TMVA NoPreSels NoGECs AllPhysTracksInEvent AllPhysTracksInEvent ReweightRICH2 TrainMixtureNoGhosts EvalHeavyGhosts 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 50.5001 7.10634e-06 99.9996 8.63145e-05 50.5165 7.10982e-06 99.9983 0.000182563 50.5378 7.11443e-06 99.9954 0.000300304 50.5605 7.11941e-06 99.9928 0.000376744 50.5812 7.12399e-06 99.9898 0.000449355 50.6011 7.1284e-06 99.9857 0.000531304 50.622 7.13309e-06 99.9816 0.000602848 50.6429 7.13781e-06 99.9766 0.000681003 50.6645 7.14275e-06 99.9703 0.000766812 50.6868 7.14791e-06 99.9632 0.000853855 50.7101 7.15334e-06 99.9548 0.000946352 50.7343 7.15907e-06 99.9437 0.00105572 50.7599 7.16528e-06 99.9315 0.00116405 50.787 7.1719e-06 99.9187 0.00126805 50.815 7.17875e-06 99.9023 0.00139026 50.8438 7.18603e-06 99.8842 0.00151329 50.8731 7.19355e-06 99.8647 0.001636 50.9022 7.20114e-06 99.8417 0.00176885 50.9338 7.20948e-06 99.8164 0.0019048 50.9646 7.21786e-06 99.7881 0.00204644 50.9961 7.22661e-06 99.7583 0.00218491 51.0298 7.23592e-06 99.7252 0.00232939 51.0641 7.24564e-06 99.69 0.00247377 51.1004 7.25593e-06 99.6501 0.00262778 51.1361 7.26645e-06 99.607 0.0027842 51.1722 7.27729e-06 99.5591 0.00294809 51.2097 7.28878e-06 99.5086 0.00311174 51.2484 7.30075e-06 99.4518 0.0032857 51.2879 7.31336e-06 99.3915 0.0034607 51.3284 7.32648e-06 99.3259 0.00364132 51.3706 7.34036e-06 99.2544 0.00382819 51.4159 7.35536e-06 99.1777 0.00401855 51.4633 7.37122e-06 99.0951 0.00421384 51.5103 7.38748e-06 99.0044 0.00441798 51.5582 7.40458e-06 98.9076 0.00462558 51.6081 7.42257e-06 98.802 0.00484129 51.6602 7.44177e-06 98.6872 0.0050651 51.7139 7.46204e-06 98.5599 0.00530144 51.7685 7.48352e-06 98.4232 0.00554367 51.826 7.5064e-06 98.2747 0.00579442 51.8856 7.53072e-06 98.1095 0.0060603 51.9465 7.55667e-06 97.9305 0.00633501 52.0096 7.58428e-06 97.7352 0.00662053 52.0752 7.61383e-06 97.5195 0.00692099 52.142 7.64535e-06 97.2831 0.00723447 52.213 7.6796e-06 97.0244 0.00756104 52.287 7.71646e-06 96.7383 0.00790453 52.3638 7.75632e-06 96.4226 0.0082647 52.4446 7.79974e-06 96.0733 0.00864305 52.5314 7.84753e-06 95.6796 0.00904744 52.623 7.90044e-06 95.2415 0.00947336 52.7199 7.95873e-06 94.7439 0.00993025 52.8245 8.02434e-06 94.1803 0.010418 52.9346 8.09762e-06 93.5293 0.0109472 53.053 8.18134e-06 92.786 0.0115129 53.1826 8.27713e-06 91.9089 0.0121349 53.322 8.38898e-06 90.8793 0.0128115 53.4733 8.52018e-06 89.6503 0.0135548 53.6346 8.67608e-06 88.1693 0.014372 53.8078 8.86458e-06 86.3704 0.0152679 54.0034 9.0986e-06 84.1551 0.0162495 54.2129 9.39249e-06 81.4599 0.0172935 54.4472 9.76622e-06 78.2098 0.0183702 54.7185 1.02482e-05 74.3438 0.0194345 55.0422 1.08769e-05 69.8981 0.0204119 55.4235 1.16892e-05 65.053 0.0212174 55.8561 1.27071e-05 60.0418 0.0217963 56.3317 1.39439e-05 55.0479 0.022136 56.8588 1.54228e-05 50.0659 0.0222497 57.438 1.72173e-05 44.9927 0.0221378 58.0999 1.94908e-05 39.4758 0.0217512 58.8242 2.26313e-05 32.9909 0.0209227 59.6095 2.76241e-05 25.2272 0.0193268 60.3793 3.68273e-05 16.6951 0.0165952 61.1427 5.67068e-05 9.23671 0.0128845 63.1587 0.000107607 4.34975 0.00907673 69.0284 0.000261087 1.60926 0.00559944 72.2485 0.000755653 0.417167 0.00286815 69.6568 0.00275955