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Table · dataset · 2026

ATLAS OmniFold Full Charged Particle Phase Space Open Data

Listed in CERN Open Data

This dataset is the full phase space measurement of Z(mu mu)+jets production at sqrt(s)=13 TeV performed by the ATLAS Collaboration, unfolded with the OmniFold machine-learning unfolding algorithm.

Description

Because the measurement is unbinned, results are provided as a dataset of particle level events simulated with Monte Carlo methods, with per-event weights provided by OmniFold. Applying the weights to the events and binning the events in some observable produces a differential cross section measurement in that observable.<br><br>Each Parquet file is self-contained, combining per-event variable-length arrays of particle kinematics (transverse momentum, pseudorapidity, azimuthal angle, and PDG ID for the two Z-decay muons plus all charged hadrons) with ~164 OmniFold weight columns per event.

The release includes:<br><br>- data.parquet, data-hv.parquet: the measurement dataset<br>- pseudodata.parquet, pseudodata-hv.parquet, truth_pseudodata.parquet: a pseudodata dataset for closure testing against known MC truth<br>- truth_madgraph.parquet: Monte Carlo truth-level predictions from MadGraph5_aMC@NLO+Pythia8, for comparison<br>- truth_sherpa.parquet: Monte Carlo truth-level predictions from Sherpa 2.2.11, for comparison<br>- models/: all trained OmniFold network checkpoints used to build the data measurement.

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Seven iterations of OmniFold are run for each independent run of the method, and 10 ensembles are run per most systematic variations. There are 28 run groups and 2695 checkpoint files total, enabling users to rerun inference for both the nominal result and some of the associated uncertainties.

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Where it is published

Catalogue records · 1

Topics

Stated by source
ATLAS
From keywords
Physics
Provenance · 1 source records, 8 field assertions
SourceKeyLast seenRaw
CERN Open Dataatlas-1600057 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · CERN Open Dataconnector:cern_opendata@1.0.0
byte_sizesource · CERN Open Dataconnector:cern_opendata@1.0.0
concepts[field].local:field:physicsmapping · CERN Open Dataconnector:cern_opendata@1.0.0
concepts[instrument].cern_experiment:atlassource · CERN Open Dataconnector:cern_opendata@1.0.0
descriptionsource · CERN Open Dataconnector:cern_opendata@1.0.0/metadata/abstract/description
licensesource · CERN Open Dataconnector:cern_opendata@1.0.0
publication_datesource · CERN Open Dataconnector:cern_opendata@1.0.0
titlesource · CERN Open Dataconnector:cern_opendata@1.0.0/metadata/title