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updating files to ignore and adding missing rst documentation
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.gitignore

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# Compiled source #
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###################
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*.com
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*.class
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*.dll
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*.exe
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*.o
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Packages #
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############
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# it's better to unpack these files and commit the raw source
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# git has its own built in compression methods
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*.gz
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*.iso
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*.jar
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*.tar
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*.zip
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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cover/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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.pybuilder/
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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# For a library or package, you might want to ignore these files since the code is
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# intended to run in multiple environments; otherwise, check them in:
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# .python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# poetry
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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# commonly ignored for libraries.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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#pdm.lock
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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# in version control.
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# https://pdm.fming.dev/#use-with-ide
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.pdm.toml
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# Cython debug symbols
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cython_debug/
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# Logs and databases #
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######################
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.Trashes
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ehthumbs.db
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Thumbs.db
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# Additional files #
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####################
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*.rst
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README.org

docs/api.rst

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***
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API
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***
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.. toctree::
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api/main
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api/plotting
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api/dev_metrics
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api/oob_metrics

docs/api/dev_metrics.rst

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***
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Developmental set metrics functions
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***
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.. currentmodule:: dRFEtools
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.. autosummary::
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dev_score_accuracy
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dev_score_evar
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dev_score_mse
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dev_score_nmi
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dev_score_r2
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dev_score_roc

docs/api/main.rst

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***
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Main functions
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***
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.. currentmodule:: dRFEtools
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.. autosummary::
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rf_rfe
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dev_rfe
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features_rank_fnc
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extract_max_lowess
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extract_peripheral_lowess

docs/api/oob_metrics.rst

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***
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Out-of-Bag (OOB) metrics functions
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***
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.. currentmodule:: dRFEtools
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.. autosummary::
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oob_score_accuracy
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oob_score_evar
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oob_score_mse
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oob_score_nmi
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oob_score_r2
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oob_score_roc

docs/api/plotting.rst

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***
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Plotting functions
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***
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.. currentmodule:: dRFEtools
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.. autosummary::
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optimize_lowess_plot
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plot_metric
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plot_with_lowess_vline

docs/index.rst

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.. dRFEtools documentation master file, created by
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sphinx-quickstart on Fri Jul 12 22:21:28 2024.
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You can adapt this file completely to your liking, but it should at least
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contain the root `toctree` directive.
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Welcome to dRFEtools's documentation!
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=====================================
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`dRFEtools` is a package for dynamic recursive feature elimination with
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scikit-learn.
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.. toctree::
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:maxdepth: 2
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:caption: Contents:
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install
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tutorials
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api
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Indices and tables
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==================
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* :ref:`genindex`
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* :ref:`modindex`
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* :ref:`search`

docs/install.rst

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*******
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Install
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*******
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It can be installed via pip::
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pip install dRFEtools

docs/tutorials.rst

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***
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Tutorials
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***
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.. autosummary::
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:toctree: tutorials/
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optimization
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classification

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