Interrogate Save
Explain yourself! Interrogate a codebase for docstring coverage.
.. image:: https://interrogate.readthedocs.io/en/latest/_static/logo_pink.png :alt: Pink Sloth Logo
=================================
interrogate: explain yourself
.. image:: https://interrogate.readthedocs.io/en/latest/_static/interrogate_badge.svg :target: https://github.com/econchick/interrogate :alt: Documentation Coverage
.. image:: https://codecov.io/gh/econchick/interrogate/branch/master/graph/badge.svg :target: https://codecov.io/gh/econchick/interrogate :alt: Testing Coverage
.. image:: https://readthedocs.org/projects/interrogate/badge/?version=latest&style=flat :target: https://interrogate.readthedocs.io/en/latest/?badge=latest :alt: Documentation Status
.. image:: https://github.com/econchick/interrogate/workflows/CI/badge.svg?branch=master :target: https://github.com/econchick/interrogate/actions?workflow=CI :alt: CI Status
.. image:: https://results.pre-commit.ci/badge/github/econchick/interrogate/master.svg :target: https://results.pre-commit.ci/latest/github/econchick/interrogate/master :alt: pre-commit.ci status
.. start-readme
Interrogate a codebase for docstring coverage.
Why Do I Need This?
interrogate checks your code base for missing docstrings.
Documentation should be as important as code itself. And it should live within code. Python standardized <https://www.python.org/dev/peps/pep-0257/>_ docstrings, allowing for developers to navigate libraries as simply as calling help() on objects, and with powerful tools like Sphinx <https://www.sphinx-doc.org/en/master/>, pydoc <https://docs.python.org/3/library/pydoc.html>, and Docutils <https://docutils.sourceforge.io/>_ to automatically generate HTML, LaTeX, PDFs, etc.
Enter: interrogate.
interrogate will tell you which methods, functions, classes, and modules have docstrings, and which do not. Use interrogate to:
- Get an understanding of how well your code is documented;
- Add it to CI/CD checks to enforce documentation on newly-added code;
- Assess a new code base for (one aspect of) code quality and maintainability.
Let's get started.
Requirements
interrogate supports Python 3.8 and above.
Installation
interrogate is available on PyPI <https://pypi.org/project/interrogate/>_ and GitHub <https://github.com/econchick/interrogate>. The recommended installation method is pip <https://pip.pypa.io/en/stable/>-installing into a virtualenv <https://hynek.me/articles/virtualenv-lives/>_:
.. code-block:: console
$ pip install interrogate
Extras
interrogate provides a way to generate a shields.io-like coverage badge <#other-usage>_ as an SVG file.
To generate a PNG file instead, install interrogate with the extras [png]:
.. code-block:: console
$ pip install interrogate[png]
NOTICE: Additional system libraries/tools may be required in order to generate a PNG file of the coverage badge:
- on Windows, install Visual C++ compiler for Cairo;
- on macOS, install
cairoandlibffi(with Homebrew for example); - on Linux, install the
cairo,python3-devandlibffi-devpackages (names may vary depending on distribution).
Refer to the cairosvg documentation <https://cairosvg.org/documentation/>_ for more information.
Usage
Try it out on a Python project:
.. code-block:: console
$ interrogate [PATH]
RESULT: PASSED (minimum: 80.0%, actual: 100.0%)
Add verbosity to see a summary:
.. code-block:: console
$ interrogate -v [PATH]
================== Coverage for /Users/lynn/dev/interrogate/ ====================
------------------------------------ Summary ------------------------------------
| Name | Total | Miss | Cover | Cover% |
|---------------------------------------|---------|--------|---------|----------|
| src/interrogate/__init__.py | 1 | 0 | 1 | 100% |
| src/interrogate/__main__.py | 1 | 0 | 1 | 100% |
| src/interrogate/badge_gen.py | 6 | 0 | 6 | 100% |
| src/interrogate/cli.py | 2 | 0 | 2 | 100% |
| src/interrogate/config.py | 8 | 0 | 8 | 100% |
| src/interrogate/coverage.py | 27 | 0 | 27 | 100% |
| src/interrogate/utils.py | 10 | 0 | 10 | 100% |
| src/interrogate/visit.py | 18 | 0 | 18 | 100% |
| tests/functional/__init__.py | 1 | 0 | 1 | 100% |
| tests/functional/test_cli.py | 8 | 0 | 8 | 100% |
| tests/functional/test_coverage.py | 10 | 0 | 10 | 100% |
| tests/unit/__init__.py | 1 | 0 | 1 | 100% |
| tests/unit/test_badge_gen.py | 8 | 0 | 8 | 100% |
| tests/unit/test_config.py | 10 | 0 | 10 | 100% |
| tests/unit/test_utils.py | 13 | 0 | 13 | 100% |
|---------------------------------------|---------|--------|---------|----------|
| TOTAL | 124 | 0 | 124 | 100.0% |
---------------- RESULT: PASSED (minimum: 80.0%, actual: 100.0%) ----------------
Add even more verbosity:
.. code-block:: console
$ interrogate -vv [PATH]
================== Coverage for /Users/lynn/dev/interrogate/ ====================
------------------------------- Detailed Coverage -------------------------------
| Name | Status |
|---------------------------------------------------------------------|---------|
| src/interrogate/__init__.py (module) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/__main__.py (module) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/badge_gen.py (module) | COVERED |
| save_badge (L42) | COVERED |
| get_badge (L87) | COVERED |
| should_generate_badge (L103) | COVERED |
| get_color (L160) | COVERED |
| create (L173) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/cli.py (module) | COVERED |
| main (L258) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/config.py (module) | COVERED |
| InterrogateConfig (L19) | COVERED |
| find_project_root (L61) | COVERED |
| find_project_config (L89) | COVERED |
| parse_pyproject_toml (L100) | COVERED |
| sanitize_list_values (L116) | COVERED |
| parse_setup_cfg (L139) | COVERED |
| read_config_file (L173) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/coverage.py (module) | COVERED |
| BaseInterrogateResult (L23) | COVERED |
| BaseInterrogateResult.perc_covered (L37) | COVERED |
| InterrogateFileResult (L54) | COVERED |
| InterrogateFileResult.combine (L67) | COVERED |
| InterrogateResults (L81) | COVERED |
| InterrogateResults.combine (L93) | COVERED |
| InterrogateCoverage (L101) | COVERED |
| InterrogateCoverage._add_common_exclude (L121) | COVERED |
| InterrogateCoverage._filter_files (L128) | COVERED |
| InterrogateCoverage.get_filenames_from_paths (L141) | COVERED |
| InterrogateCoverage._filter_nodes (L168) | COVERED |
| InterrogateCoverage._filter_inner_nested (L194) | COVERED |
| InterrogateCoverage._get_file_coverage (L203) | COVERED |
| InterrogateCoverage._get_coverage (L231) | COVERED |
| InterrogateCoverage.get_coverage (L248) | COVERED |
| InterrogateCoverage._get_filename (L253) | COVERED |
| InterrogateCoverage._get_detailed_row (L264) | COVERED |
| InterrogateCoverage._create_detailed_table (L281) | COVERED |
| InterrogateCoverage._create_detailed_table._sort_nodes (L288) | COVERED |
| InterrogateCoverage._print_detailed_table (L315) | COVERED |
| InterrogateCoverage._create_summary_table (L338) | COVERED |
| InterrogateCoverage._print_summary_table (L381) | COVERED |
| InterrogateCoverage._sort_results (L399) | COVERED |
| InterrogateCoverage._get_header_base (L429) | COVERED |
| InterrogateCoverage._print_omitted_file_count (L438) | COVERED |
| InterrogateCoverage.print_results (L469) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/utils.py (module) | COVERED |
| parse_regex (L21) | COVERED |
| smart_open (L40) | COVERED |
| get_common_base (L60) | COVERED |
| OutputFormatter (L80) | COVERED |
| OutputFormatter.should_markup (L90) | COVERED |
| OutputFormatter.set_detailed_markup (L105) | COVERED |
| OutputFormatter.set_summary_markup (L129) | COVERED |
| OutputFormatter._interrogate_line_formatter (L158) | COVERED |
| OutputFormatter.get_table_formatter (L226) | COVERED |
|---------------------------------------------------------------------|---------|
| src/interrogate/visit.py (module) | COVERED |
| CovNode (L15) | COVERED |
| CoverageVisitor (L44) | COVERED |
| CoverageVisitor._has_doc (L58) | COVERED |
| CoverageVisitor._visit_helper (L65) | COVERED |
| CoverageVisitor._is_nested_func (L112) | COVERED |
| CoverageVisitor._is_nested_cls (L121) | COVERED |
| CoverageVisitor._is_private (L133) | COVERED |
| CoverageVisitor._is_semiprivate (L141) | COVERED |
| CoverageVisitor._is_ignored_common (L151) | COVERED |
| CoverageVisitor._has_property_decorators (L168) | COVERED |
| CoverageVisitor._has_setters (L182) | COVERED |
| CoverageVisitor._is_func_ignored (L193) | COVERED |
| CoverageVisitor._is_class_ignored (L217) | COVERED |
| CoverageVisitor.visit_Module (L221) | COVERED |
| CoverageVisitor.visit_ClassDef (L228) | COVERED |
| CoverageVisitor.visit_FunctionDef (L237) | COVERED |
| CoverageVisitor.visit_AsyncFunctionDef (L246) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/functional/__init__.py (module) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/functional/test_cli.py (module) | COVERED |
| runner (L22) | COVERED |
| test_run_no_paths (L30) | COVERED |
| test_run_shortflags (L77) | COVERED |
| test_run_longflags (L106) | COVERED |
| test_run_multiple_flags (L124) | COVERED |
| test_generate_badge (L135) | COVERED |
| test_incompatible_options (L170) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/functional/test_coverage.py (module) | COVERED |
| test_coverage_simple (L60) | COVERED |
| test_coverage_errors (L73) | COVERED |
| test_print_results (L101) | COVERED |
| test_print_results_omit_covered (L130) | COVERED |
| test_print_results_omit_none (L156) | COVERED |
| test_print_results_omit_all_summary (L174) | COVERED |
| test_print_results_omit_all_detailed (L198) | COVERED |
| test_print_results_ignore_module (L226) | COVERED |
| test_print_results_single_file (L253) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/unit/__init__.py (module) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/unit/test_badge_gen.py (module) | COVERED |
| test_save_badge (L26) | COVERED |
| test_save_badge_windows (L50) | COVERED |
| test_save_badge_no_cairo (L62) | COVERED |
| test_get_badge (L73) | COVERED |
| test_should_generate (L96) | COVERED |
| test_get_color (L115) | COVERED |
| test_create (L136) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/unit/test_config.py (module) | COVERED |
| test_find_project_root (L29) | COVERED |
| test_find_project_config (L48) | COVERED |
| test_parse_pyproject_toml (L57) | COVERED |
| test_sanitize_list_values (L93) | COVERED |
| test_parse_setup_cfg (L98) | COVERED |
| test_parse_setup_cfg_raises (L123) | COVERED |
| test_read_config_file_none (L134) | COVERED |
| test_read_config_file (L193) | COVERED |
| test_read_config_file_raises (L207) | COVERED |
|---------------------------------------------------------------------|---------|
| tests/unit/test_utils.py (module) | COVERED |
| test_parse_regex (L32) | COVERED |
| test_smart_open (L39) | COVERED |
| test_get_common_base (L69) | COVERED |
| test_get_common_base_windows (L100) | COVERED |
| test_output_formatter_should_markup (L132) | COVERED |
| test_output_formatter_set_detailed_markup (L163) | COVERED |
| test_output_formatter_set_summary_markup (L206) | COVERED |
| test_output_formatter_interrogate_line_formatter (L258) | COVERED |
| test_output_formatter_interrogate_line_formatter_windows (L319) | COVERED |
| test_output_formatter_get_table_formatter (L343) | COVERED |
| test_output_formatter_get_table_formatter_py38 (L381) | COVERED |
| test_output_formatter_get_table_formatter_raises (L395) | COVERED |
|---------------------------------------------------------------------|---------|
------------------------------------ Summary ------------------------------------
| Name | Total | Miss | Cover | Cover% |
|---------------------------------------|---------|--------|---------|----------|
| src/interrogate/__init__.py | 1 | 0 | 1 | 100% |
| src/interrogate/__main__.py | 1 | 0 | 1 | 100% |
| src/interrogate/badge_gen.py | 6 | 0 | 6 | 100% |
| src/interrogate/cli.py | 2 | 0 | 2 | 100% |
| src/interrogate/config.py | 8 | 0 | 8 | 100% |
| src/interrogate/coverage.py | 27 | 0 | 27 | 100% |
| src/interrogate/utils.py | 10 | 0 | 10 | 100% |
| src/interrogate/visit.py | 18 | 0 | 18 | 100% |
| tests/functional/__init__.py | 1 | 0 | 1 | 100% |
| tests/functional/test_cli.py | 8 | 0 | 8 | 100% |
| tests/functional/test_coverage.py | 10 | 0 | 10 | 100% |
| tests/unit/__init__.py | 1 | 0 | 1 | 100% |
| tests/unit/test_badge_gen.py | 8 | 0 | 8 | 100% |
| tests/unit/test_config.py | 10 | 0 | 10 | 100% |
| tests/unit/test_utils.py | 13 | 0 | 13 | 100% |
|---------------------------------------|---------|--------|---------|----------|
| TOTAL | 124 | 0 | 124 | 100.0% |
---------------- RESULT: PASSED (minimum: 80.0%, actual: 100.0%) ----------------
Other Usage
Generate a shields.io <https://shields.io/>_ badge (like this one! |interrogate-badge| ):
.. code-block:: console
$ interrogate --generate-badge PATH
RESULT: PASSED (minimum: 80.0%, actual: 100.0%)
Generated badge to /Users/lynn/dev/interrogate/docs/_static/interrogate_badge.svg
See below <#badge-options>_ for more badge configuration.
Add it to your tox.ini file to enforce a level of coverage:
.. code-block:: ini
[testenv:doc]
deps = interrogate
skip_install = true
commands =
interrogate --quiet --fail-under 95 src tests
Or use it with pre-commit <https://pre-commit.com/>_:
.. code-block:: yaml
repos:
- repo: https://github.com/econchick/interrogate
rev: 1.7.0 # or master if you're bold
hooks:
- id: interrogate
args: [--quiet, --fail-under=95]
pass_filenames: false # needed if excluding files with pyproject.toml or setup.cfg
Use it within your code directly:
.. code-block:: pycon
>>> from interrogate import coverage
>>> cov = coverage.InterrogateCoverage(paths=["src"])
>>> results = cov.get_coverage()
>>> results
InterrogateResults(total=68, covered=65, missing=3)
Use interrogate with GitHub Actions <https://github.com/features/actions>. Check out the action <https://github.com/marketplace/actions/python-interrogate-check> written & maintained by Jack McKew <https://github.com/JackMcKew>_ (thank you, Jack!).
Or use interrogate in VSCode with the interrogate extension <https://marketplace.visualstudio.com/items?itemName=kennethlove.interrogate>_ written & maintained by Kenneth Love <https://thekennethlove.com/>_ (thank you, Kenneth!).
Configuration
Configure within your pyproject.toml (interrogate will automatically detect a pyproject.toml file and pick up default values for the command line options):
.. code-block:: console
$ interrogate -c pyproject.toml [OPTIONS] [PATHS]...
.. code-block:: toml
[tool.interrogate]
ignore-init-method = false
ignore-init-module = false
ignore-magic = false
ignore-semiprivate = false
ignore-private = false
ignore-property-decorators = false
ignore-module = false
ignore-nested-functions = false
ignore-nested-classes = false
ignore-setters = false
ignore-overloaded-functions = false
fail-under = 80
# example values
exclude = ["setup.py", "docs", "build"]
# example regex
ignore-regex = ["^get$", "^mock_.*", ".*BaseClass.*"]
ext = []
# possible values: sphinx (default), google
style = sphinx
# possible values: 0 (minimal output), 1 (-v), 2 (-vv)
verbose = 0
quiet = false
whitelist-regex = []
color = true
omit-covered-files = false
# output file logation
generate-badge = "."
badge-format = "svg"
Or configure within your setup.cfg (interrogate will automatically detect a setup.cfg file and pick up default values for the command line options):
.. code-block:: console
$ interrogate -c setup.cfg [OPTIONS] [PATHS]...
.. code-block:: ini
[tool:interrogate]
ignore-init-method = false
ignore-init-module = false
ignore-magic = false
ignore-semiprivate = false
ignore-private = false
ignore-property-decorators = false
ignore-module = false
ignore-nested-functions = false
ignore-nested-classes = false
ignore-setters = false
ignore-overloaded-functions = false
fail-under = 80
; example values
exclude = setup.py,docs,build
; example regex
ignore-regex = ^get$,^mock_.*,.*BaseClass.*
ext = []
; possible values: sphinx (default), google
style = sphinx
; possible values: 0 (minimal output), 1 (-v), 2 (-vv)
verbose = 0
quiet = false
whitelist-regex =
color = true
omit-covered-files = false
; output file logation
generate-badge = .
badge-format = svg
.. warning::
The use of ``setup.cfg`` is not recommended unless for very simple use cases. ``.cfg`` files use a different parser than ``pyproject.toml`` which might cause hard to track down problems. When possible, it is recommended to use ``pyproject.toml`` to define your interrogate configuration.
.. _badge-opts:
Badge Options
Badge Format
The default file format is svg. Use the --badge-format flag to create a png file instead.
Note: interrogate must be installed with interrogate[png] in order to generate png files (see above <#extras>_).
.. code-block:: console
$ interrogate --generate-badge PATH --badge-format png
RESULT: PASSED (minimum: 80.0%, actual: 100.0%)
Generated badge to /Users/lynn/dev/interrogate/docs/_static/interrogate_badge.png
Badge Style
The following badge styles are available via the --badge-style flag:
+------------------------------------+--------------------------------+
| option | example |
+====================================+================================+
| flat | |flat-example| |
+------------------------------------+--------------------------------+
| flat-square | |flat-square-example| |
+------------------------------------+--------------------------------+
| flat-square-modified (default) | |interrogate-badge| |
+------------------------------------+--------------------------------+
| for-the-badge | |for-the-badge-example| |
+------------------------------------+--------------------------------+
| plastic | |plastic-example| |
+------------------------------------+--------------------------------+
| social | |social-example| |
+------------------------------------+--------------------------------+
.. end-readme
Command Line Options
To view all options available, run interrogate --help:
.. code-block:: console
interrogate -h
Usage: interrogate [OPTIONS] [PATHS]...
Measure and report on documentation coverage in Python modules.
Options:
--version Show the version and exit.
-v, --verbose Level of verbosity.
NOTE: When configuring verbosity in
pyproject.toml or setup.cfg, `verbose=1`
maps to `-v`, and `verbose=2` maps to `-vv`.
`verbose=0` is the equivalent of no verbose
flags used, producing minimal output.
-q, --quiet Do not print output [default: False]
-f, --fail-under INT | FLOAT Fail when coverage % is less than a given
amount. [default: 80.0]
-e, --exclude PATH Exclude PATHs of files and/or directories.
Multiple `-e/--exclude` invocations
supported.
-i, --ignore-init-method Ignore `__init__` method of classes.
[default: False]
-I, --ignore-init-module Ignore `__init__.py` modules. [default:
False]
-m, --ignore-magic Ignore all magic methods of classes.
[default: False]
NOTE: This does not include the `__init__`
method. To ignore `__init__` methods, use
`--ignore-init-method`.
-M, --ignore-module Ignore module-level docstrings. [default:
False]
-n, --ignore-nested-functions Ignore nested functions and methods.
[default: False]
-C, --ignore-nested-classes Ignore nested classes. [default: False]
-O, --ignore-overloaded-functions
Ignore `@typing.overload`-decorated functions.
[default: False]
-p, --ignore-private Ignore private classes, methods, and
functions starting with two underscores.
[default: False]
NOTE: This does not include magic methods;
use `--ignore-magic` and/or `--ignore-init-
method` instead.
-P, --ignore-property-decorators
Ignore methods with property setter/getter/deleter
decorators. [default: False]
-S, --ignore-setters Ignore methods with property setter
decorators. [default: False]
-s, --ignore-semiprivate Ignore semiprivate classes, methods, and
functions starting with a single underscore.
[default: False]
-r, --ignore-regex STR Regex identifying class, method, and
function names to ignore. Multiple
`-r/--ignore-regex` invocations supported.
--ext Include Python-like files with the given
extension (supported: ``pyi``). Multiple
`--ext` invocations supported.
-w, --whitelist-regex STR Regex identifying class, method, and
function names to include. Multiple
`-w/--whitelist-regex` invocations
supported.
--style [sphinx|google] Style of docstrings to honor. Using `google`
will consider a class and its `__init__`
method both covered if there is either a
class-level docstring, or an `__init__`
method docstring, instead of enforcing both.
Mutually exclusive with `-i`/`--ignore-init`
flag. [default: sphinx]
-o, --output FILE Write output to a given FILE. [default:
stdout]
--color / --no-color Toggle color output on/off when printing to
stdout. [default: True]
--omit-covered-files Omit reporting files that have 100%
documentation coverage. This option is
ignored if verbosity is not set. [default:
False]
-g, --generate-badge PATH Generate a 'shields.io' status badge (an SVG
image) in at a given file or directory. Will
not generate a badge if results did not
change from an existing badge of the same
path.
--badge-format [svg|png] File format for the generated badge. Used
with the `-g/--generate-badge` flag.
[default: svg]
NOTE: To generate a PNG file, interrogate
must be installed with `interrogate[png]`,
i.e. `pip install interrogate[png]`.
--badge-style [flat|flat-square|flat-square-modified|for-the-badge|plastic|social]
Desired style of shields.io badge. Used with
the `-g/--generate-badge` flag. [default:
flat-square-modified]
-h, --help Show this message and exit.
-c, --config FILE Read configuration from `pyproject.toml` or
`setup.cfg`.
.. start-uses-this
Users of Interrogate
-
attrs <https://github.com/python-attrs/attrs>_ -
OpenMMLab <https://github.com/open-mmlab>_'s ecosystem -
pyjanitor <https://github.com/ericmjl/pyjanitor>_ -
klio <https://github.com/spotify/klio>_
Interrogate in the Wild
-
Why You Should Document Your Tests <https://hynek.me/articles/document-your-tests/>_ byHynek Schlawack <https://twitter.com/hynek>_ -
Episode #181: It's time to interrogate your Python code <https://pythonbytes.fm/episodes/show/181/it-s-time-to-interrogate-your-python-code>_ -PythonBytes podcast <https://pythonbytes.fm/>_
.. end-uses-this
.. start-credits
Credits
.. role:: smol
interrogate was inspired by |docstr-coverage|, which was forked from Alexey "DataGreed" Strelkov's |docstring-coverage|, which was inspired by a 2004 recipe from James Harlow <http://code.activestate.com/recipes/355731/>_ :smol:(turtles...).
The cute |sloth| logo is by JustineW <https://thenounproject.com/wojcik.justine/>_ purchased via the Noun Project <https://thenounproject.com/>_ (but also available under the Creative Commons License <https://creativecommons.org/licenses/by/3.0/us/legalcode>_ with attribution).
.. |interrogate-badge| image:: https://interrogate.readthedocs.io/en/latest/_static/interrogate_badge.svg .. |flat-example| image:: https://interrogate.readthedocs.io/en/latest/_static/badge_examples/interrogate_badge_f.svg .. |flat-square-example| image:: https://interrogate.readthedocs.io/en/latest/_static/badge_examples/interrogate_badge_fs.svg .. |for-the-badge-example| image:: https://interrogate.readthedocs.io/en/latest/_static/badge_examples/interrogate_badge_ftb.svg .. |plastic-example| image:: https://interrogate.readthedocs.io/en/latest/_static/badge_examples/interrogate_badge_p.svg .. |social-example| image:: https://interrogate.readthedocs.io/en/latest/_static/badge_examples/interrogate_badge_s.svg .. |sloth| image:: https://interrogate.readthedocs.io/en/latest/_static/logo_smol.png
.. |docstr-coverage| replace:: docstr-coverage
.. _docstr-coverage: https://pypi.org/project/docstr-coverage
.. |docstring-coverage| replace:: docstring-coverage
.. _docstring-coverage: https://bitbucket.org/DataGreed/docstring-coverage
.. end-credits
Open Source Agenda Badge
