A Python package for generating random variates from a truncated gamma distribution.
Project description
truncated-gamma-rvs
A Python package for generating random variates from a truncated gamma distribution.
Installation
pip install truncated-gamma-rvs
Quick Start
from truncated_gamma_rvs import truncgamma_rvs
# Generate 100,000 random variates from a gamma distribution truncated
# to the interval [0, 1000], where the mean is 100 and the standard
# deviation is 1/2 the value of the mean (e.g., the coefficient of variation).
x = truncgamma_rvs(
mean_target = 100,
cv_target = 1/2,
A = 0,
B = 1000,
size = 100000,
random_state = 123)
What is a Truncated Gamma Distribution?
A truncated gamma distribution is a gamma distribution that has been "cut off" at specified lower (A) and upper (B) bounds. This is useful when you need gamma-distributed random variables that must fall within a specific range.
API Reference
truncgamma_rvs(mean_target, cv_target, A, B, size=1, random_state=None)
Generate random variates from a truncated gamma distribution.
Parameters:
mean_target(float): Target mean of the truncated distributioncv_target(float): Target coefficient of variationA(float): Lower bound (≥ 0)B(float): Upper bound (> A)size(int, optional): Number of samples to generate (default: 1)random_state(int, optional): Random seed for reproducibility
Returns:
numpy.ndarray: Array of random samples
TruncatedGamma(alpha, theta, A, B)
Class for working with truncated gamma distributions.
Parameters:
alpha(float): Shape parameter (> 0)theta(float): Scale parameter (> 0)A(float): Lower bound (≥ 0)B(float): Upper bound (> A)
Methods:
truncgamma_m1(): Calculate the first moment (mean)truncgamma_m2(): Calculate the second momenttruncgamma_var(): Calculate the variancetruncgamma_cv(): Calculate the coefficient of variation
Requirements
- Python ≥ 3.9
- numpy
- scipy
Development
git clone https://github.com/wkingc/truncated-gamma-rvs-py-package.git
cd truncated-gamma-rvs-py-package
pip install -e ".[dev]"
python -m pytest
License
MIT License. See LICENSE for details.
Documentation
For a complete usage guide, see https://www.kingcopeland.com/truncated-gamma-rvs-py/.
Citation
If you use this package in your research, please consider citing it:
@software{copeland2026tgammarvs,
author = {Wade K. Copeland},
title = {{truncated-gamma-rvs: A Python package for generating random variates from a truncated gamma distribution}},
url = {https://pypi.org/project/truncated-gamma-rvs/},
version = {0.1.4},
year = {2026}
}
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