fastbootstrap

Name	fastbootstrap JSON
Version	1.0.21 JSON
	download
home_page	https://github.com/timofeytkachenko/fastbootstrap
Summary	Fast Python implementation of statistical bootstrap
upload_time	2024-02-28 15:45:31
maintainer
docs_url	None
author	Timofey Tkachenko
requires_python	>=3.10
license
keywords	bootstrap fast_bootstrap
VCS
bugtrack_url
requirements	jupyter ipython matplotlib plotly numpy scipy pandas tqdm multiprocess
Travis-CI	No Travis.
coveralls test coverage	No coveralls.

            # fastbootstrap
Fast Python implementation of statistical bootstrap
___
## Installation
```bash
pip install fastbootstrap
```
___
## Usage
```python
import numpy as np
from fastbootstrap.bootstrap import two_sample_bootstrap

n = 10000

sample_1 = np.random.exponential(scale=1 / 0.001, size=n)
sample_2 = np.random.exponential(scale=1 / 0.00101, size=n)

p_value, boot_mean, boot_conf_interval = two_sample_bootstrap(sample_1, sample_2, plot=True)
```
![img.png](img.png)
___
Check interactive notebook [here](https://nbviewer.org/github/timofeytkachenko/bootstrap/blob/main/bootstrap_experiment.ipynb)

            

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