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        "description": "<img src=\"https://scikit-multiflow.github.io/scikit-multiflow/_images/skmultiflow-logo-wide.png\" height=\"100\"/>\n\n[![Build status](https://travis-ci.org/scikit-multiflow/scikit-multiflow.svg?branch=master)](https://travis-ci.org/scikit-multiflow/scikit-multiflow)\n[![codecov](https://codecov.io/gh/scikit-multiflow/scikit-multiflow/branch/master/graph/badge.svg)](https://codecov.io/gh/scikit-multiflow/scikit-multiflow)\n![Python version](https://img.shields.io/badge/python-3.5%20%7C%203.6%20%7C%203.7-blue.svg)\n[![Anaconda-Server Badge](https://anaconda.org/conda-forge/scikit-multiflow/badges/platforms.svg)](https://anaconda.org/conda-forge/scikit-multiflow)\n[![PyPI version](https://badge.fury.io/py/scikit-multiflow.svg)](https://badge.fury.io/py/scikit-multiflow)\n[![Anaconda-Server Badge](https://anaconda.org/conda-forge/scikit-multiflow/badges/version.svg)](https://anaconda.org/conda-forge/scikit-multiflow)\n[![DockerHub](https://img.shields.io/badge/docker-available-blue.svg?logo=docker)](https://hub.docker.com/r/skmultiflow/scikit-multiflow)\n[![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)\n[![Gitter](https://badges.gitter.im/scikit-multiflow/community.svg)](https://gitter.im/scikit-multiflow/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)\n\nA machine learning framework for multi-output/multi-label and stream data.\nInspired by [MOA](https://moa.cms.waikato.ac.nz/) and [MEKA](http://meka.sourceforge.net/),\n following [scikit-learn](http://scikit-learn.org/stable/)'s philosophy.\n\n* [Webpage](https://scikit-multiflow.github.io/)\n* [Documentation](https://scikit-multiflow.github.io/scikit-multiflow/)\n* [Users Group](https://groups.google.com/forum/#!forum/scikit-multiflow-users)\n\n### matplotlib backend considerations\n* You may need to change your matplotlib backend, because not all backends work\nin all machines.\n* If this is the case you need to check\n[matplotlib's configuration](https://matplotlib.org/users/customizing.html).\nIn the matplotlibrc file you will need to change the line:  \n    ```\n    backend     : Qt5Agg  \n    ```\n    to:  \n    ```\n    backend     : another backend that works on your machine\n    ```  \n* The Qt5Agg backend should work with most machines, but a change may be needed.\n\n#### Jupyter Notebooks\nIn order to display plots from `scikit-multiflow` within a [Jupyter Notebook]() we need to define the proper mathplotlib\nbackend to use. This is done via a magic command at the beginning of the Notebook:\n\n```python\n%matplotlib notebook\n```\n\n[JupyterLab](http://jupyterlab.readthedocs.io/en/stable/) is the next-generation user interface for Jupyter, currently\nin beta, it can display interactive plots with some caveats. If you use JupyterLab then the current solution is to use\nthe [jupyter-matplotlib](https://github.com/matplotlib/jupyter-matplotlib) extension:\n\n```python\n%matplotlib widget\n```\n\n### Citing `scikit-multiflow`\n\nIf you want to cite `scikit-multiflow` in a scientific publication, please use the following Bibtex entry:\n```bibtex\n@article{skmultiflow,\n  author  = {Jacob Montiel and Jesse Read and Albert Bifet and Talel Abdessalem},\n  title   = {Scikit-Multiflow: A Multi-output Streaming Framework },\n  journal = {Journal of Machine Learning Research},\n  year    = {2018},\n  volume  = {19},\n  number  = {72},\n  pages   = {1-5},\n  url     = {http://jmlr.org/papers/v19/18-251.html}\n}\n```\n\n\n",
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