{"id":15014646,"url":"https://github.com/cusyio/python4datascience","last_synced_at":"2025-09-05T13:45:56.133Z","repository":{"id":173074982,"uuid":"649815375","full_name":"cusyio/Python4DataScience","owner":"cusyio","description":"Teaching materials for the cusy training courses on Python-based data science workflows: https://cusy.io/en/seminars","archived":false,"fork":false,"pushed_at":"2025-09-01T20:16:02.000Z","size":61259,"stargazers_count":19,"open_issues_count":1,"forks_count":5,"subscribers_count":5,"default_branch":"main","last_synced_at":"2025-09-01T22:18:34.558Z","etag":null,"topics":["data-science","datascience","dvc","git","ipython","numpy","pandas","python"],"latest_commit_sha":null,"homepage":"https://www.python4data.science/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/cusyio.png","metadata":{"files":{"readme":"README.rst","changelog":"CHANGELOG.rst","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":"codemeta.json","zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2023-06-05T17:42:37.000Z","updated_at":"2025-08-31T06:49:46.000Z","dependencies_parsed_at":"2023-12-25T21:26:53.201Z","dependency_job_id":"3cb404b6-2cd0-47a5-bb96-c3fe7cc9e2e8","html_url":"https://github.com/cusyio/Python4DataScience","commit_stats":null,"previous_names":["veit/python4datascience","cusyio/python4datascience"],"tags_count":75,"template":false,"template_full_name":null,"purl":"pkg:github/cusyio/Python4DataScience","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cusyio%2FPython4DataScience","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cusyio%2FPython4DataScience/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cusyio%2FPython4DataScience/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cusyio%2FPython4DataScience/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cusyio","download_url":"https://codeload.github.com/cusyio/Python4DataScience/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cusyio%2FPython4DataScience/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273718340,"owners_count":25155488,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-science","datascience","dvc","git","ipython","numpy","pandas","python"],"created_at":"2024-09-24T19:45:54.405Z","updated_at":"2025-09-05T13:45:56.056Z","avatar_url":"https://github.com/cusyio.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":".. SPDX-FileCopyrightText: 2021 Veit Schiele\n..\n.. SPDX-License-Identifier: BSD-3-Clause\n\nQuick start\n===========\n\n.. _badges:\n\nStatus\n------\n\n.. image:: https://img.shields.io/github/contributors/cusyio/python4datascience.svg\n   :alt: Contributors\n   :target: https://github.com/cusyio/python4datascience/graphs/contributors\n.. image:: https://img.shields.io/github/license/cusyio/Python4DataScience.svg\n   :alt: License\n   :target: https://github.com/cusyio/python4datascience/blob/main/LICENSE\n.. image:: https://results.pre-commit.ci/badge/github/cusyio/Python4DataScience/main.svg\n   :target: https://results.pre-commit.ci/repo/github/649815375\n   :alt: pre-commit.ci status\n.. image:: https://readthedocs.org/projects/python4datascience/badge/?version=latest\n   :alt: Docs\n   :target: https://www.python4data.science/en/latest/\n.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo..14031392.svg\n   :target: https://doi.org/10.5281/zenodo.14031392\n.. image:: https://img.shields.io/badge/dynamic/json?label=Mastodon\u0026query=totalItems\u0026url=https%3A%2F%2Fmastodon.social%2F@Python4DataScience%2Ffollowers.json\u0026logo=mastodon\n   :alt: Mastodon\n   :target: https://mastodon.social/@Python4DataScience\n\n.. _first-steps:\n\nOverview\n--------\n\nThis repository contains a data management and analysis tutorial using Python.\nThe folders contain:\n\n- ``data/`` - data for an example project\n- ``docs/`` - the actual tutorial docs\n- ``fastapi/`` - example web server providing data\n\n\nInstallation\n------------\n\n#. Download and unpack:\n\n   .. code-block:: console\n\n    $ curl -O https://codeload.github.com/cusyio/python4datascience/zip/main\n    $ unzip main\n    Archive:  main\n    …\n       creating: python4datascience-main/\n    …\n\n#. Install Python packages:\n\n   .. code-block:: console\n\n    $ cd python4datascience-main\n    $ python3 -m venv .venv\n    $ . .venv/bin/activate\n    $ python -m pip install -e \".[dev]\"\n\n#. Install the `Jupyter Notebook Extensions\n   \u003chttps://jupyter-contrib-nbextensions.readthedocs.io/\u003e`_ Javascript and CSS\n   files:\n\n   .. code-block:: console\n\n    $ jupyter contrib nbextension install --user\n    jupyter contrib nbextension install --user\n    Installing jupyter_contrib_nbextensions nbextension files to jupyter data directory\n    …\n    Successfully installed jupyter-contrib-core-0.3.3 jupyter-contrib-nbextensions-0.5.1\n    jupyter-highlight-selected-word-0.2.0 jupyter-latex-envs-1.4.6\n    jupyter-nbextensions-configurator-0.4.1\n    …\n    $ jupyter nbextension enable latex_envs --user --py\n    Enabling notebook extension latex_envs/latex_envs...\n          - Validating: OK\n\n#. Create HTML documentation:\n\n   Note that pandoc has to be installed. On Debian/Ubuntu you can just run\n\n   .. code-block:: console\n\n    $  sudo apt-get install pandoc\n\n   To create the HTML documentation run these commands:\n\n    $ cd docs\n    $ make html\n\n#. Create a PDF:\n\n   For the creation of a PDF file you need additional packages.\n\n   For Debian/Ubuntu you get them with the following command:\n\n   .. code-block:: console\n\n    $ sudo apt install texlive-latex-recommended texlive-latex-extra texlive-fonts-recommended latexmk\n\n   or for macOS with:\n\n   .. code-block:: console\n\n    $ brew cask install mactex\n    …\n    🍺  mactex was successfully installed!\n    $ curl --remote-name https://www.tug.org/fonts/getnonfreefonts/install-getnonfreefonts\n    $ sudo texlua install-getnonfreefonts\n    …\n    mktexlsr: Updating /usr/local/texlive/2020/texmf-dist/ls-R...\n    mktexlsr: Done.\n\n   Then you can generate a PDF with:\n\n   .. code-block:: console\n\n    $ make latexpdf\n    …\n    The LaTeX files are in _build/latex.\n    Run 'make' in that directory to run these through (pdf)latex\n    …\n\n   You can find the PDF at ``docs/_build/latex/jupytertutorial.pdf``.\n\n#. Install and run ale to check spelling\n\n   You can install Vale with:\n\n   .. code-block:: console\n\n    $ brew install vale\n\n   You can install the parser for reStructuredText with:\n\n   .. code-block:: console\n\n    $ brew install docutils\n\n   .. seealso::\n      * `Vale installation \u003chttps://docs.errata.ai/vale/install\u003e`_\n      * `Vale formats \u003chttps://docs.errata.ai/vale/scoping#formats\u003e`_\n\n   Now you can check the reStructuredText files with:\n\n   .. code-block:: console\n\n    $ vale .\n    ✔ 0 errors, 0 warnings and 0 suggestions in 201 files.\n\n.. _follow-us:\n\nFollow us\n---------\n\n* `GitHub \u003chttps://github.com/cusyio/python4datascience\u003e`_\n* `Mastodon \u003chttps://mastodon.social/@Python4DataScience\u003e`_\n\nPull-Requests\n-------------\n\nIf you have suggestions for improvements and additions, we recommend that you\ncreate a `Fork \u003chttps://github.com/cusyio/python4datascience/fork\u003e`_ of our\n`GitHub Repository \u003chttps://github.com/cusyio/python4datascience/\u003e`_ and make\nyour changes there. You are also welcome to make a *pull request*. If the\nchanges contained therein are small and atomic, we will be happy to look at your\nsuggestions.\n\nThe following guidelines help us to maintain the German translation of the\ntutorial:\n\n* Write commit messages in English\n* Start commit messages with a `Gitmoji \u003chttps://gitmoji.dev/\u003e`__\n* Stick to English names of files and folders.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcusyio%2Fpython4datascience","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcusyio%2Fpython4datascience","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcusyio%2Fpython4datascience/lists"}