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ExpFamilyPCA.jl vs Phitter

Both stand on statistical analysis software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

ExpFamilyPCA.jl

Free plan Linux

ExpFamilyPCA.jl provides a focused Julia workflow for exponential-family PCA, with several built-in distributions and options for custom models. Its Linux support and potentially lengthy fitting make it most suitable for technical users comfortable with Julia and configurable optimization.

Visit ExpFamilyPCA.jl

Phitter

Free plan Web

Phitter is focused on distribution fitting, with visual results and several goodness-of-fit measures. Its local browser calculation and Python package offer two ways to work with data, within the stated input and method scope.

Visit Phitter

The facts

ExpFamilyPCA.jlPhitter
Free planYesYes
Open sourceNot publishedNot published
Runs onLinuxWeb
Lowest paid planFree or on requestFree or on request
Plans published11
MakerNot publishedNot published
Websitesisl.github.iophitter.io
On statistical analysis software#51 of 106#47 of 106

ExpFamilyPCA.jl: what it does well

  • Free MIT-licensed Julia package
  • Supports nine built-in distributions
  • Provides fit, compress, and decompress methods
  • Allows custom distribution models
  • Configurable optimization controls

What to know first

  • Linux platform listed
  • Fitting can take a long time
  • Requires Julia package-manager installation

Phitter: what it does well

  • Covers 87 continuous and discrete distributions.
  • Reports multiple goodness-of-fit results.
  • Supports TXT, CSV, XLSX, and public URLs.
  • Fitting runs locally in the browser.
  • Free plan requires no account and has no row limit.

What to know first

  • Web application requires at least 20 numeric observations.
  • Site uses analytics and external services.

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