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        "description": "# scikit-image: Image processing in Python\n[![Image.sc forum](https://img.shields.io/badge/dynamic/json.svg?label=forum&url=https%3A%2F%2Fforum.image.sc%2Ftags%2Fscikit-image.json&query=%24.topic_list.tags.0.topic_count&colorB=brightgreen&suffix=%20topics&logo=data:image/png;base64,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)](https://forum.image.sc/tags/scikit-image)\n[![Stackoverflow](https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg)](https://stackoverflow.com/questions/tagged/scikit-image)\n[![project chat](https://img.shields.io/badge/zulip-join_chat-brightgreen.svg)](https://skimage.zulipchat.com)\n[![codecov.io](https://codecov.io/github/scikit-image/scikit-image/coverage.svg?branch=main)](https://codecov.io/github/scikit-image/scikit-image?branch=main)\n\n- **Website (including documentation):** [https://scikit-image.org/](https://scikit-image.org)\n- **User forum:** [https://forum.image.sc/tag/scikit-image](https://forum.image.sc/tag/scikit-image)\n- **Developer forum:** [https://discuss.scientific-python.org/c/contributor/skimage](https://discuss.scientific-python.org/c/contributor/skimage)\n- **Source:** [https://github.com/scikit-image/scikit-image](https://github.com/scikit-image/scikit-image)\n- **Benchmarks:** [https://pandas.pydata.org/speed/scikit-image/](https://pandas.pydata.org/speed/scikit-image/)\n\n## Installation from binaries\n\n- **Debian/Ubuntu:** ``sudo apt-get install python-skimage``\n- **OSX:** ``pip install scikit-image``\n- **Anaconda:** ``conda install -c conda-forge scikit-image``\n- **Windows:** Download [Windows binaries](http://www.lfd.uci.edu/~gohlke/pythonlibs/#scikit-image)\n\nAlso see [installing ``scikit-image``](INSTALL.rst).\n\n## Installation from source\n\nInstall dependencies using:\n\n```\npip install -r requirements.txt\n```\n\nThen, install scikit-image using:\n\n```\n$ pip install .\n```\n\nIf you plan to develop the package, you may run it directly from source:\n\n```\n$ pip install -e .  # Do this once to add package to Python path\n```\n\nEvery time you modify Cython files, also run:\n\n```\n$ python setup.py build_ext -i  # Build binary extensions\n```\n\n## License (Modified BSD)\n\nCopyright (C) 2011, the scikit-image team\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are\nmet:\n\n 1. Redistributions of source code must retain the above copyright\n    notice, this list of conditions and the following disclaimer.\n 2. Redistributions in binary form must reproduce the above copyright\n    notice, this list of conditions and the following disclaimer in\n    the documentation and/or other materials provided with the\n    distribution.\n 3. Neither the name of skimage nor the names of its contributors may be\n    used to endorse or promote products derived from this software without\n    specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR\nIMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED\nWARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT,\nINDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES\n(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\nSERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION)\nHOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,\nSTRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING\nIN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE\nPOSSIBILITY OF SUCH DAMAGE.\n\n## Citation\n\nIf you find this project useful, please cite:\n\n> St\u00e9fan van der Walt, Johannes L. Sch\u00f6nberger, Juan Nunez-Iglesias,\n> Fran\u00e7ois Boulogne, Joshua D. Warner, Neil Yager, Emmanuelle\n> Gouillart, Tony Yu, and the scikit-image contributors.\n> *scikit-image: Image processing in Python*. PeerJ 2:e453 (2014)\n> https://doi.org/10.7717/peerj.453\n\n\n",
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