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anesthetic vs logKDE

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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logKDE

Free plan MacWindows

logKDE focuses on positive-valued kernel density estimation in R, with direct and FFT-based functions plus several kernels and bandwidth options. It does not provide statistical tests, regression models, or Bayesian analysis.

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The facts

anestheticlogKDE
Free planYesYes
Open sourceNot publishedNot published
Runs onLinuxMac, Windows
Lowest paid planNot publishedFree or on request
Plans publishedNone1
MakeranestheticNot published
Websiteanesthetic.readthedocs.ioandrewthomasjones.com.au
On statistical analysis software#54 of 107#50 of 107

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

logKDE: what it does well

  • Designed for positive-domain data
  • Offers direct and FFT estimation
  • Six kernel choices listed
  • Multiple bandwidth methods
  • Available from CRAN

What to know first

  • No statistical tests
  • No regression models
  • No Bayesian analysis
  • Estimates only positive values

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