Broken Links Found in Documentation

[github-actions]

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: 31978097326
• Commit: 00057ba
• Branch: main
• Date: 2026-08-16T23:15:53.797Z

---

Link Check Summary

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

Broken Links

_site/cons_news.html - 8 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_cons.html -> https://python.quantecon.org/perm_income_cons.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_cons.html -> https://python.quantecon.org/perm_income_cons.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_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/knowing_forecasts_of_others.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)
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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://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lqnash.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/lqnash.py (1 redirects)

_site/lu_tricks.html - 4 redirect(s):
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🔄 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/lqcontrol.html -> https://python.quantecon.org/lqcontrol.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)

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

_site/arma.html - 5 redirect(s):
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🔄 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/chang_ramsey.html - 1 redirect(s):
🔄 https://nbviewer.jupyter.org/github/QuantEcon/QuantEcon.notebooks/blob/master/recursive_repeated_games.ipynb -> https://nbviewer.org/github/QuantEcon/QuantEcon.notebooks/blob/master/recursive_repeated_games.ipynb (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/dyn_stack.html - 3 redirect(s):
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🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)
🔄 https://python-intro.quantecon.org/rational_expectations.html -> https://python.quantecon.org/rational_expectations.html (1 redirects)

_site/smoothing_tax.html - 1 redirect(s):
🔄 https://python-intro.quantecon.org/perm_income_cons.html -> https://python.quantecon.org/perm_income_cons.html (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/estspec.html - 6 redirect(s):
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🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 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)
🔄 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/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/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/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/troubleshooting.html - 2 redirect(s):
🔄 https://www.anaconda.com/keeping-anaconda-date/ -> https://www.anaconda.com/blog/keeping-anaconda-date (2 redirects)
🔄 https://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (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/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/calvo.html - 5 redirect(s):
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.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)
🔄 https://python-intro.quantecon.org/markov_perf.html -> https://python.quantecon.org/markov_perf.html (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)

_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/robustness.html - 6 redirect(s):
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)
🔄 https://python-intro.quantecon.org/lqcontrol.html -> https://python.quantecon.org/lqcontrol.html (1 redirects)
🔄 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/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/muth_kalman.html - 1 redirect(s):
🔄 https://python-intro.quantecon.org/kalman.html -> https://python.quantecon.org/kalman.html (1 redirects)

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

AI-Powered Suggestions

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💡 redirect_update: https://python.quantecon.org/lqcontrol.html
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://python-intro.quantecon.org/lqcontrol.html
Issue: Redirected 1 times
💡 redirect_update: https://python.quantecon.org/lqcontrol.html
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://python-intro.quantecon.org/linear_algebra.html#la-mcalc
Issue: Redirected 1 times
💡 redirect_update: https://python.quantecon.org/linear_algebra.html#la-mcalc
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://quantecon.org/quantecon-py
Issue: Redirected 2 times
💡 redirect_update: https://quantecon.org/quantecon-py/
Reason: Update to final destination to avoid 2 redirect(s)
🤖 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/robustlq.py
Issue: Redirected 1 times
💡 redirect_update: https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/robustlq.py
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://python-intro.quantecon.org/lqcontrol.html#lqc-mwac
Issue: Redirected 1 times
💡 redirect_update: https://python.quantecon.org/lqcontrol.html#lqc-mwac
Reason: Update to final destination to avoid 1 redirect(s)

_site/hs_recursive_models.html - AI Suggestions:
🤖 https://python-intro.quantecon.org/linear_models.html
Issue: Redirected 1 times
💡 redirect_update: https://python.quantecon.org/linear_models.html
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://python-intro.quantecon.org/lqcontrol.html
Issue: Redirected 1 times
💡 redirect_update: https://python.quantecon.org/lqcontrol.html
Reason: Update to final destination to avoid 1 redirect(s)

_site/muth_kalman.html - AI Suggestions:
🤖 https://python-intro.quantecon.org/kalman.html
Issue: Redirected 1 times
💡 redirect_update: https://python.quantecon.org/kalman.html
Reason: Update to final destination to avoid 1 redirect(s)

_site/dovis_accounting_mf.html - AI Suggestions:
🤖 https://github.com/google/jax
Issue: Redirected 1 times
💡 redirect_update: https://github.com/jax-ml/jax
Reason: Update to final destination to avoid 1 redirect(s)

_site/arellano.html - AI Suggestions:
🤖 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/markov/approximation.py
Issue: Redirected 1 times
💡 redirect_update: https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/markov/approximation.py
Reason: Update to final destination to avoid 1 redirect(s)

_site/subjective_beliefs_business_cycles.html - AI Suggestions:
🤖 https://doi.org/10.5281/zenodo.10194324
Issue: Redirected 1 times
💡 redirect_update: https://zenodo.org/doi/10.5281/zenodo.10194324
Reason: Update to final destination to avoid 1 redirect(s)

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