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anesthetic vs pycvi

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.

anesthetic

Free plan Linux

anesthetic provides statistical calculations, diagnostics, plotting, and replay for scientific sampling chains. Its Python requirements and Linux focus suit users comfortable installing and scripting scientific software.

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pycvi

Free plan Linux

pycvi provides a focused toolkit for comparing and selecting clusterings without external labels. Its free MIT license and multiple installation methods suit Python workflows, but dependency compatibility needs attention.

Visit pycvi

The facts

anestheticpycvi
Free planYesYes
Open sourceNot publishedNot published
Runs onLinuxLinux
Lowest paid planNot publishedFree or on request
Plans publishedNone2
MakeranestheticNot published
Websiteanesthetic.readthedocs.iopycvi.readthedocs.io
On statistical analysis software#60 of 106#64 of 106

anesthetic: what it does well

  • Computes several Bayesian statistics
  • Supports nested-sampling and MCMC chains
  • Provides one- and two-dimensional plots
  • Interactive replay handles listed file structures
  • Free and MIT-licensed

What to know first

  • Requires Python 3.9 or later
  • Basic requirements include several dependencies
  • Primarily designed for nested-sampling outputs
  • Linux platform listed

pycvi: what it does well

  • Implements 12 internal clustering validity indices
  • Supports DTW, MSM, DBA, and MBA
  • Allows custom indices and majority-vote selection
  • Provides Variation of Information distances
  • Works with several listed clustering libraries

What to know first

  • Linux desktop package only
  • No statistical tests or regression models
  • Example scripts may require extra dependencies
  • scikit-learn-extra 0.3.0 conflicts with NumPy 2.0+

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