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Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.

186 resources · Curated orderClear filters
Software

Photutils

Upstream project repository

Astronomical image analysis for source detection, apertures, backgrounds, and photometry.

Investigate How does aperture flux error vary with source position and aperture radius on a synthetic image?

Listing reviewed · source terms apply
Software

Pingouin

Upstream project repository

Statistical tests, effect sizes, correlations, and related analysis helpers.

Investigate Do paired-test estimates and confidence intervals agree with an independently calculated small-sample fixture?

Listing reviewed · source terms apply
Software

pmdarima

Upstream project repository

ARIMA modeling, order-selection, and time-series preprocessing utilities for Python.

Investigate How often does a frozen order-selection procedure recover the generating order at specified sample sizes?

Listing reviewed · source terms apply
Software

Polars

Upstream project repository

Columnar DataFrame processing with query planning and parallel execution.

Investigate Do eager and lazy query plans preserve exact grouped totals under filtering and null values?

Listing reviewed · source terms apply
Software

Pooch

Upstream project repository

Management and retrieval of data files with registry and checksum support.

Investigate Does a fixed registry detect a deliberately changed input rather than silently accepting stale bytes?

Listing reviewed · source terms apply
Software

PuLP

Upstream project repository

Linear and mixed-integer optimization modeling in Python with external solver interfaces.

Investigate Does a mixed-integer allocation model recover the enumerated optimum under a fixed capacity constraint?

Listing reviewed · source terms apply
Software

PyAMG

Upstream project repository

Algebraic multigrid methods for solving large sparse linear systems.

Investigate How does multigrid residual reduction change with the size of a fixed Poisson discretization?

Listing reviewed · source terms apply
Software

pycma

Upstream project repository

Covariance-matrix adaptation evolution strategies for derivative-free numerical optimization.

Investigate How does coordinate rotation affect fixed-budget convergence on a chosen quadratic family?

Listing reviewed · source terms apply
Software

Pydap

Upstream project repository

Python support for the OPeNDAP data-access protocol.

Investigate Do fixed constraint expressions select the expected cells from a tiny synthetic dataset?

Listing reviewed · source terms apply
Software

pydicom

Upstream project repository

Reading, modifying, and writing DICOM medical-imaging metadata and datasets in Python.

Investigate Which explicitly selected metadata elements survive a synthetic DICOM write/read round trip?

Listing reviewed · source terms apply
Software

PyDy

Upstream project repository

Symbolic and numerical tools for deriving and simulating multibody dynamics.

Investigate Does a simple generated mechanical model satisfy the independently derived dynamics and energy behavior?

Listing reviewed · source terms apply
Software

PyMC

Upstream project repository

Probabilistic modeling and Bayesian inference with automatic sampling methods.

Investigate Do posterior samples from a simple conjugate model agree with its analytic posterior moments and quantiles?

Listing reviewed · source terms apply

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