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prisonbrief vs TorchMetrics

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.

prisonbrief

Free plan LinuxMacWindows

prisonbrief provides scripted access to World Prison Brief tables, trends, and map shapes across desktop operating systems. Analysts should account for extra cleaning required by some country-level data.

Visit prisonbrief

TorchMetrics

Free plan Linux

TorchMetrics provides a broad, standardized metric toolkit for PyTorch projects, with distributed and batch-aware calculations. Its free Apache 2.0 licensing and Lightning integration suit developers who can manage optional dependencies and version compatibility.

Visit TorchMetrics

The facts

prisonbriefTorchMetrics
Free planYesYes
Open sourceNot publishedNot published
Runs onLinux, Mac, WindowsLinux
Lowest paid planFree or on requestFree or on request
Plans published11
MakerNot publishedNot published
Websitedanilofreire.github.iolightning.ai
On statistical analysis software#44 of 106#48 of 106

prisonbrief: what it does well

  • Free MIT-licensed open-source package
  • Runs on Linux, macOS, and Windows
  • Provides country, regional, and world tables
  • Includes prison population time series
  • Supplies geometric shapes for maps

What to know first

  • Country-level tables may need additional cleaning
  • Requires R and spatial-data packages
  • Linux may require libudunits2-dev
  • No paid plans are listed

TorchMetrics: what it does well

  • More than 100 metrics across many domains
  • Supports distributed state synchronization
  • Accumulates results across batches
  • Custom metrics use Metric subclassing
  • Works with PyTorch without Lightning

What to know first

  • Linux platform listing only
  • Plotting requires matplotlib
  • Specialized metrics may need extra dependencies
  • Supports latest two Lightning major versions

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