bendavid · khoumani · Sep 6, 2015 · Sep 6, 2015 · Sep 6, 2015 · Sep 6, 2015
diff --git a/macros/examples/BarrelSATURATED_Log_sig3_FAlpha_evts100/fres.root b/macros/examples/BarrelSATURATED_Log_sig3_FAlpha_evts100/fres.root
diff --git a/macros/examples/BarrelSATURATED_Log_sig3_FAlpha_evts100/wereg_ph_eb.root b/macros/examples/BarrelSATURATED_Log_sig3_FAlpha_evts100/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/RawE_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/RawE_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/RawElog_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/RawElog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/RawElog_ph_eb.root b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/RawElog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/a1_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/a1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/a2_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/a2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/corrected_energy_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/corrected_energy_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/corrected_energy_ph_eb.root b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/corrected_energy_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/eta_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/eta_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/fres.root b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/fres.root
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/mean_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/mean_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/n1_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/n1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/n2_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/n2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/response_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/response_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/responselog_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/responselog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/responselog_ph_eb.root b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/responselog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/wereg_ph_eb.root b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_FAlpha__evts15/width_ph_eb.png b/macros/examples/Barrel_Log_sig3_FAlpha__evts15/width_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/RawE_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/RawE_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/RawElog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/RawElog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/RawElog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/RawElog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/corrected_energy_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/corrected_energy_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/corrected_energy_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/corrected_energy_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/eta_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/eta_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/fres.root b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/fres.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/mean_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/mean_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/n1_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/n1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/n2_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/n2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/response_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/response_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/responselog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/responselog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/responselog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/responselog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/wereg_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/width_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-1_evts_n100/width_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/RawE_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/RawE_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/RawElog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/RawElog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/RawElog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/RawElog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/corrected_energy_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/corrected_energy_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/corrected_energy_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/corrected_energy_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/eta_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/eta_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/fres.root b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/fres.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/mean_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/mean_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/n1_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/n1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/n2_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/n2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/response_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/response_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/responselog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/responselog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/responselog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/responselog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/wereg_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/width_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-2_evts_n100/width_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/RawE_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/RawE_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/RawElog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/RawElog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/RawElog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/RawElog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/corrected_energy_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/corrected_energy_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/corrected_energy_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/corrected_energy_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/eta_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/eta_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/fres.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/fres.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/mean_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/mean_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/n1_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/n1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/n2_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/n2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/response_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/response_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/responselog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/responselog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/responselog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/responselog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/wereg_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/width_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts100_n1000/width_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/RawE_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/RawE_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/RawElog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/RawElog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/RawElog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/RawElog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/corrected_energy_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/corrected_energy_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/corrected_energy_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/corrected_energy_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/eta_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/eta_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/fres.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/fres.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/mean_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/mean_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/n1_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/n1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/n2_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/n2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/response_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/response_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/responselog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/responselog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/responselog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/responselog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_nvtx_fit_cor_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_nvtx_fit_cor_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_nvtx_fit_raw_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_nvtx_fit_raw_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_CMS2.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_CMS2.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_CMS2.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_CMS2.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_fit_cor_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_fit_cor_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_fit_raw_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_pt_fit_raw_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_r9.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_r9.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_r9_fit_cor_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_r9_fit_cor_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_r9_fit_raw_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/scale_vs_r9_fit_raw_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/wereg_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/width_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha2-3_evts15/width_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/RawE_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/RawE_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/RawElog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/RawElog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/RawElog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/RawElog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/corrected_energy_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/corrected_energy_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/corrected_energy_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/corrected_energy_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/eta_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/eta_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/fres.root b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/fres.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/mean_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/mean_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/n1_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/n1_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/n2_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/n2_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/response_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/response_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/responselog_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/responselog_ph_eb.png
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/responselog_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/responselog_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/wereg_ph_eb.root b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/wereg_ph_eb.root
diff --git a/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/width_ph_eb.png b/macros/examples/Barrel_Log_sig3_alpha3-1_evts_n100/width_ph_eb.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/RawE_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/RawE_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/RawElog_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/RawElog_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/RawElog_ph_ee.root b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/RawElog_ph_ee.root
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/corrected_energy_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/corrected_energy_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/corrected_energy_ph_ee.root b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/corrected_energy_ph_ee.root
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/eta_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/eta_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/fres.root b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/fres.root
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/mean_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/mean_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/n1_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/n1_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/n2_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/n2_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/response_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/response_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/responselog_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/responselog_ph_ee.png
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/responselog_ph_ee.root b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/responselog_ph_ee.root
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/wereg_ph_ee.root b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/wereg_ph_ee.root
diff --git a/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/width_ph_ee.png b/macros/examples/Endcap_Log_sig3_alpha2-2_evts15/width_ph_ee.png
diff --git a/macros/examples/HighPt_distribution_barrel_trainingSelection_notSaturated.png b/macros/examples/HighPt_distribution_barrel_trainingSelection_notSaturated.png
diff --git a/macros/examples/HighPt_distribution_endcap_trainingSelection_notSaturated.png b/macros/examples/HighPt_distribution_endcap_trainingSelection_notSaturated.png
diff --git a/macros/examples/Pt_distribution_barrel_trainingSelection_notSaturated.png b/macros/examples/Pt_distribution_barrel_trainingSelection_notSaturated.png
diff --git a/macros/examples/Pt_distribution_endcap_trainingSelection_notSaturated.png b/macros/examples/Pt_distribution_endcap_trainingSelection_notSaturated.png
diff --git a/macros/examples/eregtesting.C b/macros/examples/eregtesting.C
diff --git a/macros/examples/eregtestingFAlpha_Log.C b/macros/examples/eregtestingFAlpha_Log.C
diff --git a/macros/examples/eregtestingLog.C b/macros/examples/eregtestingLog.C
diff --git a/macros/examples/eregtraining.C b/macros/examples/eregtraining.C
@@ -0,0 +1,291 @@
+#include "RooRealVar.h"
+#include "RooAbsPdf.h"
+#include "RooExponential.h"
+#include "RooGaussian.h"
+#include "RooPlot.h"
+#include "TCanvas.h"
+#include "RooConstVar.h"
+#include "RooDataSet.h"
+#include "RooHybridBDTAutoPdf.h"
+#include "RooFormulaVar.h"
+#include "RooProdPdf.h"
+#include "RooUniform.h"
+#include "TRandom.h"
+#include "TGraph.h"
+#include "RooAddPdf.h"
+#include "RooNDKeysPdf.h"
+#include "RooExtendPdf.h"
+#include "RooMinimizer.h"
+#include "TFile.h"
+#include "TNtuple.h"
+#include "HybridGBRForest.h"
+#include "RooProduct.h"
+#include "RooChebychev.h"
+#include "RooBernstein.h"
+#include "RooPolynomial.h"
+#include "RooGenericPdf.h"
+//#include "HZZ2L2QRooPdfs.h"
+#include "RooDoubleCBFast.h"
+#include "RooArgSet.h"
+#include "RooArgList.h"
+#include "RooCBShape.h"
+#include "RooWorkspace.h"
+#include "TH1D.h"
+#include "TChain.h"
+#include "TCut.h"
+#include "TLine.h"
+#include "TLegend.h"
+#include "RooRandom.h"
+#include "RooAddition.h"
+#include "TSystem.h"
+#include "RooLinearVar.h"
+#include "RooCBExp.h"
+#include "RooCBFast.h"
+#include "RooGaussianFast.h"
+
+
+using namespace RooFit;
+
+
+void eregtraining(bool dobarrel=true, bool doele=false) {
+
+       //output directory 
+  	TString dirname = "ereg_sig3_Evts20_alpha36-07/"; 
+  	gSystem->mkdir(dirname,true);
+  	gSystem->cd(dirname);  
+
+       //values param
+       Double_t minCutSig = 3., alpha1_const=3.6, alpha2_const=0.7;
+       /*
+       TCut prescale10 = "(event%10==0)";
+  	TCut prescale20 = "(event%20==0)";
+  	TCut prescale25 = "(event%25==0)";
+  	TCut prescale50 = "(event%50==0)";
+  	TCut prescale100 = "(event%100==0)";  
+  	TCut prescale1000 = "(event%1000==0)";  
+  	TCut evenevents = "(event%2==0)";
+  	TCut oddevents = "(event%2==1)";  
+  	*/
+       TCut cutUsed = "(event%20==0)";
+  	//build vectors with list of input variables 
+  	std::vector<std::string> *varsf = new std::vector<std::string>;
+  	varsf->push_back("scRawEnergy");
+  	varsf->push_back("scEta");
+  	varsf->push_back("scPhy");
+  	varsf->push_back("r9");  
+  	varsf->push_back("etaWidth");
+  	varsf->push_back("phiWidth");  
+  	varsf->push_back("scClustersSize");
+  	varsf->push_back("hadTowOverEm"); 
+  	varsf->push_back("rho");
+  	varsf->push_back("nvtx");
+
+  	varsf->push_back("eta-scEta"); 
+  	varsf->push_back("atan2(sin(phi-scPhy),cos(phi-scPhy))");
+  	varsf->push_back("scSeedEnergy/scRawEnergy");
+
+  	varsf->push_back("e3x3/e5x5");
+  	varsf->push_back("sigmaIetaIeta");   
+  	varsf->push_back("sigmaIphiIphi");   
+  	varsf->push_back("covarianceIetaIphi");
+  	varsf->push_back("eMax/e5x5");
+  	varsf->push_back("e2nd/e5x5");
+  	varsf->push_back("eTop/e5x5");
+  	varsf->push_back("eBottom/e5x5");
+  	varsf->push_back("eLeft/e5x5");
+  	varsf->push_back("eRight/e5x5");
+  	varsf->push_back("e2x5Max/e5x5");
+  	varsf->push_back("e2x5Top/e5x5");
+  	varsf->push_back("e2x5Bottom/e5x5");
+  	varsf->push_back("e2x5Left/e5x5");
+  	varsf->push_back("e2x5Right/e5x5");
+
+  	std::vector<std::string> *varseb = new std::vector<std::string>(*varsf);
+  	std::vector<std::string> *varsee = new std::vector<std::string>(*varsf);
+
+  	varseb->push_back("e5x5/scSeedEnergy");
+
+  	varseb->push_back("iEta");
+  	varseb->push_back("iPhi");
+  	varseb->push_back("(iEta-1*abs(iEta)/iEta)%5");
+  	varseb->push_back("(iPhi-1)%2");       
+  	varseb->push_back("(abs(iEta)<=25)*((iEta-1*abs(iEta)/iEta)%25) + (abs(iEta)>25)*((iEta-26*abs(iEta)/iEta)%20)");
+  	varseb->push_back("(iPhi-1)%20"); 
+  	varseb->push_back("cryEta");
+  	varseb->push_back("cryPhi");
+
+  	varsee->push_back("scPreshowerEnergy/scRawEnergy");
+
+  	//select appropriate input list for barrel or endcap
+  	std::vector<std::string> *varslist;
+  	if (dobarrel) varslist = varseb;
+  	else varslist = varsee;
+
+  	//create RooRealVars for each input variable
+  	RooArgList vars;
+  	for (unsigned int ivar=0; ivar<varslist->size(); ++ivar) 
+	{
+  	  	RooRealVar *var = new RooRealVar(TString::Format("var_%i",ivar),varslist->at(ivar).c_str(),0.);
+  	  	vars.addOwned(*var);
+  	}
+
+  	//make list of input variable RooRealVars
+  	RooArgList condvars(vars);
+
+  	//create RooRealVar for target
+  	RooRealVar *tgtvar = new RooRealVar("tgtvar","etrue/scRawEnergy",1.);
+  	if (!dobarrel) tgtvar->SetTitle("etrue/(scRawEnergy + scPreshowerEnergy)");  
+
+  	//add target to full list
+  	vars.addOwned(*tgtvar);
+
+  	//RooRealVar for event weight 
+  	RooRealVar weightvar("weightvar","",1.);
+
+
+  	TChain *tree;
+
+
+  	if (doele) 
+	{ 
+    		tree = new TChain("");
+    		tree->Add("");
+  	}
+  	else 
+	{
+    		tree = new TChain("promptTree");
+    		tree->Add("/afs/cern.ch/user/m/musella/public/forKenza/gam_gam_phys14_v5_regtraining_v3.root"); 
+	}
+
+  	//training selection cut 
+  	TCut selcut;
+  	if (dobarrel) 
+	{
+    		selcut = "pt>200. && abs(scEta)<=1.5";// && kSaturated[12]!=1" ; // && etrue/scRawEnergy <=2. && etrue/scRawEnergy>=0.6";
+  	}
+  	else 
+	{
+    		selcut = "pt>200. && abs(scEta)>1.5";// && kSaturated[12]!=1" ; // && etrue/scRawEnergy <=2. && etrue/scRawEnergy>=0.6" ;   
+  	}
+
+
+
+  	//TCut selweight = "(weight)";
+       TCut selweight = "(1)";
+  	TCut prescale10 = "(event%10==0)";
+  	TCut prescale20 = "(event%20==0)";
+  	TCut prescale25 = "(event%25==0)";
+  	TCut prescale50 = "(event%50==0)";
+  	TCut prescale100 = "(event%100==0)";  
+  	TCut prescale1000 = "(event%1000==0)";  
+  	TCut evenevents = "(event%2==0)";
+  	TCut oddevents = "(event%2==1)";  
+
+
+  	//weightvar title used for per-event weights and selection cuts
+  	if (doele) {
+  	  	weightvar.SetTitle(prescale100*evenevents*selcut);
+  	}
+  	else {
+  	  	weightvar.SetTitle(cutUsed*selweight*selcut);
+  	}
+  	//create RooDataSet from TChain
+  	RooDataSet *hdata = RooTreeConvert::CreateDataSet("hdata",tree,vars,weightvar);   
+
+
+  	//RooRealVars corresponding to regressed parameters (sigma, mean, left tail parameter, right tail parameter)
+  	RooRealVar sigwidthtvar("sigwidthtvar","",0.01);
+  	sigwidthtvar.setConstant(false);
+
+  	RooRealVar sigmeantvar("sigmeantvar","",1.);
+  	sigmeantvar.setConstant(false); 
+
+  	RooRealVar sign1var("sign1var","",3.);
+  	sign1var.setConstant(false);     
+
+  	RooRealVar sign2var("sign2var","",3.);
+  	sign2var.setConstant(false);     
+
+  	//define non-parametric functions for each regressed parameter
+  	RooGBRFunctionFlex *sigwidthtfunc = new RooGBRFunctionFlex("sigwidthtfunc","");
+  	RooGBRFunctionFlex *sigmeantfunc = new RooGBRFunctionFlex("sigmeantfunc","");
+  	RooGBRFunctionFlex *sign1func = new RooGBRFunctionFlex("sign1func","");
+  	RooGBRFunctionFlex *sign2func = new RooGBRFunctionFlex("sign2func","");
+
+  	//define mapping of input variables to non-parametric functions (in this case trivial since all 4 functions depend on the same inputs, but this is not a requirement)
+  	RooGBRTargetFlex *sigwidtht = new RooGBRTargetFlex("sigwidtht","",*sigwidthtfunc,sigwidthtvar,condvars);  
+  	RooGBRTargetFlex *sigmeant = new RooGBRTargetFlex("sigmeant","",*sigmeantfunc,sigmeantvar,condvars);  
+  	RooGBRTargetFlex *sign1t = new RooGBRTargetFlex("sign1t","",*sign1func,sign1var,condvars);  
+  	RooGBRTargetFlex *sign2t = new RooGBRTargetFlex("sign2t","",*sign2func,sign2var,condvars);  
+
+  	//define list of mapped functions to regress
+  	RooArgList tgts;
+ 	tgts.add(*sigwidtht);
+  	tgts.add(*sigmeant);
+  	tgts.add(*sign1t);
+  	tgts.add(*sign2t);  
+
+  	//define transformations corresponding to parameter bounds for non-parametric outputs  
+  	RooRealConstraint sigwidthlim("sigwidthlim","",*sigwidtht,0.0002,0.5);
+  	RooRealConstraint sigmeanlim("sigmeanlim","",*sigmeant,0.2,2.0);
+  	RooRealConstraint sign1lim("sign1lim","",*sign1t,0.01,100.); 
+  	RooRealConstraint sign2lim("sign2lim","",*sign2t,1.01,100.); 
+
+  	//define pdf, which depends on transformed outputs (and is intended to be treated as a conditional pdf over the
+  	//regression inputs in this case)
+  	//The actual pdf below is a double crystal ball, with crossover points alpha_1 and alpha_2 set constant, but all other
+  	//parameters regressed
+  	RooDoubleCBFast sigpdf("sigpdf","",*tgtvar,sigmeanlim,sigwidthlim,RooConst(alpha1_const),sign1lim,RooConst(alpha2_const),sign2lim);
+
+  	//dummy variable
+  	RooConstVar etermconst("etermconst","",0.);  
+
+  	//dummy variable
+  	RooRealVar r("r","",1.);
+  	r.setConstant();
+
+  	//define list of pdfs
+  	std::vector<RooAbsReal*> vpdf;
+  	vpdf.push_back(&sigpdf);  
+
+  	//define list of training datasets
+  	std::vector<RooAbsData*> vdata;
+  	vdata.push_back(hdata);     
+
+  	//define minimum event weight per tree node
+  	double minweight = 200;
+  	std::vector<double> minweights;
+  	minweights.push_back(minweight);
+
+  	//temp output file
+  	TFile *fres = new TFile("fres.root","RECREATE");
+
+  	//run training
+  	if (1) 
+	{
+  	  	RooHybridBDTAutoPdf bdtpdfdiff("bdtpdfdiff","",tgts,etermconst,r,vdata,vpdf);
+  	  	bdtpdfdiff.SetMinCutSignificance(minCutSig);
+  		//bdtpdfdiff.SetPrescaleInit(100);
+  	  	bdtpdfdiff.SetShrinkage(0.1);
+  	  	bdtpdfdiff.SetMinWeights(minweights);
+  	  	bdtpdfdiff.SetMaxNodes(750);
+  	  	bdtpdfdiff.TrainForest(1e6);   
+  	}
+
+  	//create workspace and output to file
+  	RooWorkspace *wereg = new RooWorkspace("wereg");
+  	wereg->import(sigpdf);
+
+  	if (doele && dobarrel)
+  	  	wereg->writeToFile("wereg_ele_eb.root");    
+  	else if (doele && !dobarrel) 
+  	  	wereg->writeToFile("wereg_ele_ee.root");    
+  	else if (!doele && dobarrel)
+  	  	wereg->writeToFile("wereg_ph_eb.root");    
+  	else if (!doele && !dobarrel)
+  	  	wereg->writeToFile("wereg_ph_ee.root");    
+
+  	return;
+
+
+}