distfit

Background

  • Abstract

Installation

  • Quickstart
  • Installation
  • Uninstalling

Methods

  • Parametric
  • Quantiles
  • Percentiles
  • Discrete Distributions

Generate Synthetic data

  • Synthetic Data (Univariate)
  • Synthetic Data (Multivariate)

Plots

  • Basic plot
  • Plot all fitted distributions
  • Combine plots
  • Change chart properties
  • QQ plot
  • Line plots

Univariate

  • Univariate Parameter fitting
  • Probability Density Function fitting
  • Bootstrapping (Univariate)
  • Varying sample sizes
  • Smoothing
  • Integer fitting

Multivariate

  • Multivariate Parameter Fitting
  • Plots
  • Outlier Detection
  • Generate Synthetic Data
  • Model Comparison
  • Connected variables
  • Caveats and Considerations

Save and Load

  • Saving
  • Loading

Examples

  • Quick start to find best fitting distribution
  • Fit for one specific distribution
  • Fit for multiple distributions
  • Make predictions (continuous)
  • Parallel Computing

Functions

  • Initialization
  • Detect best Fit
  • Predict
  • Generate Synthetic Data (Generation - API)
  • Compute Density
  • Bootstrapping
  • Get Distributions
  • Plot PDF/CDF
  • QQ-plot
  • Plot Summary
  • Save
  • Load

Documentation

  • Sponsor
  • Medium Blogs
  • Gumroad Products with Podcasts
  • Github
  • Colab Notebook
  • Citing
  • Coding quality
  • API References
Index
distfit
  • Index

Index

B | C | D | E | F | G | I | L | P | Q | S | T

B

  • bootstrap() (distfit.distfit.distfit method)

C

  • check_verbosity() (distfit.distfit.distfit method)

D

  • density() (distfit.distfit.distfit method)
  • distfit (class in distfit.distfit)

E

  • evaluate_pdf() (distfit.distfit.distfit method)

F

  • fit() (distfit.distfit.distfit method)
  • fit_transform() (distfit.distfit.distfit method)

G

  • generate() (distfit.distfit.distfit method)
  • get_distributions() (distfit.distfit.distfit method)

I

  • import_example() (distfit.distfit.distfit method)

L

  • lineplot() (distfit.distfit.distfit method)
  • load() (distfit.distfit.distfit method)

P

  • plot() (distfit.distfit.distfit method)
  • plot_cdf() (distfit.distfit.distfit method)
  • plot_copulaDensity() (distfit.distfit.distfit method)
  • plot_gaussian_copula() (distfit.distfit.distfit method)
  • plot_jointDensity() (distfit.distfit.distfit method)
  • plot_multivariate() (distfit.distfit.distfit method)
  • plot_summary() (distfit.distfit.distfit method)
  • plot_uniform_copula() (distfit.distfit.distfit method)
  • plot_univariate() (distfit.distfit.distfit method)
  • predict() (distfit.distfit.distfit method)
  • predict_outliers() (distfit.distfit.distfit method)

Q

  • qqplot() (distfit.distfit.distfit method)
  • qqplot_univariate() (distfit.distfit.distfit method)

S

  • save() (distfit.distfit.distfit method)

T

  • transform() (distfit.distfit.distfit method)

© Copyright 2020, Erdogan Taskesen.

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