💡 <em class="emphasis">Reproducibility Tip:</em>

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Section 10.13 💡 Reproducibility Tip:

A reproducible Quarto document should render successfully from top to bottom in a clean R session without manual fixes.

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Because rendering re-runs every chunk in order, it helps expose missing packages, undefined objects, and hidden dependencies that can make analyses difficult to reproduce. To support this, always load required packages within the document and avoid relying on objects created outside the document.

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Making sure your Quarto document runs in any R Session:.

You can check whether these criteria are met by shutting down your R session completely, opening your Quarto document in a brand new R session, and pressing Render.

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An analysis is only reproducible if it can be re-run and understood as a complete, self-contained document.

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