base on matplotlib: plotting with Python [](https://pypi.org/project/matplotlib/)
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[](https://pypi.org/project/matplotlib)
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[](https://discourse.matplotlib.org)
[](https://gitter.im/matplotlib/matplotlib)
[](https://github.com/matplotlib/matplotlib/issues)
[](https://matplotlib.org/stable/devel/index.html)
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[](https://dev.azure.com/matplotlib/matplotlib/_build/latest?definitionId=1&branchName=main)
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Matplotlib is a comprehensive library for creating static, animated, and
interactive visualizations in Python.
Check out our [home page](https://matplotlib.org/) for more information.

Matplotlib produces publication-quality figures in a variety of hardcopy
formats and interactive environments across platforms. Matplotlib can be
used in Python scripts, Python/IPython shells, web application servers,
and various graphical user interface toolkits.
## Install
See the [install
documentation](https://matplotlib.org/stable/users/installing/index.html),
which is generated from `/doc/install/index.rst`
## Contribute
You've discovered a bug or something else you want to change — excellent!
You've worked out a way to fix it — even better!
You want to tell us about it — best of all!
Start at the [contributing
guide](https://matplotlib.org/devdocs/devel/contribute.html)!
## Contact
[Discourse](https://discourse.matplotlib.org/) is the discussion forum
for general questions and discussions and our recommended starting
point.
Our active mailing lists (which are mirrored on Discourse) are:
- [Users](https://mail.python.org/mailman/listinfo/matplotlib-users)
mailing list: <
[email protected]>
- [Announcement](https://mail.python.org/mailman/listinfo/matplotlib-announce)
mailing list: <
[email protected]>
- [Development](https://mail.python.org/mailman/listinfo/matplotlib-devel)
mailing list: <
[email protected]>
[Gitter](https://gitter.im/matplotlib/matplotlib) is for coordinating
development and asking questions directly related to contributing to
matplotlib.
## Citing Matplotlib
If Matplotlib contributes to a project that leads to publication, please
acknowledge this by citing Matplotlib.
[A ready-made citation
entry](https://matplotlib.org/stable/users/project/citing.html) is
available.
", Assign "at most 3 tags" to the expected json: {"id":"10219","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"