diff --git a/scripts/checkTrackSelection.py b/scripts/checkTrackSelection.py index b283eb2..6d2b092 100644 --- a/scripts/checkTrackSelection.py +++ b/scripts/checkTrackSelection.py @@ -3,7 +3,7 @@ # @Author: Elena Graverini # @Date: 2015-10-27 18:26:49 # @Last Modified by: Elena Graverini -# @Last Modified time: 2017-05-24 17:26:51 +# @Last Modified time: 2017-05-29 11:24:56 import sys import os from math import sqrt, radians @@ -24,7 +24,8 @@ val = {'TT': 5, 'IT': 7} layer = {'TT': 'TTaU', 'IT': 'T3X2'} cut = {'TT': 12, 'IT': 20} -stat = 20000000 +stat_2d = 200000000 +stat = stat_2d # 2000000 # r.gStyle.SetPadRightMargin(0.16) # r.gStyle.SetPadLeftMargin(r.gStyle.GetPadLeftMargin() * 0.7) @@ -91,6 +92,14 @@ return c +def sqrt_histogram(h): + sh = h.Clone() + for i in range(h.GetNbinsX()): + sh.SetBinContent(i, h.GetBinError(i)) + sh.Sumw2() + return sh + + csaver = [] @@ -123,7 +132,7 @@ def elliptical_cut(cx, cy, rx, ry, theta): theta = radians(theta) - cus = "((xprime-{cx})^2/{rx}^2 + (yprime-{cy})^2/{ry}^2) < 1.".format( + cus = "(((xprime-{cx})^2/{rx}^2 + (yprime-{cy})^2/{ry}^2) < 1.)".format( cx=cx, rx=rx, cy=cy, ry=ry) cus = cus.replace('xprime', 'x*TMath::Cos({t})-y*TMath::Sin({t})'.format(t=theta)) cus = cus.replace('yprime', 'y*TMath::Cos({t})-x*TMath::Sin({t})'.format(t=theta)) @@ -145,36 +154,95 @@ (0000 + 1, 1616): elliptical_cut(1.3, 0.04, 1.8, 0.11, 6.2)} } +house_cuts = { + 'TT': "(TrChi2/TrNDoF<3.0) && (GhostP<0.01+0.1/1.6*TrChi2/TrNDoF) && (GhostP<0.01-0.1/3.4*(TrChi2/TrNDoF-5.0))", + 'IT': "(GhostP<0.1*TrChi2/TrNDoF) && (GhostP<0.2-0.1*(TrChi2/TrNDoF-5.0))", +} + def test_selection(t, fill, det, stat): - t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_tot_s(40,0.0,100.0)", "val{v}>{sc}".format(v=val[det], sc=cut[det]), 'goff', stat, 0) - t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_tot_n(40,0.0,100.0)", "val{v}<{sc}".format(v=val[det], sc=cut[det]), 'goff', stat, 0) - fill_ranges = ellptical_cuts_dict[det].keys() - print(fill_ranges) - fill_ranges_good = [ra for ra in fill_ranges if ra[0] <= fill <= ra[1]] - print(fill_ranges_good, fill) - fill_range = fill_ranges_good[0] - print(fill_range) - t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_s(40,0.0,100.0)", "(val{v}>{sc}) && ({cus})".format(v=val[det], sc=cut[det], cus=ellptical_cuts_dict[det][fill_range]), 'goff', stat, 0) - t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_n(40,0.0,100.0)", "(val{v}<{sc}) && !({cus})".format(v=val[det], sc=cut[det], cus=ellptical_cuts_dict[det][fill_range]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_tot_s(40,0.0,100.0)", "(odinStep==0) && (val{v}>{sc})".format(v=val[det], sc=cut[det]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_tot_n(40,0.0,100.0)", "(odinStep==0) && (val{v}<{sc})".format(v=val[det], sc=cut[det]), 'goff', stat, 0) h_tot_s = r.gDirectory.Get('h_tot_s') h_tot_n = r.gDirectory.Get('h_tot_n') + fill_ranges = ellptical_cuts_dict[det].keys() + fill_ranges_good = [ra for ra in fill_ranges if ra[0] <= fill <= ra[1]] + fill_range = fill_ranges_good[0] + assert(fill_range[0] <= fill <= fill_range[1]) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_s(40,0.0,100.0)", "(odinStep==0) && (val{v}>{sc}) && ({cus})".format(v=val[det], sc=cut[det], cus=ellptical_cuts_dict[det][fill_range]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_n(40,0.0,100.0)", "(odinStep==0) && (val{v}<{sc}) && !({cus})".format(v=val[det], sc=cut[det], cus=ellptical_cuts_dict[det][fill_range]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_tot(40,0.0,100.0)", "(odinStep==0) && ({cus})".format(cus=ellptical_cuts_dict[det][fill_range]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_s_christian(40,0.0,100.0)", "(odinStep==0) && (val{v}>{sc}) && ({cus})".format(v=val[det], sc=cut[det], cus=house_cuts[det]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_n_christian(40,0.0,100.0)", "(odinStep==0) && (val{v}<{sc}) && !({cus})".format(v=val[det], sc=cut[det], cus=house_cuts[det]), 'goff', stat, 0) + t.Draw("TMath::Sqrt(xHit*xHit+yHit*yHit)/10.0>>h_sel_tot_christian(40,0.0,100.0)", "(odinStep==0) && ({cus})".format(cus=house_cuts[det]), 'goff', stat, 0) h_sel_s = r.gDirectory.Get('h_sel_s') h_sel_n = r.gDirectory.Get('h_sel_n') + h_sel_tot = r.gDirectory.Get('h_sel_tot') + h_sel_s_christian = r.gDirectory.Get('h_sel_s_christian') + h_sel_n_christian = r.gDirectory.Get('h_sel_n_christian') + h_sel_tot_christian = r.gDirectory.Get('h_sel_tot_christian') h_eff_s = r.TH1F('h_eff_s', 'h_eff_s', 40, 0.0, 100.0) h_pur_n = r.TH1F('h_pur_n', 'h_pur_n', 40, 0.0, 100.0) + h_snr = r.TH1F('h_snr', 'h_snr', 40, 0.0, 100.0) + h_sign = r.TH1F('h_sign', 'h_sign', 40, 0.0, 100.0) + h_punzi = r.TH1F('h_punzi', 'h_punzi', 40, 0.0, 100.0) h_eff_s.Divide(h_sel_s, h_tot_s, 1.0, 1.0, "b") h_pur_n.Divide(h_sel_n, h_tot_n, 1.0, 1.0, "b") + h_snr.Divide(h_sel_s, h_sel_n, 1.0, 1.0, "b") + h_sign.Divide(h_sel_s, sqrt_histogram(h_sel_n), 1.0, 1.0, "b") + h_punzi.Divide(h_sel_s, sqrt_histogram(h_sel_tot), 1.0, 1.0, "b") + h_eff_s_christian = r.TH1F('h_eff_s_christian', 'h_eff_s_christian', 40, 0.0, 100.0) + h_pur_n_christian = r.TH1F('h_pur_n_christian', 'h_pur_n_christian', 40, 0.0, 100.0) + h_snr_christian = r.TH1F('h_snr_christian', 'h_snr_christian', 40, 0.0, 100.0) + h_sign_christian = r.TH1F('h_sign_christian', 'h_sign_christian', 40, 0.0, 100.0) + h_punzi_christian = r.TH1F('h_punzi_christian', 'h_punzi_christian', 40, 0.0, 100.0) + h_snr_christian.Divide(h_sel_s_christian, h_sel_n_christian, 1.0, 1.0, "b") + h_sign_christian.Divide(h_sel_s_christian, sqrt_histogram(h_sel_n_christian), 1.0, 1.0, "b") + h_punzi_christian.Divide(h_sel_s_christian, sqrt_histogram(h_sel_tot_christian), 1.0, 1.0, "b") + h_eff_s_christian.Divide(h_sel_s_christian, h_tot_s, 1.0, 1.0, "b") + h_pur_n_christian.Divide(h_sel_n_christian, h_tot_n, 1.0, 1.0, "b") + h_pur_n.SetLineColor(r.kRed) + h_pur_n_christian.SetLineColor(r.kRed) + h_eff_s_christian.SetLineStyle(r.kDashed) + h_pur_n_christian.SetLineStyle(r.kDashed) c_eff = r.TCanvas("c_eff", "Eff./Pur. Canvas", 800, 600) h_eff_s.SetMaximum(1.1) h_eff_s.SetMinimum(-0.1) h_pur_n.SetMaximum(1.1) h_pur_n.SetMinimum(-0.1) - h_eff_s.SetXTitle("#it{r} [cm]") - h_eff_s.SetYTitle("(Rejection) Efficiency") - h_eff_s.Draw() + h_eff_s_christian.SetXTitle("#it{r} [cm]") + h_eff_s_christian.SetYTitle("(Rejection) Efficiency") + h_eff_s_christian.SetMaximum(1.0) + c_eff.cd() + h_eff_s_christian.Draw() + h_pur_n_christian.Draw("same") + h_eff_s.Draw("same") h_pur_n.Draw("same") c_eff.SaveAs('trackSel/c_eff_{}_{}_elena.pdf'.format(fill, det)) + c_snr = r.TCanvas() + c_snr.cd() + h_snr_christian.SetXTitle("#it{r} [cm]") + h_snr_christian.SetYTitle("S/N ratio") + h_snr_christian.SetLineStyle(r.kDashed) + h_snr_christian.Draw('hist') + h_snr.Draw('hist same') + c_snr.SaveAs('trackSel/c_snr_{}_{}_elena.pdf'.format(fill, det)) + c_sign = r.TCanvas() + c_sign.cd() + h_sign_christian.SetXTitle("#it{r} [cm]") + h_sign_christian.SetYTitle("S/#sqrt{N}") + h_sign_christian.SetLineStyle(r.kDashed) + h_sign_christian.Draw('hist') + h_sign.Draw('hist same') + c_sign.SaveAs('trackSel/c_sign_{}_{}_elena.pdf'.format(fill, det)) + c_punzi = r.TCanvas() + c_punzi.cd() + h_punzi_christian.SetXTitle("#it{r} [cm]") + h_punzi_christian.SetYTitle("S/#sqrt{S+N}") + h_punzi_christian.SetLineStyle(r.kDashed) + h_punzi_christian.Draw('hist') + h_punzi.Draw('hist same') + c_punzi.SaveAs('trackSel/c_punzi_{}_{}_elena.pdf'.format(fill, det)) def printSelection(f, t_sig, det, fill, stat, good_steps=True, return_all=False): @@ -185,8 +253,8 @@ cut_sig = "(val%s>%s)" % (val[det], cut[det]) cut_noise = "(val%s<%s)" % (val[det], cut[det]) if good_steps: - cut_sig += ' && (odinStep<12)' - cut_noise += ' && (odinStep<12)' + cut_sig += ' && (odinStep==0)' + cut_noise += ' && (odinStep==0)' print(t_sig.Draw("GhostP : TrChi2/TrNDoF>>hsig(100,0., 5,100, 0.,1.)", cut_sig, "goff", stat, 0)) h_sig = r.gDirectory.Get('hsig') print(t_sig.Draw("GhostP : TrChi2/TrNDoF>>hnoise(100,0., 5,100, 0.,1.)", cut_noise, "goff", stat, 0)) @@ -342,7 +410,7 @@ return norm * exp(-0.5 / (1 - pow(rho, 2)) * ((frac * pow((x - mu_x) / sigma_x, 2) + (1 - frac) * pow((x - mu_x) / sigma_x_2, 2)) + (frac * pow((y - mu_y) / sigma_y, 2) + (1 - frac) * pow((y - mu_y) / sigma_y_2, 2)) - 2 * rho * frac * (x - mu_x) * (y - mu_y) / (sigma_x * sigma_y)) - - 2 * rho * (1 - frac) * (x - mu_x) * (y - mu_y) / (sigma_x_2 * sigma_y_2)) + 2 * rho * (1 - frac) * (x - mu_x) * (y - mu_y) / (sigma_x_2 * sigma_y_2)) def wrap_bigauss(x, par): @@ -412,7 +480,7 @@ for fill in fills: f = r.TFile(location[det] + '%s.root' % fill, 'read') t_sig = f.Get('STADCTrackMonitor/HitInfo/%s' % layer[det]) - f, t_sig, h_list = printSelection(f, t_sig, det, fill, stat, good_steps=True, return_all=True) + f, t_sig, h_list = printSelection(f, t_sig, det, fill, stat_2d, good_steps=True, return_all=True) test_selection(t_sig, int(fill), det, stat) f.Close() # punzi = h_list[-1] diff --git 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