A Python library for working with EDM4hep data, providing an object-oriented interface on top of Pandas DataFrames.
Project description
PyEDM4hep
PyEDM4hep is a Pythonic interface for EDM4hep event data, combining the power of Pandas DataFrames with an intuitive object-oriented API. It enables fast, flexible analysis of HEP event data stored in ROOT files, with seamless navigation between particles, hits, and decay trees.
Features
- Object-oriented access to particles, hits, and calorimeter data
- Bulk operations via Pandas DataFrames for high performance
- ROOT file support using
uproot - Relationship navigation (parents, daughters, hits, decay trees)
- Built-in plotting for event overviews, decay trees, and kinematics
- Detector geometry awareness for realistic analysis
- Easy integration with Jupyter and scientific Python stack
Installation
PyEDM4hep requires Python 3.8+ and can be installed via pip:
pip install pyedm4hep
Or from source:
git clone https://github.com/murnanedaniel/pyEDM4hep.git
cd pyEDM4hep
pip install .
Quickstart
from pyedm4hep import EDM4hepEvent
# Define detector parameters (example values)
detector_params = {
'tracking_radius': 1100.0,
'tracking_z_max': 2500.0,
'energy_threshold': 0.05
}
# Load an event from a ROOT file
file_path = 'path/to/events.root'
event = EDM4hepEvent(file_path, event_index=0, detector_params=detector_params)
# Access particles as a DataFrame
particles_df = event.get_particles_df()
# Work with a single particle
particle = event.get_particle(0)
print(particle.pdg, particle.pt, particle.vertex)
# Plot event overview
fig = event.plot.event_overview()
fig.suptitle("Event Overview")
Documentation
Contributing
Contributions are welcome! Please see CONTRIBUTING.md for guidelines.
- Run tests with
pytest. - Ensure code coverage remains high.
- Document new features and update the changelog.
License
This project is licensed under the MIT License. See LICENSE for details.
Acknowledgments
Project details
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