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# Replicable analysis best practise # Replicable analysis best practise - Module 3
- Never alter the data file manually, data should always be edited by code ! - Never alter the data file manually, data should always be edited by code !
- Read data directly from source.
- A replicable analysis:
- must contain all of the data processing steps in an executable form.
- it's important to explain all choices that might impact the results.
- Expose many technical details, only then other readers can verify the work with us.
- A year has always more than 7x52 days.
-
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