{"categories":[{"label":"Mathematics","url":"https://skillfed.io/packages/category/scientific-engineering-mathematics"}],"enrichment":{"capability":"Provides xarray-friendly wrappers around NumPy linear algebra, SciPy statistics, and einops operations, reducing verbosity while preserving labeled array semantics.","skillfed_tags":["xarray-extension","scientific-computing","bayesian-inference"],"use_cases":["Compute matrix decompositions on xarray variables while preserving dimension names","Apply scipy.stats functions to labeled multi-dimensional arrays without reshaping to NumPy","Reshape and transpose xarray data using einops syntax adapted for labeled dimensions","Perform linear algebra on Bayesian posterior samples organized by chain and draw dimensions","Stack or reshape dimensions in scientific datasets while maintaining coordinate metadata"],"what_it_does":"xarray-einstats bridges the gap between xarray's labeled array clarity and NumPy/SciPy's functional depth. When xarray operations become verbose or when you need linear algebra or statistical functions, this package provides thin wrappers that preserve dimension names and coordinate information instead of forcing you back to positional indexing. It wraps numpy.linalg and scipy.stats functions, plus einops tensor operations, with an API designed for xarray's labeled semantics.\n\nThe package targets scientific and statistical workflows where you work with multi-dimensional data and want to perform matrix operations or statistical tests without losing your dimension labels. It's in active development (Alpha status) and maintained as part of the ArviZ ecosystem.","worth_installing":"Yes, if you regularly work with xarray and need NumPy linear algebra or SciPy statistics without losing dimension labels. Low install friction, active maintenance, permissive license, and no known vulnerabilities. Alpha status means the API may evolve, but it's suitable for workflows where clarity and labeled semantics matter more than API stability guarantees."},"id":"xarray-einstats","links":{"html":"https://skillfed.io/packages/xarray-einstats","md":"https://skillfed.io/packages/xarray-einstats.md","pypi":"https://pypi.org/project/xarray-einstats/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-07-20","license_spdx":null,"license_treatment":"permissive","name":"xarray-einstats","python_support":"supports_current","summary":"Stats, linear algebra and einops for xarray"},"popularity":{"monthly_downloads":2165943,"position":3235,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"0.11.0"}