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SvenKlaassenSvenKlaassen
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Merge pull request #242 from DoubleML/dev
Minor fixes
2 parents 9750b00 + 828b14b commit 2f78799

13 files changed

+113
-106
lines changed

‎doc/conf.py

Lines changed: 91 additions & 91 deletions
Original file line numberDiff line numberDiff line change
@@ -16,16 +16,16 @@
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import doubleml
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import plotly.io as pio
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sys.path.insert(0, os.path.abspath('..'))
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sys.path.insert(0, os.path.abspath(".."))
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# Set the default renderer for Plotly
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pio.renderers.default = 'sphinx_gallery'
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pio.renderers.default = "sphinx_gallery"
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# -- Project information -----------------------------------------------------
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project = 'DoubleML'
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copyright = '2023, Bach, P., Chernozhukov, V., Klaassen, S., Kurz, M. S., and Spindler, M.'
28-
author = 'Bach, P., Chernozhukov, V., Klaassen, S., Kurz, M. S., and Spindler, M.'
26+
project = "DoubleML"
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copyright = "2023, Bach, P., Chernozhukov, V., Klaassen, S., Kurz, M. S., and Spindler, M."
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author = "Bach, P., Chernozhukov, V., Klaassen, S., Kurz, M. S., and Spindler, M."
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# -- General configuration ---------------------------------------------------
@@ -34,46 +34,46 @@
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# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
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# ones.
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extensions = [
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'sphinx.ext.autodoc',
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'sphinx.ext.autosummary',
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'sphinx.ext.coverage',
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'sphinx.ext.doctest',
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'sphinx.ext.graphviz',
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'sphinx.ext.intersphinx',
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'sphinx.ext.mathjax',
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'sphinx.ext.napoleon',
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'IPython.sphinxext.ipython_console_highlighting',
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'IPython.sphinxext.ipython_directive',
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'matplotlib.sphinxext.plot_directive',
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'nbsphinx',
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'sphinx_gallery.load_style',
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'sphinx_copybutton',
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'sphinx_design',
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'jupyter_sphinx',
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"sphinx.ext.autodoc",
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"sphinx.ext.autosummary",
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"sphinx.ext.coverage",
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"sphinx.ext.doctest",
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"sphinx.ext.graphviz",
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"sphinx.ext.intersphinx",
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"sphinx.ext.mathjax",
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"sphinx.ext.napoleon",
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"IPython.sphinxext.ipython_console_highlighting",
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"IPython.sphinxext.ipython_directive",
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"matplotlib.sphinxext.plot_directive",
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"nbsphinx",
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"sphinx_gallery.load_style",
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"sphinx_copybutton",
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"sphinx_design",
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"jupyter_sphinx",
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]
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# sphinx-panels shouldn't add bootstrap css since the pydata-sphinx-theme
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# already loads it
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panels_add_bootstrap_css = False
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# Add any paths that contain templates here, relative to this directory.
60-
templates_path = ['_templates']
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templates_path = ["_templates"]
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# List of patterns, relative to source directory, that match files and
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# directories to ignore when looking for source files.
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# This pattern also affects html_static_path and html_extra_path.
65-
exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', 'shared/*']
65+
exclude_patterns = ["_build", "Thumbs.db", ".DS_Store", "shared/*"]
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67-
master_doc = 'index'
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master_doc = "index"
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autoclass_content = 'class'
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autoclass_content = "class"
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autosummary_generate = True
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# -- Options for HTML output -------------------------------------------------
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# The theme to use for HTML and HTML Help pages. See the documentation for
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# a list of builtin themes.
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html_theme = 'pydata_sphinx_theme'
76+
html_theme = "pydata_sphinx_theme"
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# version for the switcher
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if "dev" in doubleml.__version__:
@@ -124,26 +124,26 @@
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"json_url": "https://docs.doubleml.org/dev/_static/switcher.json",
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"version_match": version,
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},
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"show_version_warning_banner": True,
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"show_version_warning_banner": False, # https://pydata-sphinx-theme.readthedocs.io/en/stable/user_guide/announcements.html#version-warning-banners
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"check_switcher": True,
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"announcement": "Interested to learn more? We offer <a href='https://trainings.doubleml.org/'>DoubleML Trainings!</a>",
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}
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html_extra_path = ['../img/logo.png', '../img/logo_dark.png']
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html_favicon = '../img/favicon.ico'
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html_extra_path = ["../img/logo.png", "../img/logo_dark.png"]
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html_favicon = "../img/favicon.ico"
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html_sidebars = {
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'**': [
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'logo.html',
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'search-field.html',
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'sidebar-nav-bs.html',
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"**": [
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"logo.html",
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"search-field.html",
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"sidebar-nav-bs.html",
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],
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'index': [],
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'intro/install': [],
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'intro/intro': [],
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'workflow/workflow': [],
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'literature/literature': [],
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'release/release': [],
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"index": [],
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"intro/install": [],
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"intro/intro": [],
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"workflow/workflow": [],
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"literature/literature": [],
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"release/release": [],
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}
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html_context = {
@@ -156,25 +156,25 @@
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# Add any paths that contain custom static files (such as style sheets) here,
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# relative to this directory. They are copied after the builtin static files,
158158
# so a file named "default.css" will overwrite the builtin "default.css".
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html_static_path = ['_static']
160-
html_css_files = ['css/custom.css']
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html_static_path = ["_static"]
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html_css_files = ["css/custom.css"]
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# -- Extension configuration -------------------------------------------------
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164164
nbsphinx_thumbnails = {
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'examples/py_double_ml_sensitivity': '_static/sensitivity_example_nb.png',
166-
'examples/py_double_ml_gate_sensitivity': '_static/sensitivity_example_nb.png',
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'examples/py_double_ml_firststage': '_static/firststage_example_nb.png',
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'examples/py_double_ml_basic_iv': '_static/basic_iv_example_nb.png',
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'examples/py_double_ml_robust_iv': '_static/basic_iv_example_nb.png',
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'examples/R_double_ml_basic_iv': '_static/basic_iv_example_nb.png',
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'examples/py_double_ml_robust_iv': '_static/robust_iv_example_nb.png',
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'examples/py_double_ml_ssm': '_static/ssm_example_nb.svg',
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'examples/R_double_ml_ssm': '_static/ssm_example_nb.svg',
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'examples/py_double_ml_sensitivity_booking': '_static/dag_usecase_revised.png',
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"examples/py_double_ml_sensitivity": "_static/sensitivity_example_nb.png",
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"examples/py_double_ml_gate_sensitivity": "_static/sensitivity_example_nb.png",
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"examples/py_double_ml_firststage": "_static/firststage_example_nb.png",
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"examples/py_double_ml_basic_iv": "_static/basic_iv_example_nb.png",
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"examples/py_double_ml_robust_iv": "_static/basic_iv_example_nb.png",
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"examples/R_double_ml_basic_iv": "_static/basic_iv_example_nb.png",
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"examples/py_double_ml_robust_iv": "_static/robust_iv_example_nb.png",
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"examples/py_double_ml_ssm": "_static/ssm_example_nb.svg",
173+
"examples/R_double_ml_ssm": "_static/ssm_example_nb.svg",
174+
"examples/py_double_ml_sensitivity_booking": "_static/dag_usecase_revised.png",
175175
}
176176

177-
copybutton_prompt_text = r'>>> |\.\.\. |\$ |In \[\d*\]: | {2,5}\.\.\.: | {5,8}: | {2,5}\.\.\.\.:'
177+
copybutton_prompt_text = r">>> |\.\.\. |\$ |In \[\d*\]: | {2,5}\.\.\.: | {5,8}: | {2,5}\.\.\.\.:"
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copybutton_prompt_is_regexp = True
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# config of sphinx gallery for examples
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# intersphinx configuration
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intersphinx_mapping = {
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'python': ('https://docs.python.org/{.major}'.format(sys.version_info), None),
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'sklearn': ('https://scikit-learn.org/stable/', None),
200-
'numpy': ('https://numpy.org/doc/stable/', None),
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'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
202-
'statsmodels': ('https://www.statsmodels.org/stable/', None),
198+
"python": ("https://docs.python.org/{.major}".format(sys.version_info), None),
199+
"sklearn": ("https://scikit-learn.org/stable/", None),
200+
"numpy": ("https://numpy.org/doc/stable/", None),
201+
"pandas": ("https://pandas.pydata.org/pandas-docs/stable/", None),
202+
"statsmodels": ("https://www.statsmodels.org/stable/", None),
203203
}
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linkcheck_ignore = [
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1093/ectj/utaa001',
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"https://doi.org/10.1093/ectj/utaa001",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1111/ectj.12097',
209+
"https://doi.org/10.1111/ectj.12097",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.2307/2171802',
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"https://doi.org/10.2307/2171802",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
213-
'https://doi.org/10.2307/1912705',
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"https://doi.org/10.2307/1912705",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1093/ectj/utaa027',
215+
"https://doi.org/10.1093/ectj/utaa027",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1111/rssb.12026',
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"https://doi.org/10.1111/rssb.12026",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1111/rssa.12623',
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"https://doi.org/10.1111/rssa.12623",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1146/annurev-economics-012315-015826',
221+
"https://doi.org/10.1146/annurev-economics-012315-015826",
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# Valid DOI, Causes 418 Client Error: unknown for url:...
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'https://doi.org/10.1109/TIT.2014.2343629',
223+
"https://doi.org/10.1109/TIT.2014.2343629",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1093/ectj/utaa001',
225+
"https://doi.org/10.1093/ectj/utaa001",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1111/0034-6527.00321',
227+
"https://doi.org/10.1111/0034-6527.00321",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1016/j.jeconom.2020.06.003',
229+
"https://doi.org/10.1016/j.jeconom.2020.06.003",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1080/07350015.2021.1895815',
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"https://doi.org/10.1080/07350015.2021.1895815",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1198/jbes.2010.07136',
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"https://doi.org/10.1198/jbes.2010.07136",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1111/rssb.12348',
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"https://doi.org/10.1111/rssb.12348",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1145/3460231.3474231',
237+
"https://doi.org/10.1145/3460231.3474231",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://dl.acm.org/doi/10.1145/3447545.3451181',
239+
"https://dl.acm.org/doi/10.1145/3447545.3451181",
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# Pipelines notebook has to be reworked
241-
'https://mlr3book.mlr-org.com/pipelines.html',
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"https://mlr3book.mlr-org.com/pipelines.html",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1080/07350015.2023.2271071',
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"https://doi.org/10.1080/07350015.2023.2271071",
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# Valid DOI; Causes 403 Client Error: Forbidden for url:...
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'https://doi.org/10.1093/restud/rdt044',
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"https://doi.org/10.1093/restud/rdt044",
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# Valid DOI; 'Connection aborted.', RemoteDisconnected ...
247-
'https://CRAN.R-project.org/package=mlr3learners',
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"https://CRAN.R-project.org/package=mlr3learners",
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# Valid DOI (error not replicable), Causes 404 Client Error: Not Found for url:...
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'https://doi.org/10.1214/14-AOS1204',
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"https://doi.org/10.1214/14-AOS1204",
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# Valid DOI (error not replicable), Causes 404 Client Error: Not Found for url:...
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'https://doi.org/10.1214/14-AOS1221',
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"https://doi.org/10.1214/14-AOS1221",
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# Valid DOI (error not replicable), Causes 404 Client Error: Not Found for url:...
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'https://doi.org/10.1214/17-AOS1671',
253+
"https://doi.org/10.1214/17-AOS1671",
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# Valid DOI (error not replicable), Causes 404 Client Error: Not Found for url:...
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'https://dx.doi.org/10.1214/13-AOS1161',
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"https://dx.doi.org/10.1214/13-AOS1161",
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# Valid DOI (error not replicable), Causes 404 Client Error: Not Found for url:...
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'https://dx.doi.org/10.1214/14-AOS1230',
257+
"https://dx.doi.org/10.1214/14-AOS1230",
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# Valid URL Failed to establish a new connection: [Errno 111] Connection refused' ...
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'https://glmnet.stanford.edu/',
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"https://glmnet.stanford.edu/",
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# Valid URL Failed to establish a new connection: [Errno 111] Connection refused' ...
261-
'https://glmnet.stanford.edu/index.html',
261+
"https://glmnet.stanford.edu/index.html",
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# Valid URL Failed to establish a new connection: [Errno 111] Connection refused' ...
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'https://glmnet.stanford.edu/reference/cv.glmnet.html',
263+
"https://glmnet.stanford.edu/reference/cv.glmnet.html",
264264
# Valid URL (error not replicable), Causes 409 Client Error: Too Many Requests for url
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'http://dx.doi.org/10.2139/ssrn.3619201',
265+
"http://dx.doi.org/10.2139/ssrn.3619201",
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# Valid URL, Causes ConnectTimeoutError
267-
'https://folia.unifr.ch/global/documents/306524',
267+
"https://folia.unifr.ch/global/documents/306524",
268268
# Valid DOI; Causes 403 Client Error: Forbidden for url:...
269-
'https://doi.org/10.1146/annurev-economics-051520-021409',
269+
"https://doi.org/10.1146/annurev-economics-051520-021409",
270270
# Valdi DOI; Causes 504 Server Error: Gateway Time-out for ...
271-
'https://doi.org/10.1017/CBO9781139060035.008'
271+
"https://doi.org/10.1017/CBO9781139060035.008",
272272
]
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# To execute R code via jupyter-execute one needs to install the R kernel for jupyter
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# https://github.com/IRkernel/IRkernel
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jupyter_execute_default_kernel = 'ir'
277+
jupyter_execute_default_kernel = "ir"
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jupyter_sphinx_linenos = False
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# option to disable the execution of notebooks

‎doc/examples/R_double_ml_did.ipynb

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"\n",
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"We'd like to thank the authors of the `did` package for R for maintaining a flexible interface for multi-period DiD models.\n",
494494
"\n",
495-
"We'd like to note that the implementation presented is here is very similar to the one implemented in the Python package. For more details, we would like to reference to the [DiD](https://docs.doubleml.org/stable/examples/py_double_ml_did.html) and [pretesting](https://docs.doubleml.org/stable/examples/py_double_ml_did_pretest.html) examples in Python."
495+
"We'd like to note that the implementation presented is here is very similar to the one implemented in the Python package. For more details, we would like to reference to the [DiD](https://docs.doubleml.org/stable/examples/index.html#difference-in-differences) examples in Python."
496496
]
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},
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{

‎doc/examples/py_double_ml_apo.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"As for all [DoubleML](https://docs.doubleml.org/stable/index.html) models, we specify a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLData.html#doubleml.DoubleMLData) object to handle the data."
174+
"As for all [DoubleML](https://docs.doubleml.org/stable/index.html) models, we specify a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLData.html) object to handle the data."
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]
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},
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{

‎doc/examples/py_double_ml_cate.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Next, define the learners for the nuisance functions and fit the [IRM Model](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLIRM.html). Remark that linear learners would usually be optimal due to the data generating process."
102+
"Next, define the learners for the nuisance functions and fit the [IRM Model](https://docs.doubleml.org/stable/guide/models.html#interactive-regression-models-irm). Remark that linear learners would usually be optimal due to the data generating process."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"As univariate example estimate the [IRM Model](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLIRM.html)."
264+
"As univariate example estimate the [IRM Model](https://docs.doubleml.org/stable/guide/models.html#interactive-regression-models-irm)."
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]
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},
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{

‎doc/examples/py_double_ml_cate_plr.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Next, define the learners for the nuisance functions and fit the [PLR Model](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLPLR.html). Remark that linear learners would usually be optimal due to the data generating process."
98+
"Next, define the learners for the nuisance functions and fit the [PLR Model](https://docs.doubleml.org/stable/guide/models.html#partially-linear-models-plm). Remark that linear learners would usually be optimal due to the data generating process."
9999
]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"As univariate example estimate the [PLR Model](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLPLR.html)."
258+
"As univariate example estimate the [PLR Model](https://docs.doubleml.org/stable/guide/models.html#partially-linear-regression-model-plr)."
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]
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},
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{

‎doc/examples/py_double_ml_cvar.ipynb

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"collapsed": false
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},
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"source": [
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"Let us generate $n=5000$ observations and convert them to a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLData.html) object."
148+
"Let us generate $n=5000$ observations and convert them to a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLData.html) object."
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]
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},
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{

‎doc/examples/py_double_ml_multiway_cluster.ipynb

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},
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"source": [
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"### Data-Backend for Cluster Data\n",
153-
"The implementation of cluster robust double machine learning is based on a special data-backend called [DoubleMLClusterData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLClusterData.html#doubleml.DoubleMLClusterData). As compared to the standard data-backend [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLData.html), users can specify the clustering variables during instantiation of a [DoubleMLClusterData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLClusterData.html#doubleml.DoubleMLClusterData) object. The estimation framework will subsequently account for the provided clustering options."
153+
"The implementation of cluster robust double machine learning is based on a special data-backend called [DoubleMLClusterData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLClusterData.html). As compared to the standard data-backend [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLData.html), users can specify the clustering variables during instantiation of a [DoubleMLClusterData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLClusterData.html) object. The estimation framework will subsequently account for the provided clustering options."
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]
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},
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{

‎doc/examples/py_double_ml_pq.ipynb

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"collapsed": false
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},
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"source": [
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"Let us generate $n=5000$ observations and convert them to a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLData.html) object."
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"Let us generate $n=5000$ observations and convert them to a [DoubleMLData](https://docs.doubleml.org/stable/guide/data_backend.html#doublemldata) object."
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"Let us generate $n=10000$ observations and convert them to a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.DoubleMLData.html) object."
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"Let us generate $n=10000$ observations and convert them to a [DoubleMLData](https://docs.doubleml.org/stable/guide/data_backend.html#doublemldata) object."
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‎doc/examples/py_double_ml_robust_iv.ipynb

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"- Chernozhukov, V. & Hansen, C. & Kallus, N. & Spindler, M. & Syrgkanis, V. (2024): Applied Causal Inference Powered by ML and AI; Chapter 13. CausalML-book.org; arXiv:2403.02467.\n",
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"- Chernozhukov, V., Chetverikov, D., Demirer, M., Duflo, E., and Hansen, C. (2018). Double/debiased machine learning for\n",
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"treatment and structural parameters. The Econometrics Journal, 21(1):C1–C68.\n",
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"- Ma, Y. (2023). Identification-robust inference for the late with high-dimensional covariates. arXiv preprint arXiv:2302.09756.\n",

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