statista 0.6.0

statistics package

Current release info

Name	Downloads	Version	Platforms

statista - Statistics package

statista is a statistics package

statista

Main Features

• Statistical Distributions
  • GEV
  • GUMBEL
  • Normal
  • Exponential
• Parameter estimation methods
  • Lmoments
  • ML
  • MOM
• One-at-time (O-A-T) Sensitivity analysis.
• Sobol visualization
• Statistical descriptors
• Extreme value analysis

For the full documentation, please visit statista documentation

Installing statista

Installing statista from the conda-forge channel can be achieved by:

conda install -c conda-forge statista

It is possible to list all the versions of statista available on your platform with:

conda search statista --channel conda-forge

Install from GitHub

to install the last development to time, you can install the library from GitHub

pip install git+https://github.com/MAfarrag/statista

pip

to install the last release, you can use pip

pip install statista==0.6.0

Quick start

  >>> import statista

other code samples

======= History

0.1.0 (2022-05-24)

• First release on PyPI.

0.1.7 (2022-12-26)

• lock numpy to version 1.23.5

0.1.8 (2023-01-31)

• bump up versions

0.2.0 (2023-02-08)

• add eva (Extreme value analysis) module
• fix bug in obtaining distribution parameters using optimization method

0.3.0 (2023-02-19)

• add documentations for both GEV and gumbel distributions.
• add lmoment parameter estimation method for all distributions.
• add exponential and normal distributions
• modify the pdf, cdf, and probability plot plots
• create separate plot and confidence_interval modules.

0.4.0 (2023-11-23)

• add Pearson 3 distribution
• Use setup.py instead of pyproject.toml.
• Correct pearson correlation coefficient and add documentation .
• replace the pdf and cdf by the methods from scipy package.

0.5.0 (2023-12-11)

• Unify the all the methods for the distributions.
• Use factory design pattern to create the distributions.
• add tests for the eva module.
• use snake_case for the methods and variables.

0.6.0 (2024-08-18)

dev """

• Add documentations for the distributions, and eva modules.
• Add autodoc for all modules.
• Test docstrings as part of CI and pre-commit hooks.
• Test notebooks as part of CI.
• Simplify test for the distributions module

distributions """""""""""""

• move the cdf and parameters for all the methods to be optional parameters.
• rename theoretical_estimate method to inverse_cdf.
• All distributions can be instantiated with the parameters and/or data.
• rename the probability_plot method to plot.
• move the confidence_interval plot from the probability_plot/plot to the method confidence_interval and can be called by activating the plot_figure=True.

descriptors """""""""""

• rename the metrics module to descriptors.