Utilities for high energy physics
Project description
heputl
A Python utility package for high-energy physics (HEP) analysis, providing tools for data preprocessing, plotting, and statistics.
Overview
heputl is a modular Python package designed to streamline common tasks in HEP data analysis. It includes utilities for:
- Plotting: Publication-quality 1D and 2D histograms, graphs, and overlays using
matplotlibandmplhep. - Data Utilities: Preprocessing helpers, string constants, and toy data generators.
- Statistics: Functions for statistical analysis of HEP datasets.
- Logging: Simple logging setup for scripts and notebooks.
Installation
You can install the latest release from PyPI:
pip install heputl
Or, for the latest development version:
git clone https://github.com/kingusiu/physkiutl.git
cd physkiutl
pip install -e .
Dependencies are managed via pyproject.toml.
Usage
After installation, simply import modules as needed in your analysis scripts or notebooks:
from heputl.plotting.oneD import plot_feature_hist_for_n_samples
from heputl.logging import get_logger
For Jupyter notebooks, if you are working from the source tree, ensure the src directory is in your PYTHONPATH:
import sys, os
sys.path.insert(0, os.path.abspath(os.path.join(os.pardir, "src")))
Modules
heputl.plotting: 1D and 2D plotting utilitiesheputl.dats: Toy data and statisticsheputl.utils: Preprocessing and constantsheputl.logging: Simple logger for scripts and notebooks
Demos
Demos can be found under notebook.
plot_feature_hist_for_for_n_samples_demo Notebook
This notebook demonstrates how to visualize the distribution of a specific feature in your dataset using histograms.
- Creating a demo dataset
- Plotting a histogram to observe the feature's distribution
License
This project is licensed under the MIT License. See the LICENSE file for details.
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