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Description
Link Check Report
🚨 3 broken link(s) and 117 redirect(s) were found in the documentation.
Details:
- Repository: QuantEcon/lecture-python-programming.myst
- Workflow: Link Checker [Anaconda, Linux]
- Run ID: 16979957879
- Commit: 64b0767
- Branch: change-linkchecker
- Date: 2025-08-15T00:39:06.697Z
Link Check Summary
- Total broken links: 3
- Total redirects found: 117
Broken Links
./genindex.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./matplotlib.html - 3 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 http://matplotlib.org/ -> https://matplotlib.org/ (1 redirects)
🔄 http://matplotlib.org/gallery.html -> https://matplotlib.org/stable/gallery/ (2 redirects)
./pandas.html - 1 broken link(s):
❌ http://data.worldbank.org/indicator/GC.DOD.TOTL.GD.ZS/countries - Status: 0 (Timeout)
Link text: here’s
./pandas.html - 10 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 http://www.numpy.org/ -> https://numpy.org/ (2 redirects)
🔄 http://www.statsmodels.org/ -> https://www.statsmodels.org/ (1 redirects)
🔄 http://scikit-learn.org/ -> https://scikit-learn.org/ (1 redirects)
🔄 https://developers.google.com/machine-learning/data-prep/construct/collect/data-size-quality -> https://developers.google.com/machine-learning/crash-course/overfitting (1 redirects)
🔄 https://research.stlouisfed.org/fred2/ -> https://fred.stlouisfed.org/ (1 redirects)
🔄 https://research.stlouisfed.org/fred2/series/UNRATE -> https://fred.stlouisfed.org/series/UNRATE (1 redirects)
🔄 https://requests.readthedocs.io/en/master/ -> https://requests.readthedocs.io/en/latest/ (1 redirects)
🔄 https://requests.readthedocs.io/en/master/ -> https://requests.readthedocs.io/en/latest/ (1 redirects)
🔄 http://data.worldbank.org/indicator -> https://data.worldbank.org/indicator (1 redirects)
./jax_intro.html - 3 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://github.com/google/jax -> https://github.com/jax-ml/jax (1 redirects)
🔄 https://jax.readthedocs.io/en/latest/_autosummary/jax.vmap.html -> https://docs.jax.dev/en/latest/_autosummary/jax.vmap.html (1 redirects)
./intro.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./python_oop.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./names.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./writing_good_code.html - 1 broken link(s):
❌ https://code.tutsplus.com/tutorials/3-key-software-principles-you-must-understand--net-25161 - Status: 0 (Timeout)
Link text: this page
./writing_good_code.html - 2 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://www.python.org/dev/peps/pep-0008/ -> https://peps.python.org/pep-0008/ (1 redirects)
./getting_started.html - 13 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://www.anaconda.com/download/ -> https://www.anaconda.com/download (1 redirects)
🔄 http://jupyter.org/ -> https://jupyter.org/ (1 redirects)
🔄 http://matplotlib.org/examples/pylab_examples/hexbin_demo.html -> https://matplotlib.org/2.0.2/examples/pylab_examples/hexbin_demo.html (2 redirects)
🔄 http://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/polar_bar.html -> https://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/polar_bar.html (1 redirects)
🔄 http://daringfireball.net/projects/markdown/ -> https://daringfireball.net/projects/markdown/ (1 redirects)
🔄 http://nbviewer.jupyter.org/ -> https://nbviewer.org/ (1 redirects)
🔄 https://www.kaggle.com/kernels -> https://www.kaggle.com/code (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)
🔄 http://quantecon.org/quantecon-py -> https://quantecon.org/quantecon-py/ (2 redirects)
🔄 http://ipython.readthedocs.org/en/stable/interactive/magics.html#cell-magics -> https://ipython.readthedocs.io/en/stable/interactive/magics.html#cell-magics (2 redirects)
🔄 http://www.vim.org/ -> https://www.vim.org/ (1 redirects)
./need_for_speed.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./functions.html - 2 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://docs.python.org/library/functions.html -> https://docs.python.org/3/library/functions.html (1 redirects)
./about_py.html - 1 broken link(s):
❌ https://www.netflix.com/ - Status: 0 (('Received response with content-encoding: zstd, but failed to decode it.', ZstdError('cannot use a decompressobj multiple times')))
Link text: Netflix
./about_py.html - 21 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://www.python.org/psf/ -> https://www.python.org/psf-landing/ (1 redirects)
🔄 http://www.numpy.org/ -> https://numpy.org/ (2 redirects)
🔄 https://github.com/google/jax -> https://github.com/jax-ml/jax (1 redirects)
🔄 http://www.scipy.org -> https://scipy.org/ (2 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/linalg.html -> https://docs.scipy.org/doc/scipy/reference/linalg.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/integrate.html -> https://docs.scipy.org/doc/scipy/reference/integrate.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/interpolate.html -> https://docs.scipy.org/doc/scipy/reference/interpolate.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/optimize.html -> https://docs.scipy.org/doc/scipy/reference/optimize.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/stats.html -> https://docs.scipy.org/doc/scipy/reference/stats.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/signal.html -> https://docs.scipy.org/doc/scipy/reference/signal.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/index.html -> https://docs.scipy.org/doc/scipy/reference/index.html (1 redirects)
🔄 http://matplotlib.org/ -> https://matplotlib.org/ (1 redirects)
🔄 https://plot.ly/python/ -> https://plotly.com/python/ (1 redirects)
🔄 http://bokeh.pydata.org/en/latest/ -> https://docs.bokeh.org/en/latest/ (1 redirects)
🔄 https://www.python-graph-gallery.com/ -> https://python-graph-gallery.com/ (1 redirects)
🔄 http://networkx.github.io/ -> https://networkx.org/ (1 redirects)
🔄 http://www.sympy.org/ -> https://www.sympy.org/ (1 redirects)
🔄 http://statsmodels.sourceforge.net/ -> https://sourceforge.net/projects/statsmodels/ (2 redirects)
🔄 http://scikit-learn.org/ -> https://scikit-learn.org/ (1 redirects)
🔄 https://pystan.readthedocs.org/en/latest/ -> https://pystan.readthedocs.io/en/latest/ (1 redirects)
./workspace.html - 9 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-with-commands -> https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-with-commands (1 redirects)
🔄 http://git-scm.com/ -> https://git-scm.com/ (1 redirects)
🔄 https://github.com/pydata/pandas -> https://github.com/pandas-dev/pandas (1 redirects)
🔄 http://git-scm.com/downloads -> https://git-scm.com/downloads (1 redirects)
🔄 https://desktop.github.com/ -> https://github.com/apps/desktop (1 redirects)
🔄 https://help.github.com/articles/about-pull-requests/ -> https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/about-pull-requests (3 redirects)
🔄 http://git-scm.com/doc -> https://git-scm.com/doc (1 redirects)
🔄 http://git-scm.com/book -> https://git-scm.com/book (1 redirects)
./numpy.html - 12 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 http://docs.scipy.org/doc/numpy/reference/ -> https://numpy.org/doc/stable/reference/ (2 redirects)
🔄 http://docs.scipy.org/doc/numpy/reference/arrays.ndarray.html -> https://numpy.org/doc/stable/reference/arrays.ndarray.html (2 redirects)
🔄 http://docs.scipy.org/doc/numpy/reference/generated/numpy.zeros.html#numpy.zeros -> https://numpy.org/doc/stable/reference/generated/numpy.zeros.html#numpy.zeros (2 redirects)
🔄 https://docs.scipy.org/doc/numpy/reference/arrays.dtypes.html -> https://numpy.org/doc/stable/reference/arrays.dtypes.html (1 redirects)
🔄 http://docs.scipy.org/doc/numpy/reference/routines.io.html -> https://numpy.org/doc/stable/reference/routines.io.html (2 redirects)
🔄 http://docs.scipy.org/doc/numpy/reference/generated/numpy.dot.html -> https://numpy.org/doc/stable/reference/generated/numpy.dot.html (2 redirects)
🔄 http://www.scipy.org/ -> https://scipy.org/ (2 redirects)
🔄 https://docs.scipy.org/doc/numpy/reference/routines.html -> https://numpy.org/doc/stable/reference/routines.html (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/tree/master/quantecon -> https://github.com/QuantEcon/QuantEcon.py/tree/main/quantecon (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/discrete_rv.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/discrete_rv.py (1 redirects)
🔄 https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/ecdf.py -> https://github.com/QuantEcon/QuantEcon.py/blob/main/quantecon/ecdf.py (1 redirects)
./numba.html - 7 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 http://llvm.org/ -> https://llvm.org/ (1 redirects)
🔄 http://cython.org/ -> https://cython.org/ (1 redirects)
🔄 https://docs.scipy.org/doc/numpy/f2py/ -> https://numpy.org/doc/stable/f2py/ (1 redirects)
🔄 http://nbviewer.jupyter.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-6A-Fortran-and-C.ipynb -> https://nbviewer.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-6A-Fortran-and-C.ipynb (1 redirects)
🔄 http://nbviewer.jupyter.org/github/mgaitan/fortran_magic/blob/master/documentation.ipynb -> https://nbviewer.org/github/mgaitan/fortran_magic/blob/master/documentation.ipynb (1 redirects)
🔄 https://python-intro.quantecon.org -> https://python.quantecon.org/index.html (1 redirects)
./troubleshooting.html - 3 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 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)
./scipy.html - 14 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 http://www.scipy.org -> https://scipy.org/ (2 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/linalg.html -> https://docs.scipy.org/doc/scipy/reference/linalg.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/integrate.html -> https://docs.scipy.org/doc/scipy/reference/integrate.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/interpolate.html -> https://docs.scipy.org/doc/scipy/reference/interpolate.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/optimize.html -> https://docs.scipy.org/doc/scipy/reference/optimize.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/stats.html -> https://docs.scipy.org/doc/scipy/reference/stats.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/signal.html -> https://docs.scipy.org/doc/scipy/reference/signal.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/index.html -> https://docs.scipy.org/doc/scipy/reference/index.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/stats.html -> https://docs.scipy.org/doc/scipy/reference/stats.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.fsolve.html -> https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.fsolve.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/optimize.html -> https://docs.scipy.org/doc/scipy/reference/optimize.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/integrate.html -> https://docs.scipy.org/doc/scipy/reference/integrate.html (1 redirects)
🔄 http://docs.scipy.org/doc/scipy/reference/linalg.html -> https://docs.scipy.org/doc/scipy/reference/linalg.html (1 redirects)
./pandas_panel.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./python_advanced_features.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./sympy.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./python_essentials.html - 3 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 https://www.geeksforgeeks.org/reading-writing-text-files-python/ -> https://www.geeksforgeeks.org/python/reading-writing-text-files-python/ (1 redirects)
🔄 https://www.python.org/dev/peps/pep-0008/ -> https://peps.python.org/pep-0008/ (1 redirects)
./python_by_example.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./search.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./parallelization.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./oop_intro.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./status.html - 1 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
./debugging.html - 2 redirect(s):
🔄 https://jupyterbook.org/ -> https://jupyterbook.org/en/stable/ (1 redirects)
🔄 http://ipython.readthedocs.org/en/stable/interactive/magics.html -> https://ipython.readthedocs.io/en/stable/interactive/magics.html (2 redirects)
AI-Powered Suggestions
./genindex.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)
./matplotlib.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://matplotlib.org/
Issue: Redirected 1 times
💡 redirect_update: https://matplotlib.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://matplotlib.org/gallery.html
Issue: Redirected 2 times
💡 redirect_update: https://matplotlib.org/stable/gallery/
Reason: Update to final destination to avoid 2 redirect(s)
./pandas.html - AI Suggestions:
🤖 http://data.worldbank.org/indicator/GC.DOD.TOTL.GD.ZS/countries
Issue: Broken link (Status: 0)
💡 https_upgrade: https://data.worldbank.org/indicator/GC.DOD.TOTL.GD.ZS/countries
Reason: HTTPS is more secure and widely supported
🤖 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://www.numpy.org/
Issue: Redirected 2 times
💡 redirect_update: https://numpy.org/
Reason: Update to final destination to avoid 2 redirect(s)
🤖 http://www.statsmodels.org/
Issue: Redirected 1 times
💡 redirect_update: https://www.statsmodels.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://scikit-learn.org/
Issue: Redirected 1 times
💡 redirect_update: https://scikit-learn.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://developers.google.com/machine-learning/data-prep/construct/collect/data-size-quality
Issue: Redirected 1 times
💡 redirect_update: https://developers.google.com/machine-learning/crash-course/overfitting
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://research.stlouisfed.org/fred2/
Issue: Redirected 1 times
💡 redirect_update: https://fred.stlouisfed.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://research.stlouisfed.org/fred2/series/UNRATE
Issue: Redirected 1 times
💡 redirect_update: https://fred.stlouisfed.org/series/UNRATE
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://requests.readthedocs.io/en/master/
Issue: Redirected 1 times
💡 redirect_update: https://requests.readthedocs.io/en/latest/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://requests.readthedocs.io/en/master/
Issue: Redirected 1 times
💡 redirect_update: https://requests.readthedocs.io/en/latest/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://data.worldbank.org/indicator
Issue: Redirected 1 times
💡 redirect_update: https://data.worldbank.org/indicator
Reason: Update to final destination to avoid 1 redirect(s)
./jax_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)
🤖 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)
🤖 https://jax.readthedocs.io/en/latest/_autosummary/jax.vmap.html
Issue: Redirected 1 times
💡 redirect_update: https://docs.jax.dev/en/latest/_autosummary/jax.vmap.html
Reason: Update to final destination to avoid 1 redirect(s)
./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)
./python_oop.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)
./names.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)
./writing_good_code.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)
🤖 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)
./getting_started.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)
🤖 https://www.anaconda.com/download/
Issue: Redirected 1 times
💡 redirect_update: https://www.anaconda.com/download
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://jupyter.org/
Issue: Redirected 1 times
💡 redirect_update: https://jupyter.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://matplotlib.org/examples/pylab_examples/hexbin_demo.html
Issue: Redirected 2 times
💡 redirect_update: https://matplotlib.org/2.0.2/examples/pylab_examples/hexbin_demo.html
Reason: Update to final destination to avoid 2 redirect(s)
🤖 http://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/polar_bar.html
Issue: Redirected 1 times
💡 redirect_update: https://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/polar_bar.html
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://daringfireball.net/projects/markdown/
Issue: Redirected 1 times
💡 redirect_update: https://daringfireball.net/projects/markdown/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 http://nbviewer.jupyter.org/
Issue: Redirected 1 times
💡 redirect_update: https://nbviewer.org/
Reason: Update to final destination to avoid 1 redirect(s)
🤖 https://www.kaggle.com/kernels
Issue: Redirected 1 times
💡 redirect_update: https://www.kaggle.com/code
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)
🤖 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)
🤖 http://quantecon.org/quantecon-py
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💡 redirect_update: https://quantecon.org/quantecon-py/
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