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Reproducible-Data-Science

  • For Every Result, Keep Track of How It Was Produced
  • Avoid Manual Data Manipulation Steps
  • Archive the Exact Versions of All External Programs Used
  • Version Control All Custom Scripts
  • Record All Intermediate Results, When Possible in Standardized Formats
  • For Analyses That Include Randomness, Note Underlying Random Seeds
  • Always Store Raw Data behind Plots
  • Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
  • Connect Textual Statements to Underlying Results
  • Provide Public Access to Scripts, Runs, and Results

Based on: https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1003285#s9