Madanalysis Analyzer

Choose the appropriate file based on your analysis level.

Step 2: Build the Analysis Script

Write MA5 commands as a multi-line string. Use {EVENTS_DIR} as a placeholder for the events directory path — it is replaced at runtime with the actual download location on the cloud.

import {EVENTS_DIR}/Events/run_01/tag_1_delphes_events.lhco.gz as signal
set signal.type = signal
set main.lumi = 100

plot PT(mu[1]) 50 0 500
plot MET 50 0 500
plot M(mu+ mu-) 100 0 200

select N(mu) >= 2
select PT(mu[1]) > 25

CRITICAL: Do NOT write submit — the cloud runner automatically appends submit analysis_output to your script. Any user-written submit lines are stripped before execution.

Step 3: Run the Analysis

Execute the madanalysis-process blueprint using magnus run (see magnus skill):

magnus run madanalysis-process -- \
  --events path/to/pp_ttbar \
  --script "import {EVENTS_DIR}/Events/run_01/unweighted_events.lhe.gz as sample
set sample.type = signal
plot PT(mu+) 50 0 500
plot M(mu+ mu-) 100 0 200
select N(mu+) >= 1" \
  --output path/to/ma5_output \
  --level parton

Parameters:

The events directory is uploaded via FileSecret. On success, the analysis output is downloaded to --output.

WARNING: If --output points to an existing directory, it will be deleted and replaced by the download.

Downloaded directory structure (example: --output path/to/ma5_output):

path/to/ma5_output/
└── analysis_output/
    └── Output/
        └── HTML/
            └── MadAnalysis5job_0/
                ├── index.html
                └── selection_N/         # one per selection cut
                    └── *.png            # histogram images

Analysis Levels

Level must match the event file format:

• LHE files require --level parton
• HepMC files require --level hadron
• LHCO/ROOT files require --level reco

Event File Selection

When multiple event file types exist in a run directory, prefer higher-level formats (priority order):

1. tag_*_delphes_events.lhco.gz — reco-level, LHCO (most common for Delphes)
2. tag_*_delphes_events.root — reco-level, ROOT
3. tag_*_pythia8_events.hepmc.gz — hadron-level
4. unweighted_events.lhe.gz — parton-level (always available)

MA5 Script Quick Reference

Importing events

import {EVENTS_DIR}/Events/run_01/unweighted_events.lhe.gz as signal
import {EVENTS_DIR}/Events/run_01/tag_1_delphes_events.lhco.gz as bkg

Configuring datasets

set signal.type = signal
set bkg.type = background
set bkg.xsection = 831.76          # cross section in pb
set main.lumi = 100                # luminosity in fb^-1
set main.normalize = lumi
set main.stacking_method = stack

Plotting observables

plot PT(mu[1]) 50 0 500            # leading muon pT
plot MET 50 0 500                  # missing ET
plot M(mu+ mu-) 100 0 200         # dimuon invariant mass
plot N(j) 15 0 15                  # jet multiplicity
plot DELTAR(e-[1], j[1]) 40 0 10  # deltaR(leading electron, leading jet)

Particle ranking: mu[1] = leading (highest-pT) muon, mu[2] = sub-leading.

Applying selections

select N(mu) >= 2                  # require >= 2 muons
select PT(mu[1]) > 25              # leading muon pT > 25 GeV
reject MET < 50                    # reject events with MET < 50
select 80 < M(mu+ mu-) < 100      # mass window

Selections are applied sequentially (AND logic). Order matters for cut-flow tables.

Reference Documentation

• See references/madanalysis_reference.md for the complete MA5 command reference, including all observables, selection syntax, output format, and analysis examples