From 7cfd53ded85b521083f4350f015e0d35cbf6bd41 Mon Sep 17 00:00:00 2001 From: rkansal47 Date: Mon, 26 Aug 2024 18:20:55 -0500 Subject: [PATCH] bdt 995 all sigs fix + bug fixes --- .../bash_scripts/NonresTemplates.sh | 2 +- src/HHbbVV/postprocessing/plotting.py | 21 +- src/HHbbVV/postprocessing/postprocessing.py | 3 +- .../2016APV_templates.pkl | Bin 0 -> 543936 bytes .../24Aug26BDT995AllSigs/2016_templates.pkl | Bin 0 -> 543936 bytes .../24Aug26BDT995AllSigs/2017_templates.pkl | Bin 0 -> 543936 bytes .../24Aug26BDT995AllSigs/2018_templates.pkl | Bin 0 -> 543936 bytes .../cutflows/2016/fail_cutflow.csv | 25 ++ .../cutflows/2016/fail_cutflow_JER_down.csv | 25 ++ .../cutflows/2016/fail_cutflow_JER_up.csv | 25 ++ .../cutflows/2016/fail_cutflow_JES_down.csv | 25 ++ .../cutflows/2016/fail_cutflow_JES_up.csv | 25 ++ .../cutflows/2016/fail_cutflow_JMR_down.csv | 25 ++ .../cutflows/2016/fail_cutflow_JMR_up.csv | 25 ++ .../cutflows/2016/fail_cutflow_JMS_down.csv | 25 ++ 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src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2018/passvbf_cutflow_JMS_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/lpsfs_passggf.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/lpsfs_passvbf.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/systematics.json diff --git a/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh b/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh index 874ea448..3c40102a 100755 --- a/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh +++ b/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh @@ -51,7 +51,7 @@ if [[ -z $TAG ]]; then exit 1 fi -io_args="--data-dir $data_dir --bdt-preds-dir $bdt_preds_dir --plot-dir ${MAIN_DIR}/plots/PostProcessing/$TAG --template-dir templates/$TAG $sig_samples --nonres-ggf-bdt-wp 0.994" +io_args="--data-dir $data_dir --bdt-preds-dir $bdt_preds_dir --plot-dir ${MAIN_DIR}/plots/PostProcessing/$TAG --template-dir templates/$TAG $sig_samples" echo "get LP SFs first for all regions" python -u postprocessing.py --year 2016 $io_args --lpsfs --nonres-regions $region diff --git a/src/HHbbVV/postprocessing/plotting.py b/src/HHbbVV/postprocessing/plotting.py index d6953d7f..d6ac8d45 100644 --- a/src/HHbbVV/postprocessing/plotting.py +++ b/src/HHbbVV/postprocessing/plotting.py @@ -313,6 +313,8 @@ def ratioHistPlot( sig_keys, bg_keys, bg_colours, sig_scale_dict, bg_order, syst, variation ) + bg_tot = np.maximum(sum([hists[sample, :] for sample in bg_keys]).values(), 0.0) + if syst is not None and variation is None: # plot up/down variations wshift, wsamples = syst @@ -325,7 +327,7 @@ def ratioHistPlot( bg_sums.append(hists[f"{sample}_{wshift}_{shift}", :].values()) elif sample != "Hbb": bg_sums.append(hists[sample, :].values()) - bg_err.append(np.sum(bg_sums, axis=0)) + bg_err.append(np.maximum(np.sum(bg_sums, axis=0), 0.0)) pre_divide_hists = hists if divide_bin_width: @@ -409,7 +411,6 @@ def ratioHistPlot( if divide_bin_width: raise NotImplementedError("Background error for divide bin width not checked yet") - bg_tot = sum([pre_divide_hists[sample, :] for sample in bg_keys]) if len(np.array(bg_err).shape) == 1: bg_err = [bg_tot - bg_err, bg_tot + bg_err] @@ -426,12 +427,12 @@ def ratioHistPlot( ) else: ax.stairs( - bg_tot.values(), + bg_tot, hists.axes[1].edges, color="black", linewidth=3, label="BG Total", - baseline=bg_tot.values(), + baseline=bg_tot, ) ax.stairs( @@ -479,23 +480,22 @@ def ratioHistPlot( # plot ratio below if plot_ratio: if plot_data: - bg_tot = sum([pre_divide_hists[sample, :] for sample in bg_keys]) # new: plotting data errors (black lines) and background errors (shaded) separately yerr = np.nan_to_num( np.abs( poisson_interval(pre_divide_hists[data_key, ...].values()) - pre_divide_hists[data_key, ...].values() ) - / (bg_tot.values() + 1e-5) + / (bg_tot + 1e-5) ) # old version: using Garwood ratio intervals # yerr = ratio_uncertainty( - # pre_divide_hists[data_key, :].values(), bg_tot.values(), "poisson" + # pre_divide_hists[data_key, :].values(), bg_tot, "poisson" # ) hep.histplot( - pre_divide_hists[data_key, :] / (bg_tot.values() + 1e-5), + pre_divide_hists[data_key, :] / (bg_tot + 1e-5), yerr=yerr, ax=rax, histtype="errorbar", @@ -507,8 +507,8 @@ def ratioHistPlot( # (bkg + err) / bkg rax.fill_between( np.repeat(hists.axes[1].edges, 2)[1:-1], - np.repeat((bg_err[0].values()) / bg_tot, 2), - np.repeat((bg_err[1].values()) / bg_tot, 2), + np.repeat((bg_err[0]) / bg_tot, 2), + np.repeat((bg_err[1]) / bg_tot, 2), color="black", alpha=0.1, hatch="//", @@ -526,7 +526,6 @@ def ratioHistPlot( rax.grid() if plot_significance: - bg_tot = sum([pre_divide_hists[sample, :] for sample in bg_keys]).values() sigs = [pre_divide_hists[sig_key, :].values() for sig_key in sig_scale_dict] if significance_dir == "left": diff --git a/src/HHbbVV/postprocessing/postprocessing.py b/src/HHbbVV/postprocessing/postprocessing.py index 5275dbf5..d40a44e4 100644 --- a/src/HHbbVV/postprocessing/postprocessing.py +++ b/src/HHbbVV/postprocessing/postprocessing.py @@ -2037,7 +2037,7 @@ def parse_args(): parser.add_argument( "--nonres-ggf-bdt-wp", help="BDT WP for ggF signal region. 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a/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2017/fail_cutflow_JER_up.csv b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2017/fail_cutflow_JER_up.csv new file mode 100644 index 00000000..89c98ea9 --- /dev/null +++ b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2017/fail_cutflow_JER_up.csv @@ -0,0 +1,25 @@ +,Pre-selection,QCD SF,bbFatJetPt_JER_up >= 300,VVFatJetPt_JER_up >= 300,0.8 ≤ bbFatJetParticleNetMD_Txbb < 0.9714,0 ≤ nGoodElectronsHbb < 0.9,0 ≤ nGoodMuonsHbb < 0.9,bbFatJetPt >= 300,VVFatJetPt >= 300 +HHbbVV,1.676130328580837,1.676130328580837,1.6709099393660427,1.6672443971869404,0.5425425351947483,0.5415806674625699,0.538276237100956,, +ggHH_kl_2p45_kt_1_HHbbVV,1.264909243644536,1.264909243644536,1.2615043790201776,1.2594839199156975,0.4273728482925533,0.42669326905846555,0.4239018588128627,, 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