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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,55 @@ | ||
| import ROOT | ||
|
|
||
| def StandardHypoTestDemo( | ||
| infile, | ||
| ntoys, | ||
| workspaceName = "combined", | ||
| modelSBName = "ModelConfig", | ||
| dataName = "obsData", | ||
| ): | ||
|
|
||
| file = ROOT.TFile.Open(infile); | ||
| w = file.Get(workspaceName); | ||
| sbModel = w.obj(modelSBName); | ||
| data = w.data(dataName); | ||
|
|
||
| bModel = sbModel.Clone(); | ||
| bModel.SetName(modelSBName+"B_only"); | ||
| var = (bModel.GetParametersOfInterest().first()); | ||
| oldval = var.getVal(); | ||
| var.setVal(0); | ||
| bModel.SetSnapshot( ROOT.RooArgSet(var) ); | ||
| var.setVal(oldval); | ||
|
|
||
| var = sbModel.GetParametersOfInterest().first(); | ||
| oldval = var.getVal(); | ||
| sbModel.SetSnapshot( ROOT.RooArgSet(var) ); | ||
|
|
||
| profll = ROOT.RooStats.ProfileLikelihoodTestStat(bModel.GetPdf()); | ||
| profll.SetOneSidedDiscovery(False); | ||
| profll.SetOneSided(True); | ||
| hypoCalc = ROOT.RooStats.FrequentistCalculator(data, bModel, sbModel); | ||
| # profll.SetPrintLevel(2) | ||
|
|
||
|
|
||
| print('by hand',profll.Evaluate(data,ROOT.RooArgSet(var) )) | ||
|
|
||
| hypoCalc.SetToys(ntoys, ntoys) | ||
|
|
||
| sampler = hypoCalc.GetTestStatSampler(); | ||
| sampler.SetTestStatistic(profll); | ||
|
|
||
| paramPointNull = ROOT.RooArgSet(sbModel.GetParametersOfInterest()) | ||
|
|
||
| htr = hypoCalc.GetHypoTest(); | ||
| htr.SetPValueIsRightTail(True); | ||
| htr.SetBackgroundAsAlt(True); | ||
| htr.Print(); | ||
| plot = ROOT.RooStats.HypoTestPlot(htr,100); | ||
| plot.SetLogYaxis(True); | ||
| plot.Draw(); | ||
| ROOT.gPad.SaveAs("plot.png"); | ||
|
|
||
| import sys | ||
| if __name__ == '__main__': | ||
| StandardHypoTestDemo(sys.argv[1],int(sys.argv[2]) if len(sys.argv) > 2 else 2000) |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,146 @@ | ||
| { | ||
| "channels": [ | ||
| { | ||
| "name": "channel1", | ||
| "samples": [ | ||
| { | ||
| "data": [ | ||
| 20.0, | ||
| 10.0 | ||
| ], | ||
| "modifiers": [ | ||
| { | ||
| "data": { | ||
| "hi": 1.05, | ||
| "lo": 0.95 | ||
| }, | ||
| "name": "syst1", | ||
| "type": "normsys" | ||
| }, | ||
| { | ||
| "data": null, | ||
| "name": "SigXsecOverSM", | ||
| "type": "normfactor" | ||
| } | ||
| ], | ||
| "name": "signal" | ||
| }, | ||
| { | ||
| "data": [ | ||
| 100.0, | ||
| 0.0 | ||
| ], | ||
| "modifiers": [ | ||
| { | ||
| "data": null, | ||
| "name": "lumi", | ||
| "type": "lumi" | ||
| }, | ||
| { | ||
| "data": [ | ||
| 5.000000074505806, | ||
| 0.0 | ||
| ], | ||
| "name": "staterror_channel1", | ||
| "type": "staterror" | ||
| }, | ||
| { | ||
| "data": { | ||
| "hi": 1.05, | ||
| "lo": 0.95 | ||
| }, | ||
| "name": "syst2", | ||
| "type": "normsys" | ||
| } | ||
| ], | ||
| "name": "background1" | ||
| }, | ||
| { | ||
| "data": [ | ||
| 0.0, | ||
| 100.0 | ||
| ], | ||
| "modifiers": [ | ||
| { | ||
| "data": null, | ||
| "name": "lumi", | ||
| "type": "lumi" | ||
| }, | ||
| { | ||
| "data": [ | ||
| 0.0, | ||
| 10.0 | ||
| ], | ||
| "name": "staterror_channel1", | ||
| "type": "staterror" | ||
| }, | ||
| { | ||
| "data": { | ||
| "hi": 1.05, | ||
| "lo": 0.95 | ||
| }, | ||
| "name": "syst3", | ||
| "type": "normsys" | ||
| } | ||
| ], | ||
| "name": "background2" | ||
| } | ||
| ] | ||
| } | ||
| ], | ||
| "measurements": [ | ||
| { | ||
| "config": { | ||
| "parameters": [ | ||
| { | ||
| "auxdata": [ | ||
| 1.0 | ||
| ], | ||
| "bounds": [ | ||
| [ | ||
| 0.5, | ||
| 1.5 | ||
| ] | ||
| ], | ||
| "fixed": true, | ||
| "inits": [ | ||
| 1.0 | ||
| ], | ||
| "name": "lumi", | ||
| "sigmas": [ | ||
| 0.1 | ||
| ] | ||
| }, | ||
| { | ||
| "bounds": [ | ||
| [ | ||
| 0.0, | ||
| 3.0 | ||
| ] | ||
| ], | ||
| "inits": [ | ||
| 1.0 | ||
| ], | ||
| "name": "SigXsecOverSM" | ||
| }, | ||
| { | ||
| "fixed": true, | ||
| "name": "syst1" | ||
| } | ||
| ], | ||
| "poi": "SigXsecOverSM" | ||
| }, | ||
| "name": "GaussExample" | ||
| } | ||
| ], | ||
| "observations": [ | ||
| { | ||
| "data": [ | ||
| 100.0, | ||
| 100.0 | ||
| ], | ||
| "name": "channel1" | ||
| } | ||
| ], | ||
| "version": "1.0.0" | ||
| } |