rystats

A collection of statistical functions writtten in python

https://github.com/eribean/rystats

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (14.0%) to scientific vocabulary
Last synced: 7 months ago · JSON representation ·

Repository

A collection of statistical functions writtten in python

Basic Info
  • Host: GitHub
  • Owner: eribean
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 93.8 KB
Statistics
  • Stars: 12
  • Watchers: 1
  • Forks: 3
  • Open Issues: 2
  • Releases: 7
Created over 4 years ago · Last pushed over 4 years ago
Metadata Files
Readme License Citation

README.md

RyStats Actions Status codecov.io CodeFactor PyPI version PyPI - Downloads License: MIT

RyStats

A collection of statistical functions written in python. Many of these functions can be accessed without downloading any software at GoFactr

Factor Analysis

Several factor analysis routines are implemented including:

  1. Principal Components Analysis
  2. Principal Axis Factoring
  3. Maximum Likelihood
  4. Minimum Rank
  5. Minimum Residual

Rotation

  1. Orthogonal / Oblique
  2. Procrustes

Dimensionality Assessment

  1. Parallel Analysis
  2. MAP (Minimum Average Partial)

Correlations

  1. Polychoric Correlations
  2. Polyserial Correlations
  3. Biserial Correlations

Inferential Analysis

  1. Linear Regression
  2. Logistic Regression
  3. One/Two-way Anova
  4. T-Tests
  5. Mediation

Survey Utilities

  1. Reverse Scoring
  2. Cronbach's Alpha
  3. McDonald's Omega

Plotting Tools

Plotting Tools require Bokeh and are made to be used within a Jupyter Notebook

Plot Functions

  1. correlation_image: creates a heatmap of a correlation matrix
  2. loading_image: creates a heatmap of a loadings matrix
  3. scree_plot: plots the eigenvalues for dimensionality assessment
  4. loading_table: creates a table that displays the loadings matrix

Dependencies

  1. Numpy
  2. Scipy
  3. Bokeh (for plotting)

Installation

Via pip

csh pip install RyStats --upgrade

From Source

csh pip install . -t $PYTHONPATH --upgrade

Unittests

Pytest with coverage

csh pytest --cov=RyStats --cov-report term

Contact

Ryan Sanchez
ryan.sanchez@gofactr.com

License

MIT License

Copyright (c) 2021 Ryan C. Sanchez

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Sanchez"
  given-names: "Ryan"
  orcid: "https://orcid.org/0000-0003-0931-5335"
title: "RyStats: Statistical Analysis"
version: 0.5.0
date-released: 2021-10-29
url: "https://github.com/eribean/RyStats"

GitHub Events

Total
  • Fork event: 2
Last Year
  • Fork event: 2

Committers

Last synced: about 3 years ago

All Time
  • Total Commits: 27
  • Total Committers: 2
  • Avg Commits per committer: 13.5
  • Development Distribution Score (DDS): 0.111
Top Committers
Name Email Commits
Eribean e****1@g****m 24
Ryan C. Sanchez r****z@g****m 3
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 8 months ago

All Time
  • Total issues: 7
  • Total pull requests: 15
  • Average time to close issues: 6 days
  • Average time to close pull requests: 8 minutes
  • Total issue authors: 1
  • Total pull request authors: 1
  • Average comments per issue: 0.86
  • Average comments per pull request: 0.53
  • Merged pull requests: 15
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • eribean (7)
Pull Request Authors
  • eribean (15)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 71 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 1
  • Total versions: 7
  • Total maintainers: 1
pypi.org: rystats

Psychology Related Statistics in Python!

  • Versions: 7
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 71 Last month
Rankings
Dependent packages count: 10.0%
Stargazers count: 17.7%
Average: 19.9%
Dependent repos count: 21.7%
Forks count: 22.6%
Downloads: 27.5%
Maintainers (1)
Last synced: 8 months ago

Dependencies

requirements.txt pypi
  • bokeh >=2.2.0
  • ipython >=7.18.0
  • numpy >=1.20.1
  • scipy >=1.7.1
setup.py pypi
  • bokeh *
  • ipython *
  • numpy *
  • scipy *