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Original examples

Exact-error comparison of trapezoid and Simpson quadrature

Executable Science local pilot drafts

Use rational arithmetic to compare composite quadrature errors for x^4 on [0,1] across five nested grid resolutions.

Investigate What convergence pattern appears without floating-point rounding for these two quadrature rules?

Listing reviewed · source terms apply
Original examples

Finite-difference step-size sensitivity

Executable Science local pilot drafts

Sweep sixteen step sizes for forward and central differentiation of exp(x) at zero, exposing truncation and rounding behavior against the analytical derivative.

Investigate How does derivative error change across a fixed grid of shrinking step sizes?

Listing reviewed · source terms apply
Software

FiPy

Upstream project repository

Finite-volume partial differential equation solving for transport and related numerical models.

Investigate How do grid and time-step refinement affect error in a one-dimensional diffusion problem?

Listing reviewed · source terms apply
Software

healpy

Upstream project repository

Python interfaces for HEALPix spherical pixelization and map analysis.

Investigate Do pixel centers and equal-area weights recover the integral of a constant spherical map?

Listing reviewed · source terms apply
Methods

Integration (scipy.integrate)

SciPy documentation

An official guide to quadrature from functions or samples, multiple integration and initial-value ODE solving.

Investigate How do selected quadrature rules behave on smooth, oscillatory and endpoint-singular functions with independently known integrals?

Listing reviewed · source terms apply
Methods

Interpolation (scipy.interpolate)

SciPy documentation

An interpolation guide organized by data geometry, smoothness and shape requirements, including structured and scattered data.

Investigate When monotone samples are supplied, which interpolants preserve monotonicity and what approximation error do they incur?

Listing reviewed · source terms apply
Software

Landlab

Upstream project repository

Grid and process-model components for Earth-surface dynamics simulations.

Investigate Does a fixed landscape-diffusion component reproduce an analytic mode and the declared boundary behavior?

Listing reviewed · source terms apply
Software

librosa

Upstream project repository

Audio and music-signal analysis tools, including transforms and feature extraction.

Investigate How do window size and centering affect the measured spectral peak of a synthetic sinusoid?

Listing reviewed · source terms apply
Methods

Linear Algebra (scipy.linalg)

SciPy documentation

A guide to dense linear systems, least squares, matrix factorizations, eigenproblems and matrix functions.

Investigate How do residuals and solution errors differ as a known linear system becomes ill-conditioned?

Listing reviewed · source terms apply
Software

MNE-Python

Upstream project repository

Processing and analysis tools for electrophysiological recordings such as EEG and MEG.

Investigate How does a specified filter alter known-frequency components and edge samples in a generated signal?

Listing reviewed · source terms apply
Software

mpmath

Upstream project repository

Arbitrary-precision real and complex arithmetic with special functions and numerical calculus.

Investigate How does precision growth change the residual in a cancellation-sensitive special-function identity?

Listing reviewed · source terms apply
Software

NetworkX

Upstream project repository

Graph construction, traversal, structural analysis, and network algorithms in Python.

Investigate Do weighted shortest-path routines match exhaustive simple-path enumeration on bounded positive-weight graphs?

Listing reviewed · source terms apply

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