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+# Notebook UX Review Template
+Use this template to review notebooks using the UX guidelines.
+
+## Instructions
+- Open the notebook you're reviewing in another tab or split window.
+- Use the table below to summarize UX alignment.
+- Mark each guideline as:
+  - ✅ Meets expectations
+  - 🔹 Could be improved
+  - ❌ Missing
+  - ➖ Not applicable
+- Add a short note in the *Suggestion* column for action items.
+- Submit it as a comment in a PR
+
+## UX Structure Review Summary
+
+✅ = (Meets expectations)  
+🔹 = (Could be improved)  
+❌ = (Missing)  
+➖ = Not applicable
+
+| Guideline | Status | Suggestion |
+|-----------|--------|------------|
+| Clear Header | ✅🔹❌➖ | Clear, succinct title (<15 words) of notebook's purpose |
+| Goal/Objective Present | ✅🔹❌➖ | Brief summary (1–2 lines) of what the notebook does and why |
+| Setup & Pre-Requisites | ✅🔹❌➖ | Includes installation steps, required files, and environment assumptions |
+| Section Headers/Markdown | ✅🔹❌➖ | Each code cell/section is preceded by a markdown block explaining its purpose |
+| Handle Errors or Outputs | ✅🔹❌➖ | Highlights expected outputs or common errors (e.g. YAML structure, missing files, etc...) |
+| Hardcoding Avoided | ✅🔹❌➖ | Uses variables or config for file paths instead of hardcoded strings |
+| Concise Cells | ✅🔹❌➖ | Breaks logic into manageable chunks; avoids long, dense blocks |
+| Code Commenting | ✅🔹❌➖ | Inline comments clarify non-obvious logic or structure within code cells |
+| End Wrap-Up & Handoff | ✅🔹❌➖ | Notebook ends with a summary and/or next step guidance |
+
+---
+### Reviewer Notes (Optional)
+Leave additional comments or clarifications here.
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