A python package that implements an easy-to-use interface for random variables, statistical distributions, and their algebra.
Project description
distribution-algebra
A python package that implements an easy-to-use interface for random variables, statistical distributions, and their algebra.
This Python package is brought to you by Vaibhav Karve.
distribution-algebra recognizes Normal, Lognormal, Beta and Poisson
distributions. The package implements an interface to easily construct
user-defined Univariate distributions as well Vectorized distributions.
Additional features include:
- A
plotfunction for probability density/mass function plotting. - A
drawfunction for drawing random samples of specified size from a given distribution. - Addition and multiplication operations defined directly on distributions:
- For example, the sum of two Normal (Poisson) distributions is Normal (Poisson).
- The product of two Lognormal distributions is Lognormal.
- The sum of two arbitrary univariate distributions is expressed as a Vectorized distribution.
This package is written in Python v3.10, and is publicly available under the GNU-GPL-v3.0 license.
Installation and usage
To get started on using this package,
-
Install Python 3.10 or higher.
-
python3.10 -m pip install distribution-algebra -
Use it in a python script (or interactive REPL)
from distribution_algebra import Beta, Lognormal, Normal, Poisson x: Normal = Normal(mean=1.0, var=9.0) y: Normal = Normal(mean=1.0, var=16.0) assert x + y == Normal(mean=2.0, var=25.0)
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Hashes for distribution_algebra-0.1.20.tar.gz
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | d6ae06044fb94a4b5abc48ca5ad5ec2643435cd45ba666f5d102a3f6a7cb21e4 |
|
| MD5 | ce904ad01351f07607af984de0bcbc45 |
|
| BLAKE2b-256 | 72add655c1b601e889f2674635c126596c3c08c081bc56a9943032bf4251633f |
Hashes for distribution_algebra-0.1.20-py3-none-any.whl
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 3e716be623d3c7ded21c504e39980a5e8bf9dbf2fe70ca6d4de9a5b64d8398ec |
|
| MD5 | f83cf2b718b072e931935e88fb98e67b |
|
| BLAKE2b-256 | 1ac63e95d0e787eb229c6dd5913e1942730911851563184926f893ffb28401f0 |
