Saiph not only is the sixth-brightest star in the constellation of Orion (https://en.wikipedia.org/wiki/Saiph), but also a package enabling to project data.

Projection fitting is done through PCA, MCA or FAMD.

The main module imputes which one should be used depending on the given data, but each module can be used on his own.

The package provides a visualization module for correlation circles, contributions and explained variance.

See the documentation for more details and a tutorial.

pip install saiph

uv sync --extra matplotlib --group dev --group doc

If you want to install dev dependencies, make sure you have a rust compiler installed:

curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
just install

To get the documentation, clone the repo then

just install docs docs-open

Saiph is under MIT license.