TMVA NoPreSels NoGECs AllPhysTracksInEvent AllPhysTracksInEvent ReweightRICH2 TrainMixtureNoGhosts EvalMixtureGhosts EvalWithPreSel MLP Norm BP NCycles750 CE sigmoid SF1.4 CVTest151e-16 !UseReg Upstream Pion Pion ID Efficiency / % Pion Purity / % 0.1 110 40 100 100 0 50.7146 7.12142e-06 99.9998 6.83057e-05 50.7333 7.12538e-06 99.9983 0.000181791 50.7597 7.13103e-06 99.9961 0.000278852 50.7877 7.13711e-06 99.9934 0.00036089 50.8115 7.14231e-06 99.9903 0.000436905 50.8336 7.1472e-06 99.9862 0.000521285 50.8555 7.15209e-06 99.9824 0.000588529 50.8777 7.15706e-06 99.9771 0.000672368 50.9003 7.16221e-06 99.9713 0.00075229 50.9235 7.16752e-06 99.9641 0.000840825 50.9468 7.17296e-06 99.9549 0.000942762 50.9715 7.17883e-06 99.9437 0.00105347 50.9971 7.18504e-06 99.9313 0.00116314 51.0235 7.19152e-06 99.9171 0.00127811 51.0514 7.19845e-06 99.9018 0.00139109 51.0797 7.20553e-06 99.8829 0.00151856 51.1087 7.21303e-06 99.8622 0.00164743 51.1391 7.22098e-06 99.8383 0.00178444 51.169 7.22904e-06 99.8128 0.00191938 51.1999 7.23742e-06 99.7857 0.00205322 51.2314 7.24607e-06 99.7545 0.00219762 51.2632 7.2551e-06 99.7216 0.00233988 51.2968 7.26462e-06 99.6853 0.00248705 51.3316 7.27466e-06 99.6465 0.00263565 51.3679 7.28522e-06 99.6031 0.00279192 51.4045 7.29619e-06 99.5569 0.00294927 51.4418 7.30752e-06 99.508 0.00310718 51.4809 7.31944e-06 99.4522 0.00327766 51.5204 7.33198e-06 99.3944 0.00344505 51.5612 7.34496e-06 99.328 0.00362798 51.6021 7.35861e-06 99.2578 0.00381121 51.6458 7.37317e-06 99.181 0.00400215 51.6903 7.38843e-06 99.0979 0.00419841 51.7359 7.4044e-06 99.0085 0.00439969 51.7834 7.42131e-06 98.9139 0.00460253 51.8322 7.43892e-06 98.8077 0.00481972 51.8822 7.45768e-06 98.693 0.00504337 51.9326 7.47723e-06 98.5715 0.0052693 51.9871 7.49824e-06 98.4359 0.00550993 52.0424 7.52055e-06 98.2868 0.00576212 52.0986 7.54416e-06 98.1292 0.00601657 52.1578 7.56915e-06 97.9541 0.00628615 52.2187 7.59597e-06 97.7659 0.00656265 52.2818 7.6244e-06 97.5572 0.00685495 52.3466 7.65492e-06 97.3275 0.00716158 52.4139 7.68778e-06 97.078 0.00747883 52.4853 7.7233e-06 96.8008 0.00781434 52.5598 7.7619e-06 96.4987 0.00816225 52.6393 7.80389e-06 96.1607 0.00853213 52.7218 7.84972e-06 95.7831 0.00892426 52.8081 7.90002e-06 95.3562 0.0093443 52.8999 7.9561e-06 94.8786 0.00978844 52.9985 8.01853e-06 94.3374 0.0102633 53.1043 8.08869e-06 93.7231 0.0107703 53.2207 8.16847e-06 93.0037 0.0113271 53.3461 8.26078e-06 92.1737 0.0119266 53.4825 8.36715e-06 91.1867 0.0125884 53.6303 8.49279e-06 90.0044 0.0133189 53.7905 8.64294e-06 88.5644 0.0141317 53.9617 8.82545e-06 86.815 0.0150235 54.1524 9.05104e-06 84.6605 0.0160022 54.3633 9.33566e-06 82.0206 0.0170523 54.5918 9.69695e-06 78.8472 0.0181347 54.8692 1.01642e-05 75.0788 0.0192077 55.2147 1.07754e-05 70.713 0.0202079 55.6033 1.15616e-05 65.9655 0.0210403 56.0515 1.25438e-05 61.052 0.0216534 56.5521 1.37353e-05 56.1252 0.0220354 57.0881 1.5154e-05 51.2063 0.0221961 57.701 1.68779e-05 46.1684 0.0221373 58.3965 1.90591e-05 40.6419 0.0218102 59.1717 2.20833e-05 34.0927 0.021049 60.001 2.68808e-05 26.1481 0.0195135 60.8114 3.57606e-05 17.3266 0.0168063 61.6611 5.51023e-05 9.57257 0.0130646 63.7536 0.000104857 4.5029 0.0092082 69.7481 0.000255078 1.65345 0.0056625 73.3143 0.000748614 0.427766 0.00289805 70.9372 0.00275401