Broken Links Found in Documentation

[github-actions]

Link Check Report

🚨 0 broken link(s) and 119 redirect(s) were found in the documentation.

Details:

• Repository: QuantEcon/lecture-python-programming.myst
• Workflow: Link Checker [Anaconda, Linux]
• Run ID: 16982163077
• Commit: dfc728d
• Branch: change-linkchecker
• Date: 2025-08-15T03:29:37.731Z

---

Link Check Summary

• Total broken links: 0
• Total redirects found: 119

AI-Powered Suggestions

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🤖 https://jupyterbook.org/
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💡 redirect_update: https://jupyterbook.org/en/stable/
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🤖 http://matplotlib.org/
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🤖 http://matplotlib.org/gallery.html
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🤖 http://www.numpy.org/
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🤖 http://www.statsmodels.org/
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🤖 https://requests.readthedocs.io/en/master/
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💡 redirect_update: https://requests.readthedocs.io/en/latest/
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🤖 http://data.worldbank.org/indicator/GC.DOD.TOTL.GD.ZS/countries
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🤖 https://github.com/google/jax
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🤖 https://jax.readthedocs.io/en/latest/_autosummary/jax.vmap.html
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Reason: Update to final destination to avoid 1 redirect(s)

./intro.html - AI Suggestions:
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./python_oop.html - AI Suggestions:
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./names.html - AI Suggestions:
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./writing_good_code.html - AI Suggestions:
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🤖 https://www.python.org/dev/peps/pep-0008/
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💡 redirect_update: https://peps.python.org/pep-0008/
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🤖 https://code.tutsplus.com/tutorials/3-key-software-principles-you-must-understand--net-25161
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./getting_started.html - AI Suggestions:
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Issue: Redirected 1 times
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🤖 http://jupyter.org/
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🤖 http://matplotlib.org/examples/pylab_examples/hexbin_demo.html
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💡 redirect_update: https://matplotlib.org/2.0.2/examples/pylab_examples/hexbin_demo.html
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🤖 http://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/polar_bar.html
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🤖 http://daringfireball.net/projects/markdown/
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💡 redirect_update: https://daringfireball.net/projects/markdown/
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🤖 http://nbviewer.jupyter.org/
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💡 redirect_update: https://nbviewer.org/
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🤖 https://www.kaggle.com/kernels
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🤖 http://quantecon.org/quantecon-py
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💡 redirect_update: https://quantecon.org/quantecon-py/
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🤖 http://quantecon.org/quantecon-py
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💡 redirect_update: https://quantecon.org/quantecon-py/
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🤖 http://quantecon.org/quantecon-py
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💡 redirect_update: https://quantecon.org/quantecon-py/
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🤖 http://ipython.readthedocs.org/en/stable/interactive/magics.html#cell-magics
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🤖 http://www.vim.org/
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💡 redirect_update: https://www.vim.org/
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./need_for_speed.html - AI Suggestions:
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💡 redirect_update: https://jupyterbook.org/en/stable/
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./functions.html - AI Suggestions:
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🤖 https://docs.python.org/library/functions.html
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./about_py.html - AI Suggestions:
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🤖 https://www.python.org/psf/
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🤖 http://www.numpy.org/
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💡 redirect_update: https://numpy.org/
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🤖 https://github.com/google/jax
Issue: Redirected 1 times
💡 redirect_update: https://github.com/jax-ml/jax
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🤖 http://www.scipy.org
Issue: Redirected 2 times
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🤖 http://docs.scipy.org/doc/scipy/reference/linalg.html
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💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/linalg.html
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🤖 http://docs.scipy.org/doc/scipy/reference/integrate.html
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💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/integrate.html
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🤖 http://docs.scipy.org/doc/scipy/reference/interpolate.html
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💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/interpolate.html
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🤖 http://docs.scipy.org/doc/scipy/reference/optimize.html
Issue: Redirected 1 times
💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/optimize.html
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🤖 http://docs.scipy.org/doc/scipy/reference/stats.html
Issue: Redirected 1 times
💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/stats.html
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🤖 http://docs.scipy.org/doc/scipy/reference/signal.html
Issue: Redirected 1 times
💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/signal.html
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🤖 http://docs.scipy.org/doc/scipy/reference/index.html
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💡 redirect_update: https://docs.scipy.org/doc/scipy/reference/index.html
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🤖 http://matplotlib.org/
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💡 redirect_update: https://matplotlib.org/
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🤖 https://plot.ly/python/
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💡 redirect_update: https://docs.bokeh.org/en/latest/
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🤖 http://www.sympy.org/
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🤖 http://statsmodels.sourceforge.net/
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🤖 http://scikit-learn.org/
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🤖 https://pystan.readthedocs.org/en/latest/
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💡 redirect_update: https://pystan.readthedocs.io/en/latest/
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./workspace.html - AI Suggestions:
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🤖 https://conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-with-commands
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💡 redirect_update: https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-with-commands
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💡 redirect_update: https://github.com/pandas-dev/pandas
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./numpy.html - AI Suggestions:
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🤖 http://docs.scipy.org/doc/numpy/reference/
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💡 redirect_update: https://numpy.org/doc/stable/reference/
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🤖 http://docs.scipy.org/doc/numpy/reference/arrays.ndarray.html
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🤖 http://docs.scipy.org/doc/numpy/reference/generated/numpy.zeros.html#numpy.zeros
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🤖 https://docs.scipy.org/doc/numpy/reference/arrays.dtypes.html
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🤖 http://docs.scipy.org/doc/numpy/reference/routines.io.html
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🤖 http://docs.scipy.org/doc/numpy/reference/generated/numpy.dot.html
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🤖 http://www.scipy.org/
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🤖 https://docs.scipy.org/doc/numpy/reference/routines.html
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🤖 https://github.com/QuantEcon/QuantEcon.py/tree/master/quantecon
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💡 redirect_update: https://github.com/QuantEcon/QuantEcon.py/tree/main/quantecon
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🤖 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/discrete_rv.py
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🤖 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/ecdf.py
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./numba.html - AI Suggestions:
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🤖 http://cython.org/
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🤖 https://docs.scipy.org/doc/numpy/f2py/
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🤖 http://nbviewer.jupyter.org/github/mgaitan/fortran_magic/blob/master/documentation.ipynb
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./troubleshooting.html - AI Suggestions:
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🤖 https://quantecon.org/quantecon-py
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./scipy.html - AI Suggestions:
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🤖 http://www.scipy.org
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🤖 http://docs.scipy.org/doc/scipy/reference/linalg.html
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🤖 http://docs.scipy.org/doc/scipy/reference/integrate.html
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🤖 http://docs.scipy.org/doc/scipy/reference/interpolate.html
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🤖 http://docs.scipy.org/doc/scipy/reference/optimize.html
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🤖 http://docs.scipy.org/doc/scipy/reference/signal.html
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🤖 http://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.fsolve.html
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🤖 http://docs.scipy.org/doc/scipy/reference/optimize.html
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🤖 http://docs.scipy.org/doc/scipy/reference/integrate.html
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🤖 http://docs.scipy.org/doc/scipy/reference/linalg.html
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./pandas_panel.html - AI Suggestions:
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./python_advanced_features.html - AI Suggestions:
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./sympy.html - AI Suggestions:
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./python_essentials.html - AI Suggestions:
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🤖 https://www.geeksforgeeks.org/reading-writing-text-files-python/
Issue: Redirected 1 times
💡 redirect_update: https://www.geeksforgeeks.org/python/reading-writing-text-files-python/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://www.python.org/dev/peps/pep-0008/
Issue: Redirected 1 times
💡 redirect_update: https://peps.python.org/pep-0008/
Reason: Update to final destination to avoid 1 redirect(s)

./python_by_example.html - AI Suggestions:
🤖 https://jupyterbook.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyterbook.org/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)

./search.html - AI Suggestions:
🤖 https://jupyterbook.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyterbook.org/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)

./parallelization.html - AI Suggestions:
🤖 https://jupyterbook.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyterbook.org/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)

./oop_intro.html - AI Suggestions:
🤖 https://jupyterbook.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyterbook.org/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)

./status.html - AI Suggestions:
🤖 https://jupyterbook.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyterbook.org/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)

./debugging.html - AI Suggestions:
🤖 https://jupyterbook.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyterbook.org/en/stable/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://ipython.readthedocs.org/en/stable/interactive/magics.html
Issue: Redirected 2 times
💡 redirect_update: https://ipython.readthedocs.io/en/stable/interactive/magics.html
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.