sts-pylib
A functional Python interface to the NIST Statistical Test Suite.
Quickstart
You can install sts-pylib via pip:
$ pip install sts-pylib
This will install a package sts into your system,
which contains NIST's statistical tests for randomness.
A complete reference is available in the docs.
>>> import sts
>>> p_value = sts.frequency([1, 0, 1, 1, 0, 1, 0, 1, 0, 1])
FREQUENCY TEST
---------------------------------------------
COMPUTATIONAL INFORMATION:
(a) The nth partial sum = 2
(b) S_n/n = 0.200000
---------------------------------------------
p_value = 0.527089
>>> print(p_value)
0.5270892568655381
Note that all the tests take the input sequence epsilon
(a sample of RNG output)
as an array of 0 and 1 integers.
A more thorough demonstration of sts-pylib is available on
Kaggle.
Contributors
The original sts C program, alongside its corresponding SP800-22 paper, were authored by the following at NIST:
- Andrew Rukhin
- Juan Soto
- James Nechvatal
- Miles Smid
- Elaine Barker
- Stefan Leigh
- Mark Levenson
- Mark Vangel
- David Banks,
- Alan Heckert
- James Dray
- San Vo
- Lawrence E Bassham III
Additional work to improve Windows compatibility was done by Paweł Krawczyk (@kravietz), with a bug fix by @ZZMarquis.
I (@Honno) am responsible for converting sts into a functional interface, and providing a Python wrapper on-top of it. You can check out my own randomness testing suite coinflip, where I am creating a robust and user-friendly version of NIST's sts in Python.
1 maintainer
Release files for sts-pylib 0.0.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| sts_pylib-0.0.5-cp38-cp38-manylinux2010_x86_64.whl | CPython 3.8 | CPython 3.8 | Linux glibc 2.12+ x86-64 | Details |
| sts_pylib-0.0.5-cp37-cp37m-manylinux2010_x86_64.whl | CPython 3.7 | CPython 3.7 pymalloc | Linux glibc 2.12+ x86-64 | Details |
| sts_pylib-0.0.5-cp36-cp36m-manylinux2010_x86_64.whl | CPython 3.6 | CPython 3.6 pymalloc | Linux glibc 2.12+ x86-64 | Details |
Total release size: 311.4 kB
Release files / sts_pylib-0.0.5-cp38-cp38-manylinux2010_x86_64.whl
| Download URL | sts_pylib-0.0.5-cp38-cp38-manylinux2010_x86_64.whl |
|---|---|
| Size | 104.1 kB |
| Tags | CPython 3.8 Linux glibc 2.12+ x86-64 |
|
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Release files / sts_pylib-0.0.5-cp37-cp37m-manylinux2010_x86_64.whl
| Download URL | sts_pylib-0.0.5-cp37-cp37m-manylinux2010_x86_64.whl |
|---|---|
| Size | 103.6 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.12+ x86-64 |
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Release files / sts_pylib-0.0.5-cp36-cp36m-manylinux2010_x86_64.whl
| Download URL | sts_pylib-0.0.5-cp36-cp36m-manylinux2010_x86_64.whl |
|---|---|
| Size | 103.7 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.12+ x86-64 |
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| Uploaded via |
twine/3.2.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/47.1.0 requests-toolbelt/0.9.1 tqdm/4.50.0 CPython/3.8.5
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