scientific-tools 0.0.0a23.dev0

Scientific tools is the Swiss army knife of scientists, researchers, engineers and students who work with python.

Scientific tools

Project's description

scientific_tools is the Swiss army knife of scientists, researchers, engineers and students who work with python.

This document shows most important functionalities of this framework.

This framework is currently in development, but most of functionnalities works without any bugs. When a functonality isn't stable or had known bugs, it was wrote in italic.

Mathematics

Solve

The scientific_tools.mathematics.solve package can resolve equations with some functions using different algorithm :

• dichotomy function search the unique solution of f(x) = 0, where f is an continuous and strictly monotone function.
• implicit_finite_difference_solver function can solve a partial differential equation with the implicit finite difference method. The shape of partial differential equation must be Ctt Utt + Ctx Uxt + Cxx Uxx + Cx Ux + Ct Ut + Cu U = Cc.

NB: This solver is experimental (alpha) !

• explicit_finite_difference_solver function can solve the same shape of partial differential equation but with the explicit finite difference method.

NB: This solver is experimental (alpha) !

Physics

Uncertainty

The scientific_tools.physics.uncertainty package can calculate uncertainties :

• calculate standard uncertainties with propagation rules
• calculate relative uncertainties with propagation rules
• calculate z-scores (z-core between a value and a reference value & z-score between two value)

Spectral analysis

The scientific_tools.physics.spectral_analysis package can calculate some Discrete Fourier Transforms and calculate spectrum frequancies, amplitudes and phases.

Some functions in this package are in development.

Graphics package

Functions graphs

The scientific_tools.graphics.function_graphs package can trace 2D and 3D functions graphs.

Uncertainty graphs

The scientific_tools.graphics.uncertainty_graphs package can draw :

• an uncertainty graph with a function, the function plus its uncertainty and the fonction minus its uncertainty.
• experimental values with uncertainties bar.
• a z-score graph : draws the points (or a function) that correspond to z-score and draws the maximum and minimum lines of z-core validity.

Spectral analysis graphs

The scientific_tools.graphics.spectral_analysis_graphs package can draw :

• graphs with amplitudes of Discrete Fourier Transform
• spectral graphs with phases of Discrete Fourier Transform

Thoses functions are experimental (beta).

About us

License

Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License (CC-BY-NC-SA)

(Futher information at: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode )

©Cyprien BONTRON ([e-mail])

Thanks

This framework rely on few others frameworks that are free. The code is written in Python 3.11 and use :

• numpy
• matplotlib