bdt 995 all sigs fix + bug fixes

rkansal47 · Aug 26, 2024 · 7cfd53d · 7cfd53d
1 parent 270f225
commit 7cfd53d
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Showing 118 changed files with 2,997 additions and 13 deletions.
diff --git 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
@@ -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
@@ -2037,7 +2037,7 @@ def parse_args():
     parser.add_argument(
         "--nonres-ggf-bdt-wp",
         help="BDT WP for ggF signal region. If multiple arguments, will make templates for each.",
-        default=[0.9965],
+        default=[0.995],
         nargs="*",
         type=float,
     )
@@ -2133,6 +2133,7 @@ def parse_args():
         args.control_plots = True
         args.filters = False
 
+    print(args)
     return args
 
 

diff --git a/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2016APV_templates.pkl b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2016APV_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2016_templates.pkl b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2016_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2017_templates.pkl b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2017_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2018_templates.pkl b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/2018_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow.csv b/src/HHbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow.csv
@@ -0,0 +1,25 @@
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diff --git a/...bVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow_JER_down.csv b/...bVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow_JER_down.csv
@@ -0,0 +1,25 @@
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diff --git a/...HbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow_JER_up.csv b/...HbbVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow_JER_up.csv
@@ -0,0 +1,25 @@
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diff --git a/...bVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow_JES_down.csv b/...bVV/postprocessing/templates/24Aug26BDT995AllSigs/cutflows/2016/fail_cutflow_JES_down.csv
@@ -0,0 +1,25 @@
+,Pre-selection,QCD SF,bbFatJetPt_JES_down >= 300,VVFatJetPt_JES_down >= 300,0.8 ≤ bbFatJetParticleNetMD_Txbb < 0.9735,0 ≤ nGoodElectronsHbb < 0.9,0 ≤ nGoodMuonsHbb < 0.9,bbFatJetPt >= 300,VVFatJetPt >= 300
+HHbbVV,0.9147081031687907,0.9147081031687907,0.9021974589337566,0.8921274934572291,0.29705561791796636,0.29642689137626504,0.29437353650447756,,
+ggHH_kl_2p45_kt_1_HHbbVV,0.6688447704532685,0.6688447704532685,0.6606251851799471,0.654055669353281,0.22677336608932416,0.22640279403547958,0.22498524097615225,,
+ggHH_kl_5_kt_1_HHbbVV,0.6956895087373941,0.6956895087373941,0.6877389328223249,0.6810698404272066,0.30238891530816125,0.3015618263374604,0.30001786451469337,,
+ggHH_kl_0_kt_1_HHbbVV,1.1944766869755938,1.1944766869755938,1.176818579571213,1.1617121639970687,0.38796216995086197,0.3872387962599917,0.38481449923755306,,
+VBFHHbbVV,0.017115373482989717,0.017115373482989717,0.016919511679774117,0.016710528233663646,0.005732277356836404,0.005713694016139741,0.0056594687425304425,,
+qqHH_CV_1_C2V_0_kl_1_HHbbVV,9.060969753010587,9.060969753010587,9.022591570183286,8.993098263152001,2.43086720934544,2.426008810676389,2.4127860101235914,,
+qqHH_CV_1p5_C2V_1_kl_1_HHbbVV,15.269096111629358,15.269096111629358,15.199677089537838,15.145129783948754,4.1073224143626,4.097571310677545,4.076854002554098,,
+qqHH_CV_1_C2V_1_kl_2_HHbbVV,0.0173959132140592,0.0173959132140592,0.01720697227181179,0.017039203791830167,0.00836543907682782,0.008337703903357394,0.008276609606428141,,
+qqHH_CV_1_C2V_2_kl_1_HHbbVV,8.138882127595444,8.138882127595444,8.1076359787108,8.084305121253376,2.1793140607739483,2.1738463597955895,2.161936336139963,,
+qqHH_CV_1_C2V_1_kl_0_HHbbVV,0.04617824244896124,0.04617824244896124,0.045614762720094335,0.045084105521786697,0.013983637533200484,0.013954737354179441,0.013904871224294024,,
+QCD,717986.216814939,956785.8146709627,938661.3615136005,924579.0079995885,741099.5872399932,739572.4777698454,736742.0701811812,,
+TT,63126.80979180276,63126.80979180276,62281.26379618576,61419.84821786183,48827.039128703036,43710.71917983769,38629.947657615056,,
+ST,5417.824558008516,5417.824558008516,5343.110583081037,5284.0364074716335,4279.58513599101,3920.5742801966826,3519.826141176559,,
+W+Jets,9487.889178263631,9487.889178263631,9357.72731042376,9249.165805487482,7725.66712348136,7705.534925302555,7681.143967058058,,
+Z+Jets,12055.822300436781,12055.822300436781,11862.409496423767,11728.495220567063,6691.981356684962,6675.643989547845,6637.486427045783,,
+Diboson,544.751536187187,544.751536187187,538.0128172568578,533.0567491419495,332.7127077180938,316.8027725739403,300.24671632987963,,
+ggFHbb,120.74204174793252,120.74204174793252,119.40071843999348,117.91244552095317,38.4118699348613,38.3904327739798,38.20119300881916,,
+VBFHbb,32.24173303425971,32.24173303425971,31.963053181455805,31.627848698776596,9.698761154629285,9.680214161276451,9.582071869142782,,
+ZHbb,32.70020301080715,32.70020301080715,32.31418583302164,32.04157172822267,9.808835150191184,9.776859157753595,9.687652692199643,,
+WHbb,56.014320595270185,56.014320595270185,55.31129788288006,54.93711011186556,18.863712978242347,18.819349108959244,18.677488367729833,,
+ggZHbb,4.8805631912185055,4.8805631912185055,4.818097766172652,4.7680686559651555,1.902902173155059,1.8991368209920378,1.8828778052970496,,
+ttHbb,156.94119216557863,156.94119216557863,154.9802638394503,152.95156197255415,95.69624798737142,84.69558423256491,73.26421597631409,,
+HWW,80.56791059341468,80.56791059341468,79.61251131832795,78.50954646527252,62.74209832945888,52.06892894790838,43.02795122389627,,
+Data,1047903.0,1047903.0,,,863853.0,854944.0,844713.0,1047903.0,1047903.0