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+ # Reproducible-Data-Science
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+ - For Every Result, Keep Track of How It Was Produced
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+ - Avoid Manual Data Manipulation Steps
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+ - Archive the Exact Versions of All External Programs Used
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+ - Version Control All Custom Scripts
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+ - Record All Intermediate Results, When Possible in Standardized Formats
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+ - For Analyses That Include Randomness, Note Underlying Random Seeds
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+ - Always Store Raw Data behind Plots
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+ - Generate Hierarchical Analysis Output, Allowing Layers of Increasing Detail to Be Inspected
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+ - Connect Textual Statements to Underlying Results
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+ - Provide Public Access to Scripts, Runs, and Results
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+ Based on: https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1003285#s9
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