A Bayesian sample size calculator
Project description
BayesSizer
BayesSizer is a Bayesian sample size calculator. It helps data scientists and experimenters determine the required sample size for A/B tests using Bayesian inference.
Features
- Computes Bayesian-based sample sizes for A/B testing
- Supports configurable Type I (α) and Type II (β) error rates
- Designed for data science and experimentation teams
- Lightweight, simple, and efficient
Installation
Install BayesSizer from PyPI:
pip install bayessizer
Usage
from bayessizer import bayesian_sample_size
# Example: Calculate required sample size with default parameters
sample_size = bayesian_sample_size(alpha=0.05, beta=0.2, effect_size=0.1, std_dev=1)
print(f"Required sample size per group: {sample_size}")
Parameters
alpha(float): Type I error rate (default: 0.05)beta(float): Type II error rate (default: 0.2)effect_size(float): Minimum detectable effect size (default: 0.1)std_dev(float): Standard deviation of the population (default: 1)
Example Output
Required sample size per group: 385
Running Tests
To ensure correctness, run:
pytest tests/
Contributing
We welcome contributions! Feel free to submit issues or pull requests.
License
This project is licensed under the MIT License.
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