semvec/pypi-packages huggingface dataset:
RyStats 0.5.0
Psychology Related Statistics in Python!
License: MIT
Keywords: Psychology,Psychometrics,Factor Analysis,Data Science,Logistic Regression,Linear Regression,Mediation,Statistics

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# RyStats

A collection of statistical packages writtten in python.

## Factor Analysis

Several factor analysis routines are implemented including:

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

### Rotation

1. Orthogonal / Oblique
2. Procrustes

### Dimensionality Assessment

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

### Miscellaneous

1. Polychoric Correlations

# 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.