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2. **When Not to Use**: Describe scenarios where the method or visualization is inappropriate or could lead to confusion.
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2. **When Not to Use**: Describe scenarios where the method or visualization is inappropriate or could lead to confusion.
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3. **Examples (How to Use It)**: Provide at least one example (with code or visualization) demonstrating the correct usage of the method or visualization. Where possible, also include good and best practice examples, highlighting effective approaches. Be mindful of tone when discussing limitations or mistakes—frame these as learning opportunities and avoid criticizing specific scientists or studies.
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3. **Examples (How to Use It & Good and Bad Practice)**: Provide at least one example (with code or visualization) demonstrating the correct usage of the method or visualization. Include both good and bad practice examples where applicable. Highlight what works well and why, and explain common pitfalls or mistakes to avoid. Be mindful of tone when discussing limitations—frame these as learning opportunities and avoid harsh criticism of specific studies or scientists.
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This structure will ensure that every section has clear guidance on applicability, practical usage, and best practices, helping users apply methods effectively and responsibly.
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## Visualization Guidelines
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## Visualization Guidelines
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