration 15F: 3 clusters Score -11611.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -8692.292969 Penalty: 244.785324 Iteration 0F: 2 clusters Score -8692.293 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8394.224609 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8394.225 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8488.284180 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8488.284 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8516.187500 Penalty: 489.570648 Iteration 2F: 3 clusters Score -8516.188 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8536.389648 Penalty: 489.570648 Iteration 3F: 3 clusters Score -8536.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8546.553711 Penalty: 489.570648 Iteration 4Q: 3 clusters Score -8546.554 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8556.965820 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -8556.966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8570.054688 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -8570.055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8579.411133 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -8579.411 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8601.576172 Penalty: 489.570648 Iteration 8Q: 3 clusters Score -8601.576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8619.222656 Penalty: 489.570648 Iteration 9Q: 3 clusters Score -8619.223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8626.661133 Penalty: 489.570648 Iteration 10Q: 3 clusters Score -8626.661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8630.035156 Penalty: 489.570648 Iteration 11Q: 3 clusters Score -8630.035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8633.981445 Penalty: 489.570648 Iteration 12Q: 3 clusters Score -8633.981 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8633.981445 Penalty: 489.570648 Iteration 13F: 3 clusters Score -8633.981 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -10421.260742 Penalty: 254.559357 Iteration 0F: 2 clusters Score -10421.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -10094.511719 Penalty: 509.118713 Iteration 0F: 3 clusters Score -10094.51 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -10222.731445 Penalty: 509.118713 Iteration 1F: 3 clusters Score -10222.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -10261.127930 Penalty: 509.118713 Iteration 2F: 3 clusters Score -10261.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -10297.245117 Penalty: 509.118713 Iteration 3F: 3 clusters Score -10297.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -10308.331055 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -10308.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10311.503906 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -10311.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10312.743164 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -10312.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10313.680664 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -10313.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10314.763672 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -10314.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10315.053711 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -10315.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10315.053711 Penalty: 509.118713 Iteration 10F: 3 clusters Score -10315.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Entering Unmasked Estep Score: -382891.500000 Penalty: 404.950165 Iteration 0F: 2 clusters Score -382891.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -378082.375000 Penalty: 809.900330 Iteration 0F: 3 clusters Score -378082.4 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -379968.156250 Penalty: 809.900330 Iteration 1F: 3 clusters Score -379968.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -380174.437500 Penalty: 809.900330 Iteration 2F: 3 clusters Score -380174.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -380408.843750 Penalty: 809.900330 Iteration 3F: 3 clusters Score -380408.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -380708.593750 Penalty: 809.900330 Iteration 4F: 3 clusters Score -380708.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -381075.625000 Penalty: 809.900330 Iteration 5F: 3 clusters Score -381075.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -381355.656250 Penalty: 809.900330 Iteration 6F: 3 clusters Score -381355.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -381479.750000 Penalty: 809.900330 Iteration 7Q: 3 clusters Score -381479.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -381532.656250 Penalty: 809.900330 Iteration 8Q: 3 clusters Score -381532.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -381560.031250 Penalty: 809.900330 Iteration 9Q: 3 clusters Score -381560 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -381581.843750 Penalty: 809.900330 Iteration 10Q: 3 clusters Score -381581.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -381602.250000 Penalty: 809.900330 Iteration 11Q: 3 clusters Score -381602.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -381617.656250 Penalty: 809.900330 Iteration 12Q: 3 clusters Score -381617.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -381631.500000 Penalty: 809.900330 Iteration 13Q: 3 clusters Score -381631.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -381645.000000 Penalty: 809.900330 Iteration 14Q: 3 clusters Score -381645 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -381660.437500 Penalty: 809.900330 Iteration 15Q: 3 clusters Score -381660.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -381676.000000 Penalty: 809.900330 Iteration 16Q: 3 clusters Score -381676 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -381685.843750 Penalty: 809.900330 Iteration 17Q: 3 clusters Score -381685.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -381697.031250 Penalty: 809.900330 Iteration 18Q: 3 clusters Score -381697 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -381708.687500 Penalty: 809.900330 Iteration 19Q: 3 clusters Score -381708.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -381718.156250 Penalty: 809.900330 Iteration 20F: 3 clusters Score -381718.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -381727.718750 Penalty: 809.900330 Iteration 21Q: 3 clusters Score -381727.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -381737.687500 Penalty: 809.900330 Iteration 22Q: 3 clusters Score -381737.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -381745.593750 Penalty: 809.900330 Iteration 23Q: 3 clusters Score -381745.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -381757.906250 Penalty: 809.900330 Iteration 24Q: 3 clusters Score -381757.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -381779.156250 Penalty: 809.900330 Iteration 25Q: 3 clusters Score -381779.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -381802.500000 Penalty: 809.900330 Iteration 26Q: 3 clusters Score -381802.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -381833.687500 Penalty: 809.900330 Iteration 27Q: 3 clusters Score -381833.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -381864.343750 Penalty: 809.900330 Iteration 28Q: 3 clusters Score -381864.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -381910.468750 Penalty: 809.900330 Iteration 29Q: 3 clusters Score -381910.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -381962.406250 Penalty: 809.900330 Iteration 30Q: 3 clusters Score -381962.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -382009.625000 Penalty: 809.900330 Iteration 31Q: 3 clusters Score -382009.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -382067.406250 Penalty: 809.900330 Iteration 32Q: 3 clusters Score -382067.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -382135.906250 Penalty: 809.900330 Iteration 33Q: 3 clusters Score -382135.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -382225.218750 Penalty: 809.900330 Iteration 34Q: 3 clusters Score -382225.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -382326.500000 Penalty: 809.900330 Iteration 35Q: 3 clusters Score -382326.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -382403.718750 Penalty: 809.900330 Iteration 36Q: 3 clusters Score -382403.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -382466.687500 Penalty: 809.900330 Iteration 37Q: 3 clusters Score -382466.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -382519.343750 Penalty: 809.900330 Iteration 38Q: 3 clusters Score -382519.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -382559.406250 Penalty: 809.900330 Iteration 39Q: 3 clusters Score -382559.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -382625.656250 Penalty: 809.900330 Iteration 40F: 3 clusters Score -382625.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -382687.281250 Penalty: 809.900330 Iteration 41Q: 3 clusters Score -382687.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -382722.937500 Penalty: 809.900330 Iteration 42Q: 3 clusters Score -382722.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -382738.125000 Penalty: 809.900330 Iteration 43Q: 3 clusters Score -382738.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -382750.750000 Penalty: 809.900330 Iteration 44Q: 3 clusters Score -382750.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -382768.250000 Penalty: 809.900330 Iteration 45Q: 3 clusters Score -382768.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -382774.968750 Penalty: 809.900330 Iteration 46Q: 3 clusters Score -382775 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -382780.093750 Penalty: 809.900330 Iteration 47Q: 3 clusters Score -382780.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -382782.281250 Penalty: 809.900330 Iteration 48Q: 3 clusters Score -382782.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -382785.250000 Penalty: 809.900330 Iteration 49Q: 3 clusters Score -382785.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -382786.468750 Penalty: 809.900330 Iteration 50Q: 3 clusters Score -382786.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -382788.500000 Penalty: 809.900330 Iteration 51Q: 3 clusters Score -382788.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -382788.812500 Penalty: 809.900330 Iteration 52Q: 3 clusters Score -382788.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -382789.812500 Penalty: 809.900330 Iteration 53Q: 3 clusters Score -382789.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -382789.937500 Penalty: 809.900330 Iteration 54Q: 3 clusters Score -382789.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -382789.031250 Penalty: 809.900330 Iteration 55Q: 3 clusters Score -382789 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -382789.031250 Penalty: 809.900330 Iteration 56F: 3 clusters Score -382789 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2738.524414 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2738.524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2576.177246 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2576.177 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2592.332520 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2592.333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2597.310791 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2597.311 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2597.310791 Penalty: 379.869263 Iteration 3F: 3 clusters Score -2597.311 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -28404.548828 Penalty: 289.517761 Iteration 0F: 2 clusters Score -28404.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27834.673828 Penalty: 579.035522 Iteration 0F: 3 clusters Score -27834.67 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27967.466797 Penalty: 579.035522 Iteration 1F: 3 clusters Score -27967.47 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -28018.744141 Penalty: 579.035522 Iteration 2F: 3 clusters Score -28018.74 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -28049.603516 Penalty: 579.035522 Iteration 3F: 3 clusters Score -28049.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -28075.267578 Penalty: 579.035522 Iteration 4Q: 3 clusters Score -28075.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -28096.121094 Penalty: 579.035522 Iteration 5Q: 3 clusters Score -28096.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -28112.113281 Penalty: 579.035522 Iteration 6Q: 3 clusters Score -28112.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -28131.406250 Penalty: 579.035522 Iteration 7Q: 3 clusters Score -28131.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -28146.431641 Penalty: 579.035522 Iteration 8Q: 3 clusters Score -28146.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -28162.601562 Penalty: 579.035522 Iteration 9Q: 3 clusters Score -28162.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -28168.777344 Penalty: 579.035522 Iteration 10Q: 3 clusters Score -28168.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -28170.294922 Penalty: 579.035522 Iteration 11Q: 3 clusters Score -28170.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -28171.830078 Penalty: 579.035522 Iteration 12Q: 3 clusters Score -28171.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -28172.265625 Penalty: 579.035522 Iteration 13Q: 3 clusters Score -28172.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -28172.500000 Penalty: 579.035522 Iteration 14Q: 3 clusters Score -28172.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28172.689453 Penalty: 579.035522 Iteration 15Q: 3 clusters Score -28172.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28172.689453 Penalty: 579.035522 Iteration 16F: 3 clusters Score -28172.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -37132.148438 Penalty: 302.292419 Iteration 0F: 2 clusters Score -37132.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -36469.683594 Penalty: 604.584839 Iteration 0F: 3 clusters Score -36469.68 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -36659.398438 Penalty: 604.584839 Iteration 1F: 3 clusters Score -36659.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -36686.601562 Penalty: 604.584839 Iteration 2F: 3 clusters Score -36686.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -36704.625000 Penalty: 604.584839 Iteration 3Q: 3 clusters Score -36704.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -36720.527344 Penalty: 604.584839 Iteration 4Q: 3 clusters Score -36720.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -36734.695312 Penalty: 604.584839 Iteration 5Q: 3 clusters Score -36734.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -36748.968750 Penalty: 604.584839 Iteration 6Q: 3 clusters Score -36748.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -36760.925781 Penalty: 604.584839 Iteration 7Q: 3 clusters Score -36760.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -36778.335938 Penalty: 604.584839 Iteration 8Q: 3 clusters Score -36778.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -36798.105469 Penalty: 604.584839 Iteration 9Q: 3 clusters Score -36798.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -36825.089844 Penalty: 604.584839 Iteration 10Q: 3 clusters Score -36825.09 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -36880.675781 Penalty: 604.584839 Iteration 11F: 3 clusters Score -36880.68 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -36947.339844 Penalty: 604.584839 Iteration 12F: 3 clusters Score -36947.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -37006.046875 Penalty: 604.584839 Iteration 13F: 3 clusters Score -37006.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -37048.292969 Penalty: 604.584839 Iteration 14Q: 3 clusters Score -37048.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -37059.121094 Penalty: 604.584839 Iteration 15Q: 3 clusters Score -37059.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -37063.382812 Penalty: 604.584839 Iteration 16Q: 3 clusters Score -37063.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -37063.617188 Penalty: 604.584839 Iteration 17Q: 3 clusters Score -37063.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -37064.125000 Penalty: 604.584839 Iteration 18Q: 3 clusters Score -37064.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -37064.570312 Penalty: 604.584839 Iteration 19Q: 3 clusters Score -37064.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -37064.570312 Penalty: 604.584839 Iteration 20F: 3 clusters Score -37064.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5280.449219 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5280.449 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5064.408691 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5064.409 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5117.902344 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5117.902 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -5128.388184 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5128.388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5132.892578 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -5132.893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5139.952637 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -5139.953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5141.801758 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -5141.802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5142.857910 Penalty: 453.508209 Iteration 6Q: 3 clusters Score -5142.858 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5142.857910 Penalty: 453.508209 Iteration 7F: 3 clusters Score -5142.858 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4757.990234 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4757.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4537.496582 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4537.497 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4571.732910 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4571.733 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4583.405762 Penalty: 429.383392 Iteration 2F: 3 clusters Score -4583.406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4605.737305 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4605.737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4620.689941 Penalty: 429.383392 Iteration 4Q: 3 clusters Score -4620.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4620.689941 Penalty: 429.383392 Iteration 5F: 3 clusters Score -4620.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -37718.683594 Penalty: 308.018707 Iteration 0F: 2 clusters Score -37718.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -36992.320312 Penalty: 616.037415 Iteration 0F: 3 clusters Score -36992.32 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -37219.523438 Penalty: 616.037415 Iteration 1F: 3 clusters Score -37219.52 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -37279.800781 Penalty: 616.037415 Iteration 2F: 3 clusters Score -37279.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -37311.679688 Penalty: 616.037415 Iteration 3F: 3 clusters Score -37311.68 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -37327.296875 Penalty: 616.037415 Iteration 4Q: 3 clusters Score -37327.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -37345.980469 Penalty: 616.037415 Iteration 5Q: 3 clusters Score -37345.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -37365.246094 Penalty: 616.037415 Iteration 6Q: 3 clusters Score -37365.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -37377.441406 Penalty: 616.037415 Iteration 7Q: 3 clusters Score -37377.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -37383.285156 Penalty: 616.037415 Iteration 8Q: 3 clusters Score -37383.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -37388.656250 Penalty: 616.037415 Iteration 9Q: 3 clusters Score -37388.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -37396.070312 Penalty: 616.037415 Iteration 10Q: 3 clusters Score -37396.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -37403.542969 Penalty: 616.037415 Iteration 11Q: 3 clusters Score -37403.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -37416.296875 Penalty: 616.037415 Iteration 12Q: 3 clusters Score -37416.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -37429.363281 Penalty: 616.037415 Iteration 13Q: 3 clusters Score -37429.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -37440.503906 Penalty: 616.037415 Iteration 14Q: 3 clusters Score -37440.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -37447.125000 Penalty: 616.037415 Iteration 15Q: 3 clusters Score -37447.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -37452.664062 Penalty: 616.037415 Iteration 16Q: 3 clusters Score -37452.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -37457.882812 Penalty: 616.037415 Iteration 17Q: 3 clusters Score -37457.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -37461.718750 Penalty: 616.037415 Iteration 18Q: 3 clusters Score -37461.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -37463.605469 Penalty: 616.037415 Iteration 19Q: 3 clusters Score -37463.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -37466.773438 Penalty: 616.037415 Iteration 20F: 3 clusters Score -37466.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -37469.070312 Penalty: 616.037415 Iteration 21Q: 3 clusters Score -37469.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -37472.679688 Penalty: 616.037415 Iteration 22Q: 3 clusters Score -37472.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -37475.792969 Penalty: 616.037415 Iteration 23Q: 3 clusters Score -37475.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -37480.242188 Penalty: 616.037415 Iteration 24Q: 3 clusters Score -37480.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -37482.730469 Penalty: 616.037415 Iteration 25Q: 3 clusters Score -37482.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -37486.570312 Penalty: 616.037415 Iteration 26Q: 3 clusters Score -37486.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -37489.273438 Penalty: 616.037415 Iteration 27Q: 3 clusters Score -37489.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -37494.785156 Penalty: 616.037415 Iteration 28Q: 3 clusters Score -37494.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -37500.480469 Penalty: 616.037415 Iteration 29Q: 3 clusters Score -37500.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -37503.921875 Penalty: 616.037415 Iteration 30Q: 3 clusters Score -37503.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -37508.894531 Penalty: 616.037415 Iteration 31Q: 3 clusters Score -37508.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -37511.429688 Penalty: 616.037415 Iteration 32Q: 3 clusters Score -37511.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -37513.691406 Penalty: 616.037415 Iteration 33Q: 3 clusters Score -37513.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -37514.500000 Penalty: 616.037415 Iteration 34Q: 3 clusters Score -37514.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -37515.644531 Penalty: 616.037415 Iteration 35Q: 3 clusters Score -37515.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -37519.156250 Penalty: 616.037415 Iteration 36Q: 3 clusters Score -37519.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -37528.714844 Penalty: 616.037415 Iteration 37Q: 3 clusters Score -37528.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -37541.644531 Penalty: 616.037415 Iteration 38Q: 3 clusters Score -37541.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -37553.183594 Penalty: 616.037415 Iteration 39Q: 3 clusters Score -37553.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -37557.796875 Penalty: 616.037415 Iteration 40F: 3 clusters Score -37557.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -37559.792969 Penalty: 616.037415 Iteration 41Q: 3 clusters Score -37559.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -37561.128906 Penalty: 616.037415 Iteration 42Q: 3 clusters Score -37561.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -37561.128906 Penalty: 616.037415 Iteration 43F: 3 clusters Score -37561.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Entering Unmasked Estep Score: -8135.846191 Penalty: 244.994537 Iteration 0F: 2 clusters Score -8135.846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7868.947754 Penalty: 489.989075 Iteration 0F: 3 clusters Score -7868.948 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7950.876465 Penalty: 489.989075 Iteration 1F: 3 clusters Score -7950.876 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7990.584473 Penalty: 489.989075 Iteration 2F: 3 clusters Score -7990.584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8015.404297 Penalty: 489.989075 Iteration 3F: 3 clusters Score -8015.404 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8029.582520 Penalty: 489.989075 Iteration 4Q: 3 clusters Score -8029.583 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8035.984863 Penalty: 489.989075 Iteration 5Q: 3 clusters Score -8035.985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8040.383301 Penalty: 489.989075 Iteration 6Q: 3 clusters Score -8040.383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8047.606934 Penalty: 489.989075 Iteration 7Q: 3 clusters Score -8047.607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8054.424316 Penalty: 489.989075 Iteration 8Q: 3 clusters Score -8054.424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8065.829590 Penalty: 489.989075 Iteration 9Q: 3 clusters Score -8065.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8072.281250 Penalty: 489.989075 Iteration 10Q: 3 clusters Score -8072.281 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8078.891113 Penalty: 489.989075 Iteration 11Q: 3 clusters Score -8078.891 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8080.661133 Penalty: 489.989075 Iteration 12Q: 3 clusters Score -8080.661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8081.345703 Penalty: 489.989075 Iteration 13Q: 3 clusters Score -8081.346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8083.224121 Penalty: 489.989075 Iteration 14Q: 3 clusters Score -8083.224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8083.998535 Penalty: 489.989075 Iteration 15Q: 3 clusters Score -8083.999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8083.998535 Penalty: 489.989075 Iteration 16F: 3 clusters Score -8083.999 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Entering Unmasked Estep Score: -79991.695312 Penalty: 339.426117 Iteration 0F: 2 clusters Score -79991.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -78711.195312 Penalty: 678.852234 Iteration 0F: 3 clusters Score -78711.2 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -79087.546875 Penalty: 678.852234 Iteration 1F: 3 clusters Score -79087.55 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -79165.554688 Penalty: 678.852234 Iteration 2F: 3 clusters Score -79165.55 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -79232.906250 Penalty: 678.852234 Iteration 3F: 3 clusters Score -79232.91 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -79321.562500 Penalty: 678.852234 Iteration 4F: 3 clusters Score -79321.56 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -79413.085938 Penalty: 678.852234 Iteration 5F: 3 clusters Score -79413.09 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -79479.734375 Penalty: 678.852234 Iteration 6F: 3 clusters Score -79479.73 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -79522.867188 Penalty: 678.852234 Iteration 7Q: 3 clusters Score -79522.87 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -79556.085938 Penalty: 678.852234 Iteration 8Q: 3 clusters Score -79556.09 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -79591.890625 Penalty: 678.852234 Iteration 9Q: 3 clusters Score -79591.89 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -79629.601562 Penalty: 678.852234 Iteration 10Q: 3 clusters Score -79629.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -79661.273438 Penalty: 678.852234 Iteration 11Q: 3 clusters Score -79661.27 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79683.140625 Penalty: 678.852234 Iteration 12Q: 3 clusters Score -79683.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -79698.320312 Penalty: 678.852234 Iteration 13Q: 3 clusters Score -79698.32 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -79712.984375 Penalty: 678.852234 Iteration 14Q: 3 clusters Score -79712.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -79726.898438 Penalty: 678.852234 Iteration 15Q: 3 clusters Score -79726.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -79733.289062 Penalty: 678.852234 Iteration 16Q: 3 clusters Score -79733.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -79741.992188 Penalty: 678.852234 Iteration 17Q: 3 clusters Score -79741.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -79754.390625 Penalty: 678.852234 Iteration 18Q: 3 clusters Score -79754.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -79762.945312 Penalty: 678.852234 Iteration 19Q: 3 clusters Score -79762.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -79770.445312 Penalty: 678.852234 Iteration 20F: 3 clusters Score -79770.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -79776.304688 Penalty: 678.852234 Iteration 21Q: 3 clusters Score -79776.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -79779.960938 Penalty: 678.852234 Iteration 22Q: 3 clusters Score -79779.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -79787.171875 Penalty: 678.852234 Iteration 23Q: 3 clusters Score -79787.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -79795.835938 Penalty: 678.852234 Iteration 24Q: 3 clusters Score -79795.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -79804.484375 Penalty: 678.852234 Iteration 25Q: 3 clusters Score -79804.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -79806.523438 Penalty: 678.852234 Iteration 26Q: 3 clusters Score -79806.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -79806.601562 Penalty: 678.852234 Iteration 27Q: 3 clusters Score -79806.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -79806.601562 Penalty: 678.852234 Iteration 28F: 3 clusters Score -79806.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -7498.549316 Penalty: 238.258118 Iteration 0F: 2 clusters Score -7498.549 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7219.480469 Penalty: 476.516235 Iteration 0F: 3 clusters Score -7219.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7291.536133 Penalty: 476.516235 Iteration 1F: 3 clusters Score -7291.536 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7312.454590 Penalty: 476.516235 Iteration 2F: 3 clusters Score -7312.455 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7321.870605 Penalty: 476.516235 Iteration 3Q: 3 clusters Score -7321.871 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7325.591797 Penalty: 476.516235 Iteration 4Q: 3 clusters Score -7325.592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7326.792480 Penalty: 476.516235 Iteration 5Q: 3 clusters Score -7326.792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7327.142578 Penalty: 476.516235 Iteration 6Q: 3 clusters Score -7327.143 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7327.142578 Penalty: 476.516235 Iteration 7F: 3 clusters Score -7327.143 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (68 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Entering Unmasked Estep Score: -2365.562500 Penalty: 191.987595 Iteration 0F: 2 clusters Score -2365.562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2228.874512 Penalty: 383.975189 Iteration 0F: 3 clusters Score -2228.875 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2254.812256 Penalty: 383.975189 Iteration 1F: 3 clusters Score -2254.812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -2264.760986 Penalty: 383.975189 Iteration 2Q: 3 clusters Score -2264.761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -2264.760986 Penalty: 383.975189 Iteration 3F: 3 clusters Score -2264.761 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -9980.549805 Penalty: 260.423126 Iteration 0F: 2 clusters Score -9980.55 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 138 members Entering Unmasked Estep Score: -9636.753906 Penalty: 520.846252 Iteration 0F: 3 clusters Score -9636.754 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -9713.407227 Penalty: 520.846252 Iteration 1F: 3 clusters Score -9713.407 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9738.978516 Penalty: 520.846252 Iteration 2F: 3 clusters Score -9738.979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9749.889648 Penalty: 520.846252 Iteration 3Q: 3 clusters Score -9749.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -9762.482422 Penalty: 520.846252 Iteration 4Q: 3 clusters Score -9762.482 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9771.029297 Penalty: 520.846252 Iteration 5Q: 3 clusters Score -9771.029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9777.488281 Penalty: 520.846252 Iteration 6Q: 3 clusters Score -9777.488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -9793.208008 Penalty: 520.846252 Iteration 7Q: 3 clusters Score -9793.208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9808.144531 Penalty: 520.846252 Iteration 8Q: 3 clusters Score -9808.145 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9816.304688 Penalty: 520.846252 Iteration 9Q: 3 clusters Score -9816.305 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9819.758789 Penalty: 520.846252 Iteration 10Q: 3 clusters Score -9819.759 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9821.483398 Penalty: 520.846252 Iteration 11Q: 3 clusters Score -9821.483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9825.480469 Penalty: 520.846252 Iteration 12Q: 3 clusters Score -9825.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9834.874023 Penalty: 520.846252 Iteration 13Q: 3 clusters Score -9834.874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9839.833984 Penalty: 520.846252 Iteration 14Q: 3 clusters Score -9839.834 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9852.700195 Penalty: 520.846252 Iteration 15Q: 3 clusters Score -9852.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9861.118164 Penalty: 520.846252 Iteration 16Q: 3 clusters Score -9861.118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9867.163086 Penalty: 520.846252 Iteration 17Q: 3 clusters Score -9867.163 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9873.344727 Penalty: 520.846252 Iteration 18Q: 3 clusters Score -9873.345 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9875.705078 Penalty: 520.846252 Iteration 19Q: 3 clusters Score -9875.705 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9877.340820 Penalty: 520.846252 Iteration 20F: 3 clusters Score -9877.341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9878.193359 Penalty: 520.846252 Iteration 21Q: 3 clusters Score -9878.193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9879.102539 Penalty: 520.846252 Iteration 22Q: 3 clusters Score -9879.103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9880.647461 Penalty: 520.846252 Iteration 23Q: 3 clusters Score -9880.647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9881.698242 Penalty: 520.846252 Iteration 24Q: 3 clusters Score -9881.698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9883.611328 Penalty: 520.846252 Iteration 25Q: 3 clusters Score -9883.611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9887.826172 Penalty: 520.846252 Iteration 26Q: 3 clusters Score -9887.826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9902.101562 Penalty: 520.846252 Iteration 27Q: 3 clusters Score -9902.102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9914.570312 Penalty: 520.846252 Iteration 28Q: 3 clusters Score -9914.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9933.386719 Penalty: 520.846252 Iteration 29Q: 3 clusters Score -9933.387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9957.941406 Penalty: 520.846252 Iteration 30Q: 3 clusters Score -9957.941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9964.984375 Penalty: 520.846252 Iteration 31Q: 3 clusters Score -9964.984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9969.063477 Penalty: 520.846252 Iteration 32Q: 3 clusters Score -9969.063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9977.901367 Penalty: 520.846252 Iteration 33Q: 3 clusters Score -9977.901 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9986.347656 Penalty: 520.846252 Iteration 34Q: 3 clusters Score -9986.348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9988.686523 Penalty: 520.846252 Iteration 35Q: 3 clusters Score -9988.687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9990.825195 Penalty: 520.846252 Iteration 36Q: 3 clusters Score -9990.825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9991.937500 Penalty: 520.846252 Iteration 37Q: 3 clusters Score -9991.938 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9991.937500 Penalty: 520.846252 Iteration 38F: 3 clusters Score -9991.938 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 174 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 215 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 206 members Mstep: Class 25 contains 132 members Entering Unmasked Estep Score: -2646304.000000 Penalty: 12439.999023 Splitting cluster 18 changes total score from -2646531.000000 to -2646304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2456.417480 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2456.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2323.301758 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2323.302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2339.224365 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2339.224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2343.536865 Penalty: 375.569214 Iteration 2Q: 3 clusters Score -2343.537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2343.536865 Penalty: 375.569214 Iteration 3F: 3 clusters Score -2343.537 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -4452.439941 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4452.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4254.973633 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4254.974 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4303.702148 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4303.702 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4356.258301 Penalty: 430.994049 Iteration 2Q: 3 clusters Score -4356.258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4364.847168 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4364.847 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4364.847168 Penalty: 430.994049 Iteration 4F: 3 clusters Score -4364.847 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -8567.534180 Penalty: 241.750885 Iteration 0F: 2 clusters Score -8567.534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8298.748047 Penalty: 483.501770 Iteration 0F: 3 clusters Score -8298.748 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8357.012695 Penalty: 483.501770 Iteration 1F: 3 clusters Score -8357.013 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8364.875000 Penalty: 483.501770 Iteration 2Q: 3 clusters Score -8364.875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8369.933594 Penalty: 483.501770 Iteration 3Q: 3 clusters Score -8369.934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8372.196289 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -8372.196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8386.595703 Penalty: 483.501770 Iteration 5Q: 3 clusters Score -8386.596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -8387.631836 Penalty: 483.501770 Iteration 6Q: 3 clusters Score -8387.632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8390.075195 Penalty: 483.501770 Iteration 7Q: 3 clusters Score -8390.075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8393.717773 Penalty: 483.501770 Iteration 8Q: 3 clusters Score -8393.718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8394.453125 Penalty: 483.501770 Iteration 9Q: 3 clusters Score -8394.453 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8395.001953 Penalty: 483.501770 Iteration 10Q: 3 clusters Score -8395.002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8395.001953 Penalty: 483.501770 Iteration 11F: 3 clusters Score -8395.002 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -7652.846191 Penalty: 244.364029 Iteration 0F: 2 clusters Score -7652.846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7408.733887 Penalty: 488.728058 Iteration 0F: 3 clusters Score -7408.734 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -7512.399414 Penalty: 488.728058 Iteration 1F: 3 clusters Score -7512.399 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -7568.122070 Penalty: 488.728058 Iteration 2F: 3 clusters Score -7568.122 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7637.462891 Penalty: 488.728058 Iteration 3F: 3 clusters Score -7637.463 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -7681.628906 Penalty: 488.728058 Iteration 4F: 3 clusters Score -7681.629 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -7698.928223 Penalty: 488.728058 Iteration 5Q: 3 clusters Score -7698.928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -7701.891602 Penalty: 488.728058 Iteration 6Q: 3 clusters Score -7701.892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -7701.891602 Penalty: 488.728058 Iteration 7F: 3 clusters Score -7701.892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 40273 members Mstep: Class 3 contains 182 members Mstep: Class 4 contains 294 members Mstep: Class 5 contains 217 members Mstep: Class 6 contains 269 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 65 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 146 members Mstep: Class 12 contains 112 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 188 members Mstep: Class 17 contains 68 members Mstep: Class 18 contains 306 members Mstep: Class 19 contains 62 members Mstep: Class 20 contains 114 members Mstep: Class 21 contains 203 members Mstep: Class 22 contains 35 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 206 members Mstep: Class 25 contains 180 members Entering Unmasked Estep Score: -2646325.000000 Penalty: 12439.999023 Splitting cluster 22 changes total score from -2646531.000000 to -2646325.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (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: -11454.135742 Penalty: 259.522095 Iteration 0F: 2 clusters Score -11454.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -11111.954102 Penalty: 519.044189 Iteration 0F: 3 clusters Score -11111.95 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -11191.455078 Penalty: 519.044189 Iteration 1F: 3 clusters Score -11191.46 nChanged 15 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: -11211.042969 Penalty: 519.044189 Iteration 2Q: 3 clusters Score -11211.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -11222.468750 Penalty: 519.044189 Iteration 3Q: 3 clusters Score -11222.47 nChanged 9 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: -11236.807617 Penalty: 519.044189 Iteration 4Q: 3 clusters Score -11236.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11239.632812 Penalty: 519.044189 Iteration 5Q: 3 clusters Score -11239.63 nChanged 1 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: -11247.469727 Penalty: 519.044189 Iteration 6Q: 3 clusters Score -11247.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11250.474609 Penalty: 519.044189 Iteration 7Q: 3 clusters Score -11250.47 nChanged 3 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: -11253.458008 Penalty: 519.044189 Iteration 8Q: 3 clusters Score -11253.46 nChanged 4 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: -11259.197266 Penalty: 519.044189 Iteration 9Q: 3 clusters Score -11259.2 nChanged 5 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: -11280.777344 Penalty: 519.044189 Iteration 10Q: 3 clusters Score -11280.78 nChanged 10 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: -11330.771484 Penalty: 519.044189 Iteration 11Q: 3 clusters Score -11330.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -11350.778320 Penalty: 519.044189 Iteration 12Q: 3 clusters Score -11350.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -11363.711914 Penalty: 519.044189 Iteration 13Q: 3 clusters Score -11363.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11382.643555 Penalty: 519.044189 Iteration 14Q: 3 clusters Score -11382.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -11395.165039 Penalty: 519.044189 Iteration 15Q: 3 clusters Score -11395.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -11397.990234 Penalty: 519.044189 Iteration 16Q: 3 clusters Score -11397.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -11397.990234 Penalty: 519.044189 Iteration 17F: 3 clusters Score -11397.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Entering Unmasked Estep Score: -8106.455078 Penalty: 242.418365 Iteration 0F: 2 clusters Score -8106.455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7842.471191 Penalty: 484.836731 Iteration 0F: 3 clusters Score -7842.471 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7956.518066 Penalty: 484.836731 Iteration 1F: 3 clusters Score -7956.518 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8023.456055 Penalty: 484.836731 Iteration 2F: 3 clusters Score -8023.456 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8066.657715 Penalty: 484.836731 Iteration 3F: 3 clusters Score -8066.658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8078.773926 Penalty: 484.836731 Iteration 4Q: 3 clusters Score -8078.774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8085.355957 Penalty: 484.836731 Iteration 5Q: 3 clusters Score -8085.356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8088.233887 Penalty: 484.836731 Iteration 6Q: 3 clusters Score -8088.234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8089.287109 Penalty: 484.836731 Iteration 7Q: 3 clusters Score -8089.287 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8091.708008 Penalty: 484.836731 Iteration 8Q: 3 clusters Score -8091.708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8091.994141 Penalty: 484.836731 Iteration 9Q: 3 clusters Score -8091.994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8091.994141 Penalty: 484.836731 Iteration 10F: 3 clusters Score -8091.994 nChanged 0 --- Evaluating fit on full set of 168533 points --- Entering Unmasked Estep Score: -7959275.500000 Penalty: 13142.096680 21->25 Clusters: Score -7959275.500000, best is -7948738.500000 THE BEST YET! Main iterations: 0 (time per=infms) Total iterations: 2638 (time per=24.836996ms) Iterations metric 2: 3662871040.000000 (time per=17.887607ns) Iterations metric 3: 43954208768.000000 (time per=1490.642159ps) That took 65.519997 seconds.