Broken Links Found in Documentation

Link Check Report

🚨 4 broken link(s) and 129 redirect(s) were found in the documentation.

Details:

• Repository: QuantEcon/lecture-python-advanced.myst
• Workflow: Link Checker [Anaconda, Linux]
• Run ID: 34788900522
• Commit: 7f42c5e2b7e4d7f416da73b9789fdc21c21d2917
• Branch: main
• Date: 2026-09-13T23:21:11.912Z

---

Link Check Summary

• Total broken links: 4
• Total redirects found: 129
• Links skipped by ignore-patterns: 5

Broken Links

_site/hs_recursive_models.html - 2 redirect(s):
🔄 https://python-intro.quantecon.org/linear_models.html -> https://python.quantecon.org/linear_models.html (1 redirects)
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)

_site/mcmc.html - 2 redirect(s):
🔄 https://num.pyro.ai/ -> https://num.pyro.ai/en/stable/ (1 redirects)
🔄 https://num.pyro.ai/ -> https://num.pyro.ai/en/stable/ (1 redirects)

_site/markov_jump_lq.html - 1 redirect(s):
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)

_site/arellano.html - 1 redirect(s):
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/markov/approximation.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/markov/approximation.py (1 redirects)

_site/matsuyama.html - 4 redirect(s):
🔄 http://www.centreformacroeconomics.ac.uk/Discussion-Papers/2015/CFMDP2015-27-Paper.pdf -> https://www.lse.ac.uk/CFM (1 redirects)
🔄 http://faculty.wcas.northwestern.edu/~kmatsu/ -> https://faculty.wcas.northwestern.edu/kmatsu/ (2 redirects)
🔄 http://www.mdef.it/index.php?id=32 -> https://www.mdef.it/index.php?id=32 (1 redirects)
🔄 http://www.centreformacroeconomics.ac.uk/Discussion-Papers/2015/CFMDP2015-27-Paper.pdf -> https://www.lse.ac.uk/CFM (1 redirects)

_site/chang_ramsey.html - 1 redirect(s):
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_site/calvo.html - 5 redirect(s):
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🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (1 redirects)

_site/orth_proj.html - 3 redirect(s):
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🔄 http://www.johnstachurski.net/emet.html -> http://johnstachurski.net/emet.html (1 redirects)
🔄 https://python-intro.quantecon.org/kalman.html -> https://python.quantecon.org/kalman.html (1 redirects)

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🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (1 redirects)
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🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lss.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lss.py (1 redirects)

_site/smoothing_tax.html - 1 redirect(s):
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_site/lu_tricks.html - 4 redirect(s):
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🔄 https://python-intro.quantecon.org/kalman.html -> https://python.quantecon.org/kalman.html (1 redirects)
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_site/troubleshooting.html - 2 redirect(s):
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🔄 https://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (1 redirects)

_site/estspec.html - 6 redirect(s):
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🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/estspec.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/estspec.py (1 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
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🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/estspec.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/estspec.py (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/estspec.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/estspec.py (1 redirects)

_site/classical_filtering.html - 3 redirect(s):
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)
🔄 https://python-intro.quantecon.org/kalman.html -> https://python.quantecon.org/kalman.html (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income.html -> https://python.quantecon.org/perm_income.html (1 redirects)

_site/stationary_densities.html - 1 redirect(s):
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_site/dyn_stack.html - 3 redirect(s):
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🔄 https://python-intro.quantecon.org/rational_expectations.html -> https://python.quantecon.org/rational_expectations.html (1 redirects)

_site/knowing_forecasts_of_others.html - 3 redirect(s):
🔄 https://python-intro.quantecon.org/kalman.html -> https://python.quantecon.org/kalman.html (1 redirects)
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🔄 https://python-intro.quantecon.org/rational_expectations.html -> https://python.quantecon.org/rational_expectations.html (1 redirects)

_site/robustness.html - 6 redirect(s):
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🔄 https://python-intro.quantecon.org/linear_algebra.html#la-mcalc -> https://python.quantecon.org/linear_algebra.html#la-mcalc (1 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/robustlq.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/robustlq.py (1 redirects)
🔄 https://python-intro.quantecon.org/lqcontrol.html#lqc-mwac -> https://python.quantecon.org/lqcontrol.html#lqc-mwac (1 redirects)

_site/permanent_income_dles.html - 5 redirect(s):
🔄 https://python-intro.quantecon.org/perm_income.html -> https://python.quantecon.org/perm_income.html (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (1 redirects)
🔄 http://nbviewer.jupyter.org/github/QuantEcon/QuantEcon.notebooks/blob/master/permanent_income.ipynb -> https://nbviewer.org/github/QuantEcon/QuantEcon.notebooks/blob/master/permanent_income.ipynb (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (1 redirects)
🔄 http://nbviewer.jupyter.org/github/QuantEcon/QuantEcon.notebooks/blob/master/permanent_income.ipynb -> https://nbviewer.org/github/QuantEcon/QuantEcon.notebooks/blob/master/permanent_income.ipynb (1 redirects)

_site/smoothing.html - 6 redirect(s):
🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income.html -> https://python.quantecon.org/perm_income.html (1 redirects)
🔄 https://python-intro.quantecon.org/linear_models.html -> https://python.quantecon.org/linear_models.html (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income.html -> https://python.quantecon.org/perm_income.html (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (1 redirects)
🔄 https://python-intro.quantecon.org/perm_income.html -> https://python.quantecon.org/perm_income.html (1 redirects)

_site/subjective_beliefs_business_cycles.html - 1 redirect(s):
🔄 https://doi.org/10.5281/zenodo.10194324 -> https://zenodo.org/doi/10.5281/zenodo.10194324 (1 redirects)

_site/tax_smoothing_1.html - 2 redirect(s):
🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/_lqcontrol.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/_lqcontrol.py (1 redirects)

_site/muth_kalman.html - 1 redirect(s):
🔄 https://python-intro.quantecon.org/kalman.html -> https://python.quantecon.org/kalman.html (1 redirects)

_site/rob_markov_perf.html - 7 redirect(s):
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🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (1 redirects)
🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (1 redirects)
🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (1 redirects)
🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (1 redirects)
🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lqnash.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lqnash.py (1 redirects)

_site/lucas_model.html - 2 redirect(s):
🔄 https://python-intro.quantecon.org/markov_asset.html -> https://python.quantecon.org/markov_asset.html (1 redirects)
🔄 https://python-intro.quantecon.org/markov_asset.html -> https://python.quantecon.org/markov_asset.html (1 redirects)

_site/discrete_dp.html - 3 broken link(s):
❌ https://python-intro.quantecon.org/optgrowth.html - Status: 404
Link text: stochastic optimal growth lecture
❌ https://python-intro.quantecon.org/optgrowth.html - Status: 404
Link text: the lecture on optimal growth
❌ https://python.quantecon.org/optgrowth.html#exercises - Status: 404
Link text: Exercise
2

_site/discrete_dp.html - 11 redirect(s):
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 https://python-intro.quantecon.org/short_path.html -> https://python.quantecon.org/short_path.html (1 redirects)
🔄 https://python-intro.quantecon.org/mccall_model.html -> https://python.quantecon.org/mccall_model.html (1 redirects)
🔄 https://www.anaconda.com/download/ -> https://www.anaconda.com/download (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/markov/ddp.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/markov/ddp.py (1 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 https://python-intro.quantecon.org/finite_markov.html -> https://python.quantecon.org/finite_markov.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/sparse.html -> https://docs.scipy.org/doc/scipy/reference/sparse.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.lil_matrix.html -> https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.lil_matrix.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_matrix.html -> https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_matrix.html (1 redirects)

_site/additive_functionals.html - 8 redirect(s):
🔄 https://python-intro.quantecon.org/linear_models.html -> https://python.quantecon.org/linear_models.html (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lss.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lss.py (1 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 https://python-intro.quantecon.org/linear_models.html -> https://python.quantecon.org/linear_models.html (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lss.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lss.py (1 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lss.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lss.py (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lss.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lss.py (1 redirects)

_site/lqramsey.html - 1 redirect(s):
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_site/arma.html - 5 redirect(s):
🔄 https://python-intro.quantecon.org/linear_models.html -> https://python.quantecon.org/linear_models.html (1 redirects)
🔄 http://statsmodels.sourceforge.net/ -> https://statsmodels.sourceforge.net/ (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/arma.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/arma.py (1 redirects)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 http://docs.scipy.org/doc/numpy/reference/routines.fft.html -> https://numpy.org/doc/stable/reference/routines.fft.html (2 redirects)

_site/dovis_accounting_mf.html - 1 redirect(s):
🔄 https://github.com/google/jax -> https://github.com/jax-ml/jax (1 redirects)

_site/zreferences.html - 1 broken link(s):
❌ https://ideas.repec.org/a/bla/jfinan/v59y2004i4p1481-1509.html - Status: 404
Link text: https://ideas.repec.org/a/bla/jfinan/v59y2004i4p1481-1509.html

_site/zreferences.html - 23 redirect(s):
🔄 https://doi.org/10.1016/0022-0531(86)90028-1 -> https://linkinghub.elsevier.com/retrieve/pii/0022053186900281 (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/10.2307/2938174 -> https://www.jstor.org/stable/2938174?origin=crossref (1 redirects)
🔄 https://doi.org/10.2307/2297858 -> https://academic.oup.com/restud/article-lookup/doi/10.2307/2297858 (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/10.1016/j.jeconom.2014.06.006 -> https://linkinghub.elsevier.com/retrieve/pii/S030440761400147X (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/10.1086/ma.18.3585256 -> https://www.journals.uchicago.edu/doi/10.1086/ma.18.3585256 (1 redirects)
🔄 https://doi.org/10.1016/j.red.2004.10.011 -> https://linkinghub.elsevier.com/retrieve/pii/S1094202505000025 (1 redirects)
🔄 https://doi.org/10.2307/2297941 -> https://academic.oup.com/restud/article-lookup/doi/10.2307/2297941 (1 redirects)
🔄 https://doi.org/10.2307/1913212 -> https://www.jstor.org/stable/1913212?origin=crossref (1 redirects)
🔄 https://doi.org/ -> https://www.doi.org/ (1 redirects)
🔄 https://doi.org/10.1017/9781009540780 -> https://www.cambridge.org/core/books/dynamic-programming/144418B20058C60C6CCDB2AD0C6B4D0F (2 redirects)
🔄 https://doi.org/10.1257/0002828053828572 -> https://pubs.aeaweb.org/doi/10.1257/0002828053828572 (1 redirects)
🔄 https://doi.org/10.2307/2297484 -> https://academic.oup.com/restud/article-lookup/doi/10.2307/2297484 (1 redirects)
🔄 https://doi.org/10.1016/j.jet.2021.105225 -> https://linkinghub.elsevier.com/retrieve/pii/S0022053121000429 (1 redirects)
🔄 https://doi.org/10.1016/j.jmoneco.2012.11.006 -> https://linkinghub.elsevier.com/retrieve/pii/S0304393212001626 (1 redirects)

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🤖 https://doi.org/
Issue: Redirected 1 times
💡 redirect_update: https://www.doi.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/
Issue: Redirected 1 times
💡 redirect_update: https://www.doi.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/
Issue: Redirected 1 times
💡 redirect_update: https://www.doi.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/
Issue: Redirected 1 times
💡 redirect_update: https://www.doi.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.1086/ma.18.3585256
Issue: Redirected 1 times
💡 redirect_update: https://www.journals.uchicago.edu/doi/10.1086/ma.18.3585256
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.1016/j.red.2004.10.011
Issue: Redirected 1 times
💡 redirect_update: https://linkinghub.elsevier.com/retrieve/pii/S1094202505000025
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.2307/2297941
Issue: Redirected 1 times
💡 redirect_update: https://academic.oup.com/restud/article-lookup/doi/10.2307/2297941
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.2307/1913212
Issue: Redirected 1 times
💡 redirect_update: https://www.jstor.org/stable/1913212?origin=crossref
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/
Issue: Redirected 1 times
💡 redirect_update: https://www.doi.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.1017/9781009540780
Issue: Redirected 2 times
💡 redirect_update: https://www.cambridge.org/core/books/dynamic-programming/144418B20058C60C6CCDB2AD0C6B4D0F
Reason: Update to final destination to avoid 2 redirect(s)
🤖 https://doi.org/10.1257/0002828053828572
Issue: Redirected 1 times
💡 redirect_update: https://pubs.aeaweb.org/doi/10.1257/0002828053828572
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.2307/2297484
Issue: Redirected 1 times
💡 redirect_update: https://academic.oup.com/restud/article-lookup/doi/10.2307/2297484
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.1016/j.jet.2021.105225
Issue: Redirected 1 times
💡 redirect_update: https://linkinghub.elsevier.com/retrieve/pii/S0022053121000429
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://doi.org/10.1016/j.jmoneco.2012.11.006
Issue: Redirected 1 times
💡 redirect_update: https://linkinghub.elsevier.com/retrieve/pii/S0304393212001626
Reason: Update to final destination to avoid 1 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. While it stays open, later runs refresh this body in place rather than opening a new issue, so the report above always reflects the most recent run.

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

Start with the Link Checker workflow run 34788900522 and the reported generated pages under _site, tracing each redirect to its documentation source. Update the affected URLs, then rerun the link checker and confirm the reported redirects are resolved.