Update review button with tooltip and improved comments

Add tooltip to guide users if template doesn't load automatically.
Update comments to clarify GitHub Issue Forms template loading behavior.
Improve body text formatting with markdown.

If template parameter doesn't work, users can select from template chooser.

Author: stephen-rowan

Graph Analysis/unified_analysis.py

@@ -343,15 +343,19 @@ def ensure_iterable_records(data: Any) -> List[Any]:
 
 def _review_button(method_name: str) -> str:
     """Generate HTML for a review button linking to GitHub Issues."""
-    # GitHub Issue Forms: use template name WITHOUT .yml extension
-    # The template parameter should load the form template
-    # Note: If config.yml exists, GitHub may show template chooser first
+    # GitHub Issue Forms: link to issues/new page
+    # If template parameter works, it will load automatically
+    # Otherwise, users will see template chooser and can select "Analysis Review"
+    # Include method info in body as pre-fill for reference
     body_text = f"**Method:** {method_name}\n\n**File:** docs/index.html\n\n---\n\n"
     # URL encode the body text properly
     encoded_body = urllib.parse.quote(body_text)
-    # Template name without extension - GitHub's standard format
+    
+    # Use template parameter (GitHub's documented format for Issue Forms)
+    # Template name without .yml extension
     url = f"https://github.com/SingularityNET-Archive/Graph-Python-scripts/issues/new?template=analysis_review&body={encoded_body}"
-    return f'<a href="{url}" class="review-button" target="_blank">Review This Analysis</a>'
+    
+    return f'<a href="{url}" class="review-button" target="_blank" title="Opens GitHub Issue template. If template doesn\'t load automatically, select \'Analysis Review\' from the template chooser.">Review This Analysis</a>'
 
 
 def write_html_report(