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python-reproducibility-guide - Python Reproducibility Guide

Set up reproducible Python environments for research computing with notebooks

Tags

Updated: 2026-05-11

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • create virtual environments
  • install python packages
  • pin dependencies
  • set random seeds
  • create docker containers
  • run jupyter notebooks
  • convert notebooks
  • execute analysis scripts
  • generate figures
  • create log files
  • run tests
  • format code

Inputs

  • requirements.txt file
  • pyproject.toml file
  • raw data files
  • notebook files
  • source code
  • Dockerfile
  • Makefile

Outputs

  • virtual environment
  • installed packages
  • docker container
  • executed notebooks
  • HTML reports
  • PDF reports
  • generated figures
  • data tables
  • log files
  • test results

Requirements

  • Python interpreter
  • package manager
  • Jupyter runtime
  • Docker engine

Source

  • Spec: SKILL.md
python
reproducibility
research
environments
notebooks
containerization
dependencies
create virtual environments
install python packages
pin dependencies
set random seeds
requirements.txt file
pyproject.toml file
raw data files
virtual environment
installed packages
docker container