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        "description": "<img src=\"https://annif.org/static/img/annif-RGB.svg\" width=\"150\">\n\n[![DOI](https://zenodo.org/badge/100936800.svg)](https://zenodo.org/badge/latestdoi/100936800)\n[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)\n[![CI/CD](https://github.com/NatLibFi/Annif/actions/workflows/cicd.yml/badge.svg)](https://github.com/NatLibFi/Annif/actions/workflows/cicd.yml)\n[![codecov](https://codecov.io/gh/NatLibFi/Annif/branch/master/graph/badge.svg)](https://codecov.io/gh/NatLibFi/Annif)\n[![Code Climate](https://codeclimate.com/github/NatLibFi/Annif/badges/gpa.svg)](https://codeclimate.com/github/NatLibFi/Annif)\n[![Scrutinizer Code Quality](https://scrutinizer-ci.com/g/NatLibFi/Annif/badges/quality-score.png?b=master)](https://scrutinizer-ci.com/g/NatLibFi/Annif/?branch=master)\n[![codebeat badge](https://codebeat.co/badges/e496f151-93db-4f0e-9e30-bc3339e58ca4)](https://codebeat.co/projects/github-com-natlibfi-annif-master)\n[![BCH compliance](https://bettercodehub.com/edge/badge/NatLibFi/Annif?branch=master)](https://bettercodehub.com/)\n[![LGTM: Python](https://img.shields.io/lgtm/grade/python/g/NatLibFi/Annif.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/NatLibFi/Annif/context:python)\n[![Quality Gate Status](https://sonarcloud.io/api/project_badges/measure?project=NatLibFi_Annif&metric=alert_status)](https://sonarcloud.io/dashboard?id=NatLibFi_Annif)\n[![docs](https://readthedocs.org/projects/annif/badge/?version=latest)](https://annif.readthedocs.io/en/latest/index.html)\n\nAnnif is an automated subject indexing toolkit. It was originally created as\na statistical automated indexing tool that used metadata from the\n[Finna.fi](https://finna.fi) discovery interface as a training corpus.\n\nThis repo contains a rewritten production version of Annif based on the\n[prototype](https://github.com/osma/annif). It is a work in progress, but\nalready functional for many common tasks.\n\n# Basic install\n\nYou will need Python 3.7+ to install Annif.\n\nThe recommended way is to install Annif from\n[PyPI](https://pypi.org/project/annif/) into a virtual environment.\n\n    python3 -m venv annif-venv\n    source annif-venv/bin/activate\n    pip install annif\n\nYou will also need NLTK data files:\n\n    python -m nltk.downloader punkt\n\nStart up the application:\n\n    annif\n\nSee [Getting Started](https://github.com/NatLibFi/Annif/wiki/Getting-started)\nin the wiki for more details.\n\n# Docker install\n\nYou can use Annif as a pre-built Docker container. Please see the \n[wiki documentation](https://github.com/NatLibFi/Annif/wiki/Usage-with-Docker)\nfor details.\n\n# Development install\n\nA development version of Annif can be installed by cloning the [GitHub\nrepository](https://github.com/NatLibFi/Annif).\n\n## Installation and setup\n\nClone the repository.\n\nSwitch into the repository directory.\n\nCreate and activate a virtual environment (optional, but highly recommended):\n\n    python3 -m venv venv\n    . venv/bin/activate\n\nInstall dependencies (including development) and make the installation editable:\n\n    pip install .[dev]\n    pip install -e .\n\nYou will also need NLTK data files:\n\n    python -m nltk.downloader punkt\n\nStart up the application:\n\n    annif\n\n## Unit tests\n\nRun `. venv/bin/activate` to enter the virtual environment and then run `pytest`.\nTo have the test suite watch for changes in code and run automatically, use\npytest-watch by running `ptw`.\n\n# Getting help\n\nMany resources are available:\n\n * [Usage documentation in the wiki](https://github.com/NatLibFi/Annif/wiki)\n * [Annif tutorial](https://github.com/NatLibFi/Annif-tutorial) for learning to use Annif\n * [annif-users](https://groups.google.com/forum/#!forum/annif-users) discussion forum\n * [Internal API documentation](https://readthedocs.org/projects/annif/) on ReadTheDocs\n * [annif.org](http://annif.org) project web site\n\n# Publications / How to cite\n\nTwo articles about Annif have been published in peer-reviewed Open Access\njournals. The software itself is also archived on Zenodo and\nhas a [citable DOI](https://doi.org/10.5281/zenodo.5654173).\n\n## Citing the software itself\n\nSee \"Cite this repository\" in the details of the repository.\n\n## Annif articles\n\nSuominen, O.; Inkinen, J.; Lehtinen, M., 2022. \nAnnif and Finto AI: Developing and Implementing Automated Subject Indexing.\nJLIS.It, 13(1), pp. 265\u2013282. URL:\n[https://www.jlis.it/index.php/jlis/article/view/437](https://www.jlis.it/index.php/jlis/article/view/437)\n\n    @article{suominen2022annif,\n      title={Annif and Finto AI: Developing and Implementing Automated Subject Indexing},\n      author={Suominen, Osma and Inkinen, Juho and Lehtinen, Mona},\n      journal={JLIS.it},\n      volume={13},\n      number={1},\n      pages={265--282},\n      year={2022},\n      doi = {10.4403/jlis.it-12740},\n      url={https://www.jlis.it/index.php/jlis/article/view/437},\n    }\n\nSuominen, O., 2019. Annif: DIY automated subject indexing using multiple\nalgorithms. LIBER Quarterly, 29(1), pp.1\u201325. DOI:\n[https://doi.org/10.18352/lq.10285](https://doi.org/10.18352/lq.10285)\n\n    @article{suominen2019annif,\n      title={Annif: DIY automated subject indexing using multiple algorithms},\n      author={Suominen, Osma},\n      journal={{LIBER} Quarterly},\n      volume={29},\n      number={1},\n      pages={1--25},\n      year={2019},\n      doi = {10.18352/lq.10285},\n      url = {https://doi.org/10.18352/lq.10285}\n    }\n\n# License\n\nThe code in this repository is licensed under Apache License 2.0, except for the\ndependencies included under `annif/static/css` and `annif/static/js`,\nwhich have their own licenses, see the file headers for details.\nPlease note that the [YAKE](https://github.com/LIAAD/yake) library is licended\nunder [GPLv3](https://www.gnu.org/licenses/gpl-3.0.txt), while Annif is\nlicensed under the Apache License 2.0. The licenses are compatible, but\ndepending on legal interpretation, the terms of the GPLv3 (for example the\nrequirement to publish corresponding source code when publishing an executable\napplication) may be considered to apply to the whole of Annif+Yake if you\ndecide to install the optional Yake dependency.\n\n\n",
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