Exemplo n.º 1
0
def main():
    #get the list of bg and data files from the unusal config
    sampleinfos, basedir = getSampleInfo("201705_mergedext.config")
    lumi = sampleinfos.values()[-1]["lumi"]
    useRoot = False

    #we will use the same colors as the .c plotter for now
    colors = [100, 90, 80, 70, 60, 95, 85, 75, 65, 55]
    #reverse order and change to RGB
    colors = [getRGBTColor(i) for i in colors[::-1]]

    #make storage containers for the bgs and data
    bghists = HistStorage(xs=sampleinfos,
                          xstype="BSM3G",
                          lumi=lumi,
                          path=basedir,
                          useRoot=useRoot)
    dat_hist = HistStorage(path=basedir, isData=True, useRoot=useRoot)

    #make some lists that we will put into the containers
    colorList = {}
    bglist = OrderedDict()
    for sample in sampleinfos:
        info = sampleinfos[sample]
        sample = sample.replace(".root", "")
        if info["type"] == "bg":
            shortName = info["output"].replace(".root", "")
            if "#" in shortName:
                shortName = "$\mathsf{" + shortName.replace("#", "\\") + "}$"
            if shortName not in bglist:
                bglist[shortName] = [sample]
                colorList[shortName] = colors.pop()
            else:
                bglist[shortName].append(sample)
        #for data directly add the file
        if info["type"] == "data":
            dat_hist.addFile(sample)
    for bg in bglist:
        print("bglist['%s']=[" % (bg))
        for ibg in bglist[bg]:
            print("'ibg',")
        print("]")

    #now actually add the backgrounds
    bghists.addFileList(bglist)
    bghists.colorList = colorList

    hists = [
        "NDiMuonCombinations/MHT",
        "NDiMuonCombinations/Meff",
    ]

    histContainer = HistStorageContainer(bg=bghists, data=dat_hist)
    #histContainer=HistStorageContainer(bg=bghists,sg=sghist,data=dat_hist)

    binning = {
        "_pt": 25,
        "_mt": 25,
        "_met": 25,
        "MC_W_m_Gen": 10,
        "_jet_ht": 10,
    }

    xranges = {
        "_pt": [0, 1000],
        "_jet_ht": [0, 1600],
        "_mt": [150, 1600],
        "boson_qt": [0, 600],
        "_met": [0, 1300],
        "_ET_MET": [0, 4],
        "_DeltaPhi": [0.2, math.pi],
        "MC_W_m_Gen": [0, 1300],
        "relIso": [0, 0.05],
    }
    yranges = {
        "_ET_MET": [1.01e-3, 1e8],
        "_DeltaPhi": [1.01e-3, 1e8],
    }

    bghists.initStyle(style="bg")
    #sghist.initStyle(style="sg")
    for hist in hists:

        ##use different out dirs
        dir_name = "test"
        if not os.path.exists(dir_name):
            os.mkdir(dir_name)

        if "prof" in hist:
            hist_style = sc.style_container(kind="Lines",
                                            style='CMS',
                                            useRoot=useRoot,
                                            cmsPositon="upper left",
                                            lumi=lumi,
                                            cms=13)
        else:
            hist_style = sc.style_container(style='CMS',
                                            useRoot=useRoot,
                                            cmsPositon="upper left",
                                            lumi=lumi,
                                            cms=13)

        #change the style if you want
        #hist_style._error_bands_fcol=["grey","yellow"]
        #hist_style._error_bands_ecol=["lightgrey","yellow"]
        #hist_style._error_bands_alph=0.4
        #hist_style.Set_error_line_width(0.0000000001)
        hist_style.Set_poisson_error_off()
        #hist_style.Set_minor_ticks()
        #hist_style.Set_n_legend_columns(2)
        #hist_style.Set_xerr()
        #hist_style.Set_do_overflowbin()

        #get the actual histograms
        histContainer.getHist(hist)

        #programmable binning
        binf = getDictValue(hist, binning)
        if binf is not None:
            if isinstance(binf, list):
                histContainer.rebin(vector=binf)
            else:
                histContainer.rebin(width=binf)

        name = hist.replace("/", "")
        #test = plotter(hist=histContainer.getBGList(),data_hist=histContainer.getData(),data=True,style=hist_style)
        test = plotter(hist=histContainer.getBGList(), style=hist_style)
        test.Add_data(histContainer.getData())

        test.Add_plot('Ratio', pos=1, height=15)
        test.Add_plot('DiffRatio_width_increase', pos=2, height=15)
        mplt = test.create_plot()
        test.SavePlot('%s/%s.png' % (dir_name, name))
        test.SavePlot('%s/%s.pdf' % (dir_name, name))
def main():
    #get the list of bg and data files from the unusal config
    sampleinfos, basedir = getSampleInfo("201705_mergedext.config")
    lumi = sampleinfos.values()[-1]["lumi"]
    useRoot = False

    #we will use the same colors as the .c plotter for now
    colors = [100, 90, 80, 70, 60, 95, 85, 75, 65, 55]
    #reverse order and change to RGB
    colors = [getRGBTColor(i) for i in colors[::-1]]

    #make storage containers for the bgs and data
    bghists = HistStorage(xs=sampleinfos,
                          xstype="BSM3G",
                          lumi=lumi,
                          path=basedir,
                          useRoot=useRoot)
    dat_hist = HistStorage(path=basedir, isData=True, useRoot=useRoot)

    #make some lists that we will put into the containers
    colorList = {}
    bglist = OrderedDict()

    #the idea is to have a readable dict:

    bglist['DY+Jets'] = [
        'DYJetsToLL_M-50_HT-70To100',
        'DYJetsToLL_M-50_HT-600To800',
        'DYJetsToLL_M-50_HT-400To600',
        'DYJetsToLL_M-50_HT-800To1200',
        'DYJetsToLL_M-50_HT-1200To2500',
        'DYJetsToLL_M-50_HT-2500ToInf',
        'DYJetsToLL_M-50_HT-200To400',
        'DYJetsToLL_M-50_HT-0To70',
        'DYJetsToLL_M-50_HT-100To200',
    ]
    bglist['VV'] = [
        'ZZ_TuneCUETP8M1_13TeV',
        'WZ_TuneCUETP8M1_13TeV',
        'WW_TuneCUETP8M1_13TeV',
    ]
    bglist['SingleTop'] = [
        'ST_tW_antitop_5f_inclusiveDecays_13TeV',
        'ST_t-channel_top_4f_inclusiveDecays_13TeV',
        'ST_tW_top_5f_inclusiveDecays_13TeV',
        'ST_t-channel_antitop_4f_inclusiveDecays_13TeV',
    ]
    bglist['$\mathsf{t\bar{t}}$'] = [
        'TT_TuneCUETP8M2T4_13TeV',
    ]
    bglist['W+Jets'] = [
        'WJetsToLNu_HT-0To70',
    ]

    ##you can reverse the order
    bglist = OrderedDict(reversed(list(bglist.items())))

    #now actually add the backgrounds
    bghists.addFileList(bglist)
    bghists.colorList = colorList

    hists = [
        "NDiMuonCombinations/MHT",
        "NDiMuonCombinations/Meff",
    ]

    histContainer = HistStorageContainer(bg=bghists, data=dat_hist)
    #histContainer=HistStorageContainer(bg=bghists,sg=sghist,data=dat_hist)

    bghists.initStyle(style="bg")
    for hist in hists:
        #this is the magic line
        histContainer.getHist(hist)

        #now you can do what you want with the hists
        allbg = sum(histContainer.getBGList())
        allbg.Draw()
        for bg in histContainer.getBGList():
            bg.Draw("same")
        data = histContainer.getData()
        data.Draw("same p")