merge

.github/workflows/auto-merge.yml

@@ -0,0 +1,19 @@
+name: Pre-commit updates auto-merge
+on: pull_request
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  dependabot:
+    runs-on: ubuntu-latest
+    if:
+      ${{ github.event_name == 'pull_request' &&
+      github.event.pull_request.user.login == 'pre-commit-ci[bot]'}}
+    steps:
+      - name: Auto-merge PR
+        run: gh pr merge --auto --merge "$PR_URL"
+        env:
+          PR_URL: ${{github.event.pull_request.html_url}}
+          GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}

.gitignore

@@ -4,6 +4,7 @@
 !*.ipynb
 !figure.png
 !requirements.txt
+!environment.yml
 
 !src
 src/*
@@ -33,9 +34,9 @@ src/*
 !src/HHbbVV/postprocessing/**
 src/HHbbVV/postprocessing/data/*
 src/HHbbVV/postprocessing/*.pkl
+src/HHbbVV/postprocessing/*.txt
 src/HHbbVV/postprocessing/cards
 src/HHbbVV/postprocessing/templates_old
-src/HHbbVV/postprocessing/*.txt
 src/HHbbVV/postprocessing/condor_templates
 src/HHbbVV/postprocessing/outs
 
@@ -54,13 +55,21 @@ src/HHbbVV/postprocessing/outs
 !src/HHbbVV/tagger
 !src/HHbbVV/tagger/**
 
+!src/HHbbVV/VBF_binder
+!src/HHbbVV/VBF_binder/**
+
+!src/HHbbVV/bash
+!src/HHbbVV/bash/**
+
 !data
 !data/*
 !data/*/**
 
 !paper
 !paper/**
 
+!inference_scans
+!inference_scans/**
 
 !.gitignore
 !.github
@@ -77,3 +86,4 @@ src/HHbbVV/postprocessing/outs
 **/__pycache__
 **/.DS_Store
 .DS_Store
+tau_check.ipynb

.pre-commit-config.yaml

@@ -1,5 +1,6 @@
 repos:
-  - repo: https://github.com/psf/black
-    rev: "23.3.0"
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: "24.2.0"
     hooks:
       - id: black-jupyter
+        args: [--line-length=100]  

AnalysisPlan.md

@@ -12,8 +12,8 @@
     - [Statistical tests of fits](#statistical-tests-of-fits)
     - [Resonant X-\>HY](#resonant-x-hy)
     - [Semi-leptonic ttbar selection skimmer](#semi-leptonic-ttbar-selection-skimmer)
+    - [Resolved WW veto](#resolved-ww-veto)
     - [TTbar corrections](#ttbar-corrections)
-    - [Samplers](#samplers)
   - [Plan](#plan)
     - [Feb 13 - 17](#feb-13---17)
     - [Feb 20 - 24](#feb-20---24)
@@ -87,7 +87,12 @@
  - [x] JMS/R
  - [ ] Top pT
  - Theory
-   - [x] pdf uncertainties
+   - [x] BR
+   - [ ] pdf uncertainties
+     - [x] rate
+     - [ ] shape?
+   - [x] QCD scale
+   - [ ] alpha_s (for single Higgs)
    - [x] parton shower weights
    - [ ] scale variation?
    - [ ] W k factor??
@@ -109,16 +114,16 @@
 
 ### Nonresonant
 
-- [ ] BDT ROC
+- [x] BDT ROC
   - [x] Try multi-class BDT
   - [x] Try equalizing background weights
   - [x] Optimize hyperparams
   - [x] Trim features
-  - [ ] Compare to cut-based WP
-  - [ ] Check sculpting
+  - [x] Check sculpting
 - [x] Scan Txbb, BDT WPs
-- [ ] Run over all kL and k_2V
-  - [ ] Re-run VBF with gen selection
+- [x] Run over all kL and k_2V
+  - [x] Re-run VBF with gen selection
+- [x] HH inference
 - [ ] Theory uncertainties
 
 
@@ -151,6 +156,12 @@
  - [x] muon ID SFs
  - [x] Save regressed mass
  - [x] Jet ID SFs (not required) https://twiki.cern.ch/twiki/bin/view/CMS/JetID13TeVUL
+ - [ ] PFNano on SingleMuon to get regressed mass
+
+
+### Resolved WW veto
+
+ - [ ] Test veto on 2 AK8 W-tagged jets
 
 
 ### TTbar corrections
@@ -165,11 +176,6 @@ May not be necessary given low yield
 - Check VBF?
 
 
-### Samplers
-
- - [ ] Verify sample distributions
-
-
 ## Plan
 
 

PrintParquet.py

@@ -6,16 +6,9 @@
 @click.argument("filename")
 @click.option("-b", "--branches", multiple=True, default=[])
 def print_parquet(filename, branches):
-    # At least one jet with Txbb > 0.8
-    filters = [
-        [
-            ("('ak8FatJetParticleNetMD_Txbb', '0')", ">=", 0.8),
-        ],
-        [
-            ("('ak8FatJetParticleNetMD_Txbb', '1')", ">=", 0.8),
-        ],
-    ]
-    events = pd.read_parquet(filename, filters=filters)
+    events = pd.read_parquet(filename)
+    print(events)
+    print("columns")
     print(events.columns.to_numpy())
     if len(branches) > 0:
         for b in branches: