github/pni-lab/mlconfound

We use CiteLang to clone this repository, and parse found dependency files to generate this credit table and badge. For each research software repository, we assign a credit split (0.5 or 50/50) to say that the research software gets 50% of the credit, and the remaining 50% is shared by the dependencies. The same holds true for the children of dependencies up until we reach a minimum level of credit in the tree, at which point we stop parsing.

Software Credit

Manager Name Credit
pypi numpy 0.17
pypi matplotlib 0.089
pypi dot2tex 0.068
pypi joblib 0.068
pypi statsmodels 0.068
pypi pingouin 0.062
pypi scipy 0.037
pypi pytest 0.027
pypi sphinx 0.027
pypi pandas 0.022
pypi pytest-cov 0.02
pypi progressbar2 0.015
pypi future 0.015
pypi jinja2 0.013
pypi twine 0.012
pypi wheel 0.012
pypi Jinja2 0.012
pypi pytest-xdist 0.01
pypi hypothesis 0.01
pypi pytz 0.01
pypi python-dateutil 0.01
pypi nbformat 0.01
pypi traitlets 0.01
pypi nbconvert 0.01
pypi docutils 0.01
requirements.txt github/pni-lab/mlconfound 0.01
pypi requests 0.008
pypi slack-sdk 0.008
pypi ipywidgets 0.008
pypi py-make 0.008
pypi importlib-resources 0.008
pypi colorama 0.008
pypi graphviz 0.007
pypi seaborn 0.007
pypi pygam 0.007
pypi tqdm 0.007
pypi mock 0.005
pypi pytest-mock 0.005
pypi sphinx-rtd-theme 0.005
pypi sphinx-autodoc-typehints 0.005
pypi pep8-naming 0.005
pypi flake8 0.005
pypi tox 0.005
pypi tomli 0.005
pypi coverage 0.003
pypi sphinx-pytest 0.003
pypi pytest-param-files~=0.3.4 0.003
pypi pytest-regressions 0.003
pypi pytest>=6,<7 0.003
pypi beautifulsoup4 0.003
pypi sphinxext-opengraph~=0.6.3 0.003
pypi sphinxcontrib.mermaid~=0.7.1 0.003
pypi sphinxext-rediraffe~=0.2.7 0.003
pypi sphinx-design 0.003
pypi sphinx-book-theme 0.003
pypi ipython 0.003
pypi linkify-it-py~=1.0 0.003
pypi pre-commit~=2.12 0.003
pypi typing-extensions 0.003
pypi sphinx>=4,<6 0.003
pypi pyyaml 0.003
pypi mdit-py-plugins~=0.3.0 0.003
pypi markdown-it-py>=1.0.0,<3.0.0 0.003
pypi docutils>=0.15,<0.19 0.003
pypi myst-parser 0.001
pypi numpydoc 0.001
pypi nbsphinx 0.001
pypi mlconfound 0.001

Note that credit values are rounded and expanded (so shared dependencies are represented as one record) and may not add to 1.0. Rounded values that hit zero are removed.

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