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concstats vs pyabc

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.

concstats

Free plan APILinuxMac+1

concstats brings market-structure, concentration, and inequality calculations into one R package. Its vector inputs and batch output are useful when you need several established measures together.

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pyabc

Free plan APIiPhoneLinux+3

pyABC provides a customizable ABC-SMC workflow with distributed execution, database storage, and language interfaces. Check platform and Python requirements before adopting it.

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The facts

concstatspyabc
Free planYesYes
Open sourceNot publishedNot published
Runs onAPI, Linux, Mac, WindowsAPI, iPhone, Linux, Self-hosted, Web, Windows
Lowest paid planFree or on requestNot published
Plans published1None
MakerNot publishedNot published
Websitedocs.ropensci.orgpyabc.readthedocs.io
On statistical analysis software#33 of 106#29 of 106

concstats: what it does well

  • Free plan under GPL (≥ 3)
  • Measures market structure and concentration
  • Includes inequality and diversity metrics
  • Batch function returns selected measures
  • Available through CRAN, GitHub, and R-universe

What to know first

  • Requires R scripting knowledge
  • No free trial is listed
  • CRAN dependency is R ≥ 2.10

pyabc: what it does well

  • Performs likelihood-free Bayesian inference
  • Supports multicore and distributed execution
  • Stores simulation data in SQL databases
  • Provides multiple export formats
  • Offers R and Julia interfaces

What to know first

  • Requires Python 3.11 or later
  • Main development focus is Linux
  • Windows multiprocessing may not work as expected
  • Flask visualization server is deprecated

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