Broken Links Found in Documentation

[github-actions]

Link Check Report

🚨 2 broken link(s) and 2 redirect(s) were found in the documentation.

Details:

• Repository: QuantEcon/lecture-python-programming
• Workflow: Link Checker [Anaconda, Linux]
• Run ID: 23575049053
• Commit: ffa3c2c
• Branch: main
• Date: 2026-03-26T02:59:03.907Z

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Link Check Summary

• Total broken links: 2
• Total redirects found: 2

Broken Links

_site/pandas.html - 2 broken link(s):
❌ https://fred.stlouisfed.org/ - Status: 0 (Timeout)
Link text: FRED
❌ https://fred.stlouisfed.org/series/UNRATE - Status: 0 (Timeout)
Link text: unemployment rate

_site/python_advanced_features.html - 2 redirect(s):
🔄 https://mypy.readthedocs.io/ -> https://mypy.readthedocs.io/en/stable/ (1 redirects)
🔄 https://jax.readthedocs.io/ -> https://docs.jax.dev/en/latest/ (2 redirects)

AI-Powered Suggestions

_site/python_advanced_features.html - AI Suggestions:
🤖 https://mypy.readthedocs.io/
Issue: Redirected 1 times
💡 redirect_update: https://mypy.readthedocs.io/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://jax.readthedocs.io/
Issue: Redirected 2 times
💡 redirect_update: https://docs.jax.dev/en/latest/
Reason: Update to final destination to avoid 2 redirect(s)

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Next Steps:

1. Review the broken links listed above
2. Update or remove broken links from the source files
3. Consider applying AI suggestions for better alternatives
4. Re-run the link check to verify fixes

Note: This issue was automatically created by the AI-Powered Link Checker Action.

Please close this issue once all broken links have been addressed.