#for contour in contours_up + contours_down: for contour in contours_3: contour.SetLineColor(ROOT.kBlack) contour.SetLineStyle(7) contour.Draw("l same") #for contour in contours: for contour in contours_5: contour.SetLineStyle(1) contour.SetLineColor(ROOT.kBlack) contour.Draw("l same") leg.AddEntry(contours_3[0],"3 #sigma", "l") leg.AddEntry(contours_5[0],"5 #sigma", "l") numbers = drawNumbers(exampleHarvest, "CLsexp", x, y, drawOnlyDots=True) # g = getPointGraph(exampleHarvest, "CLsexp", x, y, transformation=transformation, smooth=smooth, npx=npx, npy=npy) # g.Draw("tri") PS.atlas('Work in progress') PS.sqrts_lumi(13, 140.5, x=0.18) PS.string(x=0.18, y=PS.ThirdLine, text="exp. significance") leg.Draw() deco = draw_deco(c) c.SaveAs("example_contour.pdf") #c.SaveAs("example_contour.C") # g = getPointGraph(exampleHarvest, "CLsexp", x, y, transformation=transformation, smooth=smooth, npx=npx, npy=npy) # c = ROOT.TCanvas("c2") # g.Draw("tri1") # c.SaveAs("tri1.pdf") # f = ROOT.TFile.Open("hans.root", "RECREATE") # g.Write("graph") # f.Write()
def main(): plotSig = True filename = "SR_RNN0p86-1p0" if plotSig: filename = filename + "_Significance" else: filename = filename + "_signal_contamination" wwwDir = "/project/etp5/dhandl/plots/Stop1L/FullRun2/SignifcanceScan/21.2.60/" if not os.path.exists(wwwDir): os.makedirs(wwwDir) print('Creating Directory...') bkgDir = '/project/etp3/dhandl/samples/SUSY/Stop1L/21.2.60_ML/' #sigDir = '/project/etp5/dhandl/myFork-stop1l/export/default/' sigDir = bkgDir lumi = str(140500.) cut = '(n_jet>=4) && (n_lep==1) && (lep_pt[0]>25e3) && (n_bjet>=1) && (mt>=110e3) && (met>=230e3) && (jet_pt[0]>=25e3) && (jet_pt[1]>=25e3) && (jet_pt[2]>=25e3) && (jet_pt[3]>=25e3) && (dphi_jet0_ptmiss > 0.4) && (dphi_jet1_ptmiss > 0.4) && !((mT2tauLooseTau_GeV > -0.5) && (mT2tauLooseTau_GeV < 80)) && (outputScore_RNN >= 0.86) && (outputScore_RNN<1.0)' weight = 'weight * xs_weight * lumi_weight * sf_total' sampleNames = [ { 'name': 'ttbar', 'target': [ bkgDir + 'mc16a_ttbar/*.root', bkgDir + 'mc16d_ttbar/*.root', bkgDir + 'mc16e_ttbar/*.root' ], 'chain_name': 'ttbar_Nom', 'class': 'bkg' }, { 'name': 'singletop', 'target': [ bkgDir + 'mc16a_singletop/*.root', bkgDir + 'mc16d_singletop/*.root', bkgDir + 'mc16e_singletop/*.root' ], 'chain_name': 'singletop_Nom', 'class': 'bkg' }, { 'name': 'wjets', 'target': [ bkgDir + 'mc16a_wjets/*.root', bkgDir + 'mc16d_wjets/*.root', bkgDir + 'mc16e_wjets/*.root' ], 'chain_name': 'wjets_Nom', 'class': 'bkg' }, { 'name': 'ttV', 'target': [ bkgDir + 'mc16a_ttV/*.root', bkgDir + 'mc16d_ttV/*.root', bkgDir + 'mc16e_ttV/*.root' ], 'chain_name': 'ttV_Nom', 'class': 'bkg' }, { 'name': 'multiboson', 'target': [ bkgDir + 'mc16a_multiboson/*.root', bkgDir + 'mc16d_multiboson/*.root', bkgDir + 'mc16e_multiboson/*.root' ], 'chain_name': 'multiboson_Nom', 'class': 'bkg' }, ### bWN ### { 'name': 'bWN_400_235', 'target': [ bkgDir + 'mc16a_bWN_400_235/*.root', bkgDir + 'mc16d_bWN_400_235/*.root', bkgDir + 'mc16e_bWN_400_235/*.root' ], 'chain_name': 'bWN_400_235_Nom', 'class': 'sig' }, { 'name': 'bWN_400_250', 'target': [ bkgDir + 'mc16a_bWN_400_250/*.root', bkgDir + 'mc16d_bWN_400_250/*.root', bkgDir + 'mc16e_bWN_400_250/*.root' ], 'chain_name': 'bWN_400_250_Nom', 'class': 'sig' }, { 'name': 'bWN_400_280', 'target': [ bkgDir + 'mc16a_bWN_400_280/*.root', bkgDir + 'mc16d_bWN_400_280/*.root', bkgDir + 'mc16e_bWN_400_280/*.root' ], 'chain_name': 'bWN_400_280_Nom', 'class': 'sig' }, { 'name': 'bWN_400_310', 'target': [ bkgDir + 'mc16a_bWN_400_310/*.root', bkgDir + 'mc16d_bWN_400_310/*.root', bkgDir + 'mc16e_bWN_400_310/*.root' ], 'chain_name': 'bWN_400_310_Nom', 'class': 'sig' }, { 'name': 'bWN_450_285', 'target': [ bkgDir + 'mc16a_bWN_450_285/*.root', bkgDir + 'mc16d_bWN_450_285/*.root', bkgDir + 'mc16e_bWN_450_285/*.root' ], 'chain_name': 'bWN_450_285_Nom', 'class': 'sig' }, { 'name': 'bWN_450_300', 'target': [ bkgDir + 'mc16a_bWN_450_300/*.root', bkgDir + 'mc16d_bWN_450_300/*.root', bkgDir + 'mc16e_bWN_450_300/*.root' ], 'chain_name': 'bWN_450_300_Nom', 'class': 'sig' }, { 'name': 'bWN_450_330', 'target': [ bkgDir + 'mc16a_bWN_450_330/*.root', bkgDir + 'mc16d_bWN_450_330/*.root', bkgDir + 'mc16e_bWN_450_330/*.root' ], 'chain_name': 'bWN_450_330_Nom', 'class': 'sig' }, { 'name': 'bWN_450_360', 'target': [ bkgDir + 'mc16a_bWN_450_360/*.root', bkgDir + 'mc16d_bWN_450_360/*.root', bkgDir + 'mc16e_bWN_450_360/*.root' ], 'chain_name': 'bWN_450_360_Nom', 'class': 'sig' }, { 'name': 'bWN_500_335', 'target': [ bkgDir + 'mc16a_bWN_500_335/*.root', bkgDir + 'mc16d_bWN_500_335/*.root', bkgDir + 'mc16e_bWN_500_335/*.root' ], 'chain_name': 'bWN_500_335_Nom', 'class': 'sig' }, { 'name': 'bWN_500_350', 'target': [ bkgDir + 'mc16a_bWN_500_350/*.root', bkgDir + 'mc16d_bWN_500_350/*.root', bkgDir + 'mc16e_bWN_500_350/*.root' ], 'chain_name': 'bWN_500_350_Nom', 'class': 'sig' }, { 'name': 'bWN_500_380', 'target': [ bkgDir + 'mc16a_bWN_500_380/*.root', bkgDir + 'mc16d_bWN_500_380/*.root', bkgDir + 'mc16e_bWN_500_380/*.root' ], 'chain_name': 'bWN_500_380_Nom', 'class': 'sig' }, { 'name': 'bWN_500_410', 'target': [ bkgDir + 'mc16a_bWN_500_410/*.root', bkgDir + 'mc16d_bWN_500_410/*.root', bkgDir + 'mc16e_bWN_500_410/*.root' ], 'chain_name': 'bWN_500_410_Nom', 'class': 'sig' }, { 'name': 'bWN_550_385', 'target': [ bkgDir + 'mc16a_bWN_550_385/*.root', bkgDir + 'mc16d_bWN_550_385/*.root', bkgDir + 'mc16e_bWN_550_385/*.root' ], 'chain_name': 'bWN_550_385_Nom', 'class': 'sig' }, { 'name': 'bWN_550_400', 'target': [ bkgDir + 'mc16a_bWN_550_400/*.root', bkgDir + 'mc16d_bWN_550_400/*.root', bkgDir + 'mc16e_bWN_550_400/*.root' ], 'chain_name': 'bWN_550_400_Nom', 'class': 'sig' }, { 'name': 'bWN_550_430', 'target': [ bkgDir + 'mc16a_bWN_550_430/*.root', bkgDir + 'mc16d_bWN_550_430/*.root', bkgDir + 'mc16e_bWN_550_430/*.root' ], 'chain_name': 'bWN_550_430_Nom', 'class': 'sig' }, { 'name': 'bWN_550_460', 'target': [ bkgDir + 'mc16a_bWN_550_460/*.root', bkgDir + 'mc16d_bWN_550_460/*.root', bkgDir + 'mc16e_bWN_550_460/*.root' ], 'chain_name': 'bWN_550_460_Nom', 'class': 'sig' }, { 'name': 'bWN_600_435', 'target': [ bkgDir + 'mc16a_bWN_600_435/*.root', bkgDir + 'mc16d_bWN_600_435/*.root', bkgDir + 'mc16e_bWN_600_435/*.root' ], 'chain_name': 'bWN_600_435_Nom', 'class': 'sig' }, { 'name': 'bWN_600_450', 'target': [ bkgDir + 'mc16a_bWN_600_450/*.root', bkgDir + 'mc16d_bWN_600_450/*.root', bkgDir + 'mc16e_bWN_600_450/*.root' ], 'chain_name': 'bWN_600_450_Nom', 'class': 'sig' }, { 'name': 'bWN_600_480', 'target': [ bkgDir + 'mc16a_bWN_600_480/*.root', bkgDir + 'mc16d_bWN_600_480/*.root', bkgDir + 'mc16e_bWN_600_480/*.root' ], 'chain_name': 'bWN_600_480_Nom', 'class': 'sig' }, { 'name': 'bWN_600_510', 'target': [ bkgDir + 'mc16a_bWN_600_510/*.root', bkgDir + 'mc16d_bWN_600_510/*.root', bkgDir + 'mc16e_bWN_600_510/*.root' ], 'chain_name': 'bWN_600_510_Nom', 'class': 'sig' }, { 'name': 'bWN_650_485', 'target': [ bkgDir + 'mc16a_bWN_650_485/*.root', bkgDir + 'mc16d_bWN_650_485/*.root', bkgDir + 'mc16e_bWN_650_485/*.root' ], 'chain_name': 'bWN_650_485_Nom', 'class': 'sig' }, { 'name': 'bWN_650_500', 'target': [ bkgDir + 'mc16a_bWN_650_500/*.root', bkgDir + 'mc16d_bWN_650_500/*.root', bkgDir + 'mc16e_bWN_650_500/*.root' ], 'chain_name': 'bWN_650_500_Nom', 'class': 'sig' }, { 'name': 'bWN_650_530', 'target': [ bkgDir + 'mc16a_bWN_650_530/*.root', bkgDir + 'mc16d_bWN_650_530/*.root', bkgDir + 'mc16e_bWN_650_530/*.root' ], 'chain_name': 'bWN_650_530_Nom', 'class': 'sig' }, { 'name': 'bWN_650_560', 'target': [ bkgDir + 'mc16a_bWN_650_560/*.root', bkgDir + 'mc16d_bWN_650_560/*.root', bkgDir + 'mc16e_bWN_650_560/*.root' ], 'chain_name': 'bWN_650_560_Nom', 'class': 'sig' }, { 'name': 'bWN_700_535', 'target': [ bkgDir + 'mc16a_bWN_700_535/*.root', bkgDir + 'mc16d_bWN_700_535/*.root', bkgDir + 'mc16e_bWN_700_535/*.root' ], 'chain_name': 'bWN_700_535_Nom', 'class': 'sig' }, { 'name': 'bWN_700_550', 'target': [ bkgDir + 'mc16a_bWN_700_550/*.root', bkgDir + 'mc16d_bWN_700_550/*.root', bkgDir + 'mc16e_bWN_700_550/*.root' ], 'chain_name': 'bWN_700_550_Nom', 'class': 'sig' }, { 'name': 'bWN_700_580', 'target': [ bkgDir + 'mc16a_bWN_700_580/*.root', bkgDir + 'mc16d_bWN_700_580/*.root', bkgDir + 'mc16e_bWN_700_580/*.root' ], 'chain_name': 'bWN_700_580_Nom', 'class': 'sig' }, { 'name': 'bWN_700_610', 'target': [ bkgDir + 'mc16a_bWN_700_610/*.root', bkgDir + 'mc16d_bWN_700_610/*.root', bkgDir + 'mc16e_bWN_700_610/*.root' ], 'chain_name': 'bWN_700_610_Nom', 'class': 'sig' }, { 'name': 'bWN_750_585', 'target': [ bkgDir + 'mc16a_bWN_750_585/*.root', bkgDir + 'mc16d_bWN_750_585/*.root', bkgDir + 'mc16e_bWN_750_585/*.root' ], 'chain_name': 'bWN_750_585_Nom', 'class': 'sig' }, { 'name': 'bWN_750_600', 'target': [ bkgDir + 'mc16a_bWN_750_600/*.root', bkgDir + 'mc16d_bWN_750_600/*.root', bkgDir + 'mc16e_bWN_750_600/*.root' ], 'chain_name': 'bWN_750_600_Nom', 'class': 'sig' }, { 'name': 'bWN_750_630', 'target': [ bkgDir + 'mc16a_bWN_750_630/*.root', bkgDir + 'mc16d_bWN_750_630/*.root', bkgDir + 'mc16e_bWN_750_630/*.root' ], 'chain_name': 'bWN_750_630_Nom', 'class': 'sig' }, { 'name': 'bWN_750_660', 'target': [ bkgDir + 'mc16a_bWN_750_660/*.root', bkgDir + 'mc16d_bWN_750_660/*.root', bkgDir + 'mc16e_bWN_750_660/*.root' ], 'chain_name': 'bWN_750_660_Nom', 'class': 'sig' }, ### bffN ### { 'name': 'bffN_300_220', 'target': [ bkgDir + 'mc16a_bffN_300_220/*.root', bkgDir + 'mc16d_bffN_300_220/*.root', bkgDir + 'mc16e_bffN_300_220/*.root' ], 'chain_name': 'bffN_300_220_Nom', 'class': 'sig' }, { 'name': 'bffN_300_250', 'target': [ bkgDir + 'mc16a_bffN_300_250/*.root', bkgDir + 'mc16d_bffN_300_250/*.root', bkgDir + 'mc16e_bffN_300_250/*.root' ], 'chain_name': 'bffN_300_250_Nom', 'class': 'sig' }, { 'name': 'bffN_300_280', 'target': [ bkgDir + 'mc16a_bffN_300_280/*.root', bkgDir + 'mc16d_bffN_300_280/*.root', bkgDir + 'mc16e_bffN_300_280/*.root' ], 'chain_name': 'bffN_300_280_Nom', 'class': 'sig' }, { 'name': 'bffN_300_293', 'target': [ bkgDir + 'mc16a_bffN_300_293/*.root', bkgDir + 'mc16d_bffN_300_293/*.root', bkgDir + 'mc16e_bffN_300_293/*.root' ], 'chain_name': 'bffN_300_293_Nom', 'class': 'sig' }, { 'name': 'bffN_350_270', 'target': [ bkgDir + 'mc16a_bffN_350_270/*.root', bkgDir + 'mc16d_bffN_350_270/*.root', bkgDir + 'mc16e_bffN_350_270/*.root' ], 'chain_name': 'bffN_350_270_Nom', 'class': 'sig' }, { 'name': 'bffN_350_300', 'target': [ bkgDir + 'mc16a_bffN_350_300/*.root', bkgDir + 'mc16d_bffN_350_300/*.root', bkgDir + 'mc16e_bffN_350_300/*.root' ], 'chain_name': 'bffN_350_300_Nom', 'class': 'sig' }, { 'name': 'bffN_350_330', 'target': [ bkgDir + 'mc16a_bffN_350_330/*.root', bkgDir + 'mc16d_bffN_350_330/*.root', bkgDir + 'mc16e_bffN_350_330/*.root' ], 'chain_name': 'bffN_350_330_Nom', 'class': 'sig' }, { 'name': 'bffN_350_243', 'target': [ bkgDir + 'mc16a_bffN_350_243/*.root', bkgDir + 'mc16d_bffN_350_243/*.root', bkgDir + 'mc16e_bffN_350_243/*.root' ], 'chain_name': 'bffN_350_243_Nom', 'class': 'sig' }, { 'name': 'bffN_400_320', 'target': [ bkgDir + 'mc16a_bffN_400_320/*.root', bkgDir + 'mc16d_bffN_400_320/*.root', bkgDir + 'mc16e_bffN_400_320/*.root' ], 'chain_name': 'bffN_400_320_Nom', 'class': 'sig' }, { 'name': 'bffN_400_350', 'target': [ bkgDir + 'mc16a_bffN_400_350/*.root', bkgDir + 'mc16d_bffN_400_350/*.root', bkgDir + 'mc16e_bffN_400_350/*.root' ], 'chain_name': 'bffN_400_350_Nom', 'class': 'sig' }, { 'name': 'bffN_400_380', 'target': [ bkgDir + 'mc16a_bffN_400_380/*.root', bkgDir + 'mc16d_bffN_400_380/*.root', bkgDir + 'mc16e_bffN_400_380/*.root' ], 'chain_name': 'bffN_400_380_Nom', 'class': 'sig' }, { 'name': 'bffN_400_393', 'target': [ bkgDir + 'mc16a_bffN_400_393/*.root', bkgDir + 'mc16d_bffN_400_393/*.root', bkgDir + 'mc16e_bffN_400_393/*.root' ], 'chain_name': 'bffN_400_393_Nom', 'class': 'sig' }, { 'name': 'bffN_450_370', 'target': [ bkgDir + 'mc16a_bffN_450_370/*.root', bkgDir + 'mc16d_bffN_450_370/*.root', bkgDir + 'mc16e_bffN_450_370/*.root' ], 'chain_name': 'bffN_450_370_Nom', 'class': 'sig' }, { 'name': 'bffN_450_400', 'target': [ bkgDir + 'mc16a_bffN_450_400/*.root', bkgDir + 'mc16d_bffN_450_400/*.root', bkgDir + 'mc16e_bffN_450_400/*.root' ], 'chain_name': 'bffN_450_400_Nom', 'class': 'sig' }, { 'name': 'bffN_450_430', 'target': [ bkgDir + 'mc16a_bffN_450_430/*.root', bkgDir + 'mc16d_bffN_450_430/*.root', bkgDir + 'mc16e_bffN_450_430/*.root' ], 'chain_name': 'bffN_450_430_Nom', 'class': 'sig' }, { 'name': 'bffN_450_443', 'target': [ bkgDir + 'mc16a_bffN_450_443/*.root', bkgDir + 'mc16d_bffN_450_443/*.root', bkgDir + 'mc16e_bffN_450_443/*.root' ], 'chain_name': 'bffN_450_443_Nom', 'class': 'sig' }, { 'name': 'bffN_500_420', 'target': [ bkgDir + 'mc16a_bffN_500_420/*.root', bkgDir + 'mc16d_bffN_500_420/*.root', bkgDir + 'mc16e_bffN_500_420/*.root' ], 'chain_name': 'bffN_500_420_Nom', 'class': 'sig' }, { 'name': 'bffN_500_450', 'target': [ bkgDir + 'mc16a_bffN_500_450/*.root', bkgDir + 'mc16d_bffN_500_450/*.root', bkgDir + 'mc16e_bffN_500_450/*.root' ], 'chain_name': 'bffN_500_450_Nom', 'class': 'sig' }, { 'name': 'bffN_500_480', 'target': [ bkgDir + 'mc16a_bffN_500_480/*.root', bkgDir + 'mc16d_bffN_500_480/*.root', bkgDir + 'mc16e_bffN_500_480/*.root' ], 'chain_name': 'bffN_500_480_Nom', 'class': 'sig' }, { 'name': 'bffN_500_493', 'target': [ bkgDir + 'mc16a_bffN_500_493/*.root', bkgDir + 'mc16d_bffN_500_493/*.root', bkgDir + 'mc16e_bffN_500_493/*.root' ], 'chain_name': 'bffN_500_493_Nom', 'class': 'sig' }, { 'name': 'bffN_550_470', 'target': [ bkgDir + 'mc16a_bffN_550_470/*.root', bkgDir + 'mc16d_bffN_550_470/*.root', bkgDir + 'mc16e_bffN_550_470/*.root' ], 'chain_name': 'bffN_550_470_Nom', 'class': 'sig' }, { 'name': 'bffN_550_500', 'target': [ bkgDir + 'mc16a_bffN_550_500/*.root', bkgDir + 'mc16d_bffN_550_500/*.root', bkgDir + 'mc16e_bffN_550_500/*.root' ], 'chain_name': 'bffN_550_500_Nom', 'class': 'sig' }, { 'name': 'bffN_550_530', 'target': [ bkgDir + 'mc16a_bffN_550_530/*.root', bkgDir + 'mc16d_bffN_550_530/*.root', bkgDir + 'mc16e_bffN_550_530/*.root' ], 'chain_name': 'bffN_550_530_Nom', 'class': 'sig' }, { 'name': 'bffN_550_543', 'target': [ bkgDir + 'mc16a_bffN_550_543/*.root', bkgDir + 'mc16d_bffN_550_543/*.root', bkgDir + 'mc16e_bffN_550_543/*.root' ], 'chain_name': 'bffN_550_543_Nom', 'class': 'sig' }, { 'name': 'bffN_600_520', 'target': [ bkgDir + 'mc16a_bffN_600_520/*.root', bkgDir + 'mc16d_bffN_600_520/*.root', bkgDir + 'mc16e_bffN_600_520/*.root' ], 'chain_name': 'bffN_600_520_Nom', 'class': 'sig' }, { 'name': 'bffN_600_550', 'target': [ bkgDir + 'mc16a_bffN_600_550/*.root', bkgDir + 'mc16d_bffN_600_550/*.root', bkgDir + 'mc16e_bffN_600_550/*.root' ], 'chain_name': 'bffN_600_550_Nom', 'class': 'sig' }, { 'name': 'bffN_600_580', 'target': [ bkgDir + 'mc16a_bffN_600_580/*.root', bkgDir + 'mc16d_bffN_600_580/*.root', bkgDir + 'mc16e_bffN_600_580/*.root' ], 'chain_name': 'bffN_600_580_Nom', 'class': 'sig' }, { 'name': 'bffN_600_593', 'target': [ bkgDir + 'mc16a_bffN_600_593/*.root', bkgDir + 'mc16d_bffN_600_593/*.root', bkgDir + 'mc16e_bffN_600_593/*.root' ], 'chain_name': 'bffN_600_593_Nom', 'class': 'sig' }, { 'name': 'bffN_650_570', 'target': [ bkgDir + 'mc16a_bffN_650_570/*.root', bkgDir + 'mc16d_bffN_650_570/*.root', bkgDir + 'mc16e_bffN_650_570/*.root' ], 'chain_name': 'bffN_650_570_Nom', 'class': 'sig' }, { 'name': 'bffN_650_600', 'target': [ bkgDir + 'mc16a_bffN_650_600/*.root', bkgDir + 'mc16d_bffN_650_600/*.root', bkgDir + 'mc16e_bffN_650_600/*.root' ], 'chain_name': 'bffN_650_600_Nom', 'class': 'sig' }, { 'name': 'bffN_650_630', 'target': [ bkgDir + 'mc16a_bffN_650_630/*.root', bkgDir + 'mc16d_bffN_650_630/*.root', bkgDir + 'mc16e_bffN_650_630/*.root' ], 'chain_name': 'bffN_650_630_Nom', 'class': 'sig' }, { 'name': 'bffN_650_643', 'target': [ bkgDir + 'mc16a_bffN_650_643/*.root', bkgDir + 'mc16d_bffN_650_643/*.root', bkgDir + 'mc16e_bffN_650_643/*.root' ], 'chain_name': 'bffN_650_643_Nom', 'class': 'sig' }, ### tN ### { 'name': 'tN_190_17', 'target': [ bkgDir + 'mc16a_tN_190_17/*.root', bkgDir + 'mc16d_tN_190_17/*.root', bkgDir + 'mc16e_tN_190_17/*.root' ], 'chain_name': 'tN_190_17_Nom', 'class': 'sig' }, { 'name': 'tN_400_200', 'target': [ bkgDir + 'mc16a_tN_400_200/*.root', bkgDir + 'mc16d_tN_400_200/*.root', bkgDir + 'mc16e_tN_400_200/*.root' ], 'chain_name': 'tN_400_200_Nom', 'class': 'sig' }, { 'name': 'tN_500_300', 'target': [ bkgDir + 'mc16a_tN_500_300/*.root', bkgDir + 'mc16d_tN_500_300/*.root', bkgDir + 'mc16e_tN_500_300/*.root' ], 'chain_name': 'tN_500_300_Nom', 'class': 'sig' }, { 'name': 'tN_500_312', 'target': [ bkgDir + 'mc16a_tN_500_312/*.root', bkgDir + 'mc16d_tN_500_312/*.root', bkgDir + 'mc16e_tN_500_312/*.root' ], 'chain_name': 'tN_500_312_Nom', 'class': 'sig' }, { 'name': 'tN_500_327', 'target': [ bkgDir + 'mc16a_tN_500_327/*.root', bkgDir + 'mc16d_tN_500_327/*.root', bkgDir + 'mc16e_tN_500_327/*.root' ], 'chain_name': 'tN_500_327_Nom', 'class': 'sig' }, { 'name': 'tN_550_350', 'target': [ bkgDir + 'mc16a_tN_550_350/*.root', bkgDir + 'mc16d_tN_550_350/*.root', bkgDir + 'mc16e_tN_550_350/*.root' ], 'chain_name': 'tN_550_350_Nom', 'class': 'sig' }, { 'name': 'tN_550_362', 'target': [ bkgDir + 'mc16a_tN_550_362/*.root', bkgDir + 'mc16d_tN_550_362/*.root', bkgDir + 'mc16e_tN_550_362/*.root' ], 'chain_name': 'tN_550_362_Nom', 'class': 'sig' }, { 'name': 'tN_550_377', 'target': [ bkgDir + 'mc16a_tN_550_377/*.root', bkgDir + 'mc16d_tN_550_377/*.root', bkgDir + 'mc16e_tN_550_377/*.root' ], 'chain_name': 'tN_550_377_Nom', 'class': 'sig' }, { 'name': 'tN_600_400', 'target': [ bkgDir + 'mc16a_tN_600_400/*.root', bkgDir + 'mc16d_tN_600_400/*.root', bkgDir + 'mc16e_tN_600_400/*.root' ], 'chain_name': 'tN_600_400_Nom', 'class': 'sig' }, { 'name': 'tN_600_412', 'target': [ bkgDir + 'mc16a_tN_600_412/*.root', bkgDir + 'mc16d_tN_600_412/*.root', bkgDir + 'mc16e_tN_600_412/*.root' ], 'chain_name': 'tN_600_412_Nom', 'class': 'sig' }, { 'name': 'tN_600_427', 'target': [ bkgDir + 'mc16a_tN_600_427/*.root', bkgDir + 'mc16d_tN_600_427/*.root', bkgDir + 'mc16e_tN_600_427/*.root' ], 'chain_name': 'tN_600_427_Nom', 'class': 'sig' }, { 'name': 'tN_650_450', 'target': [ bkgDir + 'mc16a_tN_650_450/*.root', bkgDir + 'mc16d_tN_650_450/*.root', bkgDir + 'mc16e_tN_650_450/*.root' ], 'chain_name': 'tN_650_450_Nom', 'class': 'sig' }, { 'name': 'tN_650_462', 'target': [ bkgDir + 'mc16a_tN_650_462/*.root', bkgDir + 'mc16d_tN_650_462/*.root', bkgDir + 'mc16e_tN_650_462/*.root' ], 'chain_name': 'tN_650_462_Nom', 'class': 'sig' }, { 'name': 'tN_650_477', 'target': [ bkgDir + 'mc16a_tN_650_477/*.root', bkgDir + 'mc16d_tN_650_477/*.root', bkgDir + 'mc16e_tN_650_477/*.root' ], 'chain_name': 'tN_650_477_Nom', 'class': 'sig' }, { 'name': 'tN_700_500', 'target': [ bkgDir + 'mc16a_tN_700_500/*.root', bkgDir + 'mc16d_tN_700_500/*.root', bkgDir + 'mc16e_tN_700_500/*.root' ], 'chain_name': 'tN_700_500_Nom', 'class': 'sig' }, ] harvest = [ ### bWN ### { 'mT': 400, 'mX': 235, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 250, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 280, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 310, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 285, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 300, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 330, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 360, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 335, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 350, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 380, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 410, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 385, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 400, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 430, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 460, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 435, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 450, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 480, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 510, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 485, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 500, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 530, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 560, 'yield': 0, 'var': 0 }, { 'mT': 700, 'mX': 535, 'yield': 0, 'var': 0 }, { 'mT': 700, 'mX': 550, 'yield': 0, 'var': 0 }, { 'mT': 700, 'mX': 580, 'yield': 0, 'var': 0 }, { 'mT': 700, 'mX': 610, 'yield': 0, 'var': 0 }, { 'mT': 750, 'mX': 585, 'yield': 0, 'var': 0 }, { 'mT': 750, 'mX': 600, 'yield': 0, 'var': 0 }, { 'mT': 750, 'mX': 630, 'yield': 0, 'var': 0 }, { 'mT': 750, 'mX': 660, 'yield': 0, 'var': 0 }, ### bffN ### { 'mT': 300, 'mX': 220, 'yield': 0, 'var': 0 }, { 'mT': 300, 'mX': 250, 'yield': 0, 'var': 0 }, { 'mT': 300, 'mX': 280, 'yield': 0, 'var': 0 }, { 'mT': 300, 'mX': 293, 'yield': 0, 'var': 0 }, { 'mT': 350, 'mX': 270, 'yield': 0, 'var': 0 }, { 'mT': 350, 'mX': 300, 'yield': 0, 'var': 0 }, { 'mT': 350, 'mX': 330, 'yield': 0, 'var': 0 }, { 'mT': 350, 'mX': 343, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 320, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 350, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 380, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 393, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 370, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 400, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 430, 'yield': 0, 'var': 0 }, { 'mT': 450, 'mX': 443, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 420, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 450, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 480, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 493, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 470, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 500, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 530, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 543, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 520, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 550, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 580, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 593, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 570, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 600, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 630, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 643, 'yield': 0, 'var': 0 }, ### tN ### { 'mT': 190, 'mX': 17, 'yield': 0, 'var': 0 }, { 'mT': 400, 'mX': 200, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 300, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 312, 'yield': 0, 'var': 0 }, { 'mT': 500, 'mX': 327, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 350, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 362, 'yield': 0, 'var': 0 }, { 'mT': 550, 'mX': 377, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 400, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 412, 'yield': 0, 'var': 0 }, { 'mT': 600, 'mX': 427, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 450, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 462, 'yield': 0, 'var': 0 }, { 'mT': 650, 'mX': 477, 'yield': 0, 'var': 0 }, { 'mT': 700, 'mX': 500, 'yield': 0, 'var': 0 }, ] for i, sample in enumerate(sampleNames): sample['chain'] = ROOT.TChain(sample['chain_name']) for target in sample['target']: sample['chain'].Add(target) totBkg = 0 totBkgVar = 0 for sample in sampleNames: sample['yield'], sample['error'] = getYieldFromChain(sample['chain'], cut, lumi, weight=weight, returnError=True) if sample['class'] == 'bkg': totBkg += sample['yield'] totBkgVar += sample['error']**2 elif sample['class'] == 'sig': for point in harvest: if (str(point['mT']) in sample['name']) and (str( point['mX']) in sample['name']): point['yield'] += sample['yield'] point['var'] += sample['error']**2 print totBkg, totBkgVar relBkg = math.sqrt(totBkgVar / (totBkg**2) + 0.25 * 0.25) xs = [] ys = [] zs = [] for point in harvest: print "Signal point: mT {}, mX {}".format(point['mT'], point['mX']) point['Z'] = ROOT.RooStats.NumberCountingUtils.BinomialExpZ( point['yield'], totBkg, relBkg) if point['Z'] < 0.: point['Z'] = 0. try: point['A'] = asimovZ(point['yield'], totBkg, math.sqrt(totBkgVar), syst=True) except ValueError: point['A'] = 0. point['C'] = point['yield'] / (point['yield'] + totBkg) xs.append(point['mT']) ys.append(point['mX']) if plotSig: zs.append(point['Z']) else: zs.append(point['C']) print("X" * 50) print(len(xs)) for x in xs: print("{:.5f},".format(x)) print("Y" * 50) print(len(ys)) for y in ys: print("{:.5f},".format(y)) print("Z" * 50) print(len(zs)) for z in zs: print("{:.5f},".format(z)) if plotSig: sig = triwsmooth(harvest, 'A', 'mT', 'mX', transformation=None, smooth=True, npx=100, npy=100) fixedhist = FixAndSetBorders(sig, "significance", "significance") contours = getContours(fixedhist, 3.) else: sig = triwsmooth(harvest, 'C', 'mT', 'mX', transformation=None, smooth=True, npx=100, npy=100) fixedhist = FixAndSetBorders(sig, "signal_contamination", "signal_contamination") contours = getContours(fixedhist, .05) #contours = getContours(fixedhist, .10) c = ROOT.TCanvas() c.SetRightMargin(0.15) leg = ROOT.TLegend(0.18, PS.ThirdLine - 0.12, 0.4, PS.ThirdLine - 0.03) PS.legend(leg) fixedhist.GetXaxis().SetTitle("m_{#tilde{t}} [GeV]") fixedhist.GetYaxis().SetTitle("m_{#tilde{#chi}} [GeV]") #if plotSig: # numbers = drawNumbers(harvest, "Z", x, y) #else: # numbers = drawNumbers(harvest, "C", x, y) fixedhist.Draw("colz") #for contour in contours + contours2: for contour in contours: contour.SetLineStyle(1) contour.SetLineColor(ROOT.kBlack) contour.Draw("l same") if plotSig: leg.AddEntry(contours[0], '3 #sigma', 'l') else: leg.AddEntry(contours[0], '5% sig. cont.', 'l') #if plotSig: # numbers = drawNumbers(exampleHarvest, "Z", x, y) #else: # numbers = drawNumbers(exampleHarvest, "Z", x, y) leg.Draw() PS.atlas('Work in progress') PS.sqrts_lumi(13, 140.5, x=0.18) PS.string(x=0.18, y=PS.ThirdLine, text="Simulation") c.SaveAs(wwwDir + filename + ".pdf") c.SaveAs(wwwDir + filename + ".png") c.SaveAs(wwwDir + filename + ".root")