Multivariate Analysis Python Packages

atomai

Deep and Machine Learning for Microscopy

pyscarcopula

Python library for modelling complex multivariate dependencies using stochastic copulas

mbpls

(Multiblock) Partial Least Squares Regression for Python

colormap-complex

Complex / 2d multivariate bivariate colormap / Domain coloring for Matplotlib, Plotly etc. (pure-numpy)

timecorr

Compute dynamic correlations, dynamic higher-order correlations, and dynamic graph theoretic measures in timeseries data

mfte

MFTE (Multi Feature Tagger of English) Python is the Python version based on Le Foll's MFTE written in Perl. It is extended to include semantic tags from Biber (2006) and Biber et al. (1999), including other specific tags.

hoggorm

Explorative multivariate statistics in Python

pyspi

Comparative analysis of pairwise interactions in multivariate time series.

pi-oplsda

A high-performance, pythonic implementation of Orthogonal Partial Least Squares Discriminant Analysis (OPLS-DA), tailored for metabolomics and bioinformatics

mvgkde

MultiVariate Gaussian Kernel Density Estimation

scikit-extremes

A specialized Python library for sparse multivariate extreme value analysis, structure learning, and robust spectral measure estimation using extremal graphical models.

sekupy

Detergent for your dirty neuroimaging pipelines