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        "description": "\n\n# Higra: Hierarchical Graph Analysis\n\n[![Build Status](https://travis-ci.org/higra/Higra.svg?branch=master)](https://travis-ci.org/higra/Higra) \n[![Build status](https://ci.appveyor.com/api/projects/status/oo0v2uepcxihvwno?svg=true)](https://ci.appveyor.com/project/PerretB/higra-21ed3)\n[![codecov](https://codecov.io/gh/higra/Higra/branch/master/graph/badge.svg)](https://codecov.io/gh/higra/Higra)\n[![Documentation Status](https://readthedocs.org/projects/higra/badge/?version=latest)](https://higra.readthedocs.io/en/stable/?badge=stable)\n\nHigra is a C++/Python library for efficient sparse graph analysis with a special focus on hierarchical methods. Some of the main features are:\n\n- efficient methods and data structures to handle the dual representations of hierarchical clustering: trees (dendrograms) and saliency maps (ultrametric distances);\n- hierarchical clusterings: quasi-flat zone hierarchy, hierarchical watersheds, agglomerative clustering (single-linkage, average-linkage, complete-linkage, exponential-linkage, Ward, or user provided linkage rule), constrained connectivity hierarchy;\n- component trees: min and max trees;\n- manipulate and explore hierarchies:  simplification, accumulators, cluster extraction, various attributes (size, volume, dynamics, perimeter, compactness, moments, etc.), horizontal and non-horizontal cuts, hierarchies alignment;\n- optimization on hierarchies: optimal cuts, energy hierarchies;\n- algorithms on graphs: accumulators, vertices and clusters dissimilarities, region adjacency graphs, minimum spanning trees and forests, watershed cuts;\n- assessment: supervised assessment of graph clusterings and hierarchical clusterings;\n- image toolbox: special methods for grid graphs, tree of shapes, hierarchical clustering methods dedicated to image analysis, optimization of Mumford-Shah energy.\n\nHigra is thought for modularity, performance and seamless integration with classical data analysis pipelines. The data structures (graphs and trees) are decoupled from data (vertex and edge weights ) which are simply arrays ([xtensor](https://github.com/QuantStack/xtensor) arrays in C++ and [numpy](https://github.com/numpy/numpy) arrays in Python).\n\n## Installation\n\nThe Python package can be installed with Pypi:\n\n```bash\npip install higra\n```\n\nSupported systems: \n\n - Python 3.4, 3.5, 3.6, 3.7\n - Linux 64 bits, macOS, Windows 64 bits\n\n\n## Documentation\n\n[https://higra.readthedocs.io/](https://higra.readthedocs.io/)\n\n### Demonstration and tutorials\n\nA collection of demonstration notebooks is available in the [documentation](https://higra.readthedocs.io/en/stable/notebooks.html). \nNotebooks are stored in a dedicated repository [Higra-Notebooks](https://github.com/higra/Higra-Notebooks).\n\n### Code samples\n\nThis example demonstrates the construction of a single-linkage hierarchical clustering and its simplification by a cluster size criterion.\n\n[![Example on clustering](doc/source/fig/example_graph_filtering.png)](https://github.com/higra/Higra-Notebooks/blob/master/Illustrations%20of%20SoftwareX%202019%20article.ipynb)\n\nThis example demonstrates the use of hierarchical clustering for image filtering.\n\n[![Example on image filtering](doc/source/fig/example_image_filtering.png)](https://github.com/higra/Higra-Notebooks/blob/master/Illustrations%20of%20SoftwareX%202019%20article.ipynb)\n\n## Developing C++ extensions\n\nWhile Higra provides many vectorized operators to implement algorithms efficiently in Python, it is possible that\nsome operations cannot be done efficiently in Python. \nIn such case, the [Higra-cppextension-cookiecutter](https://github.com/higra/Higra-cppextension-cookiecutter) enables\nto easily setup and generate c++ extension using Higra with Python bindings.\n\n## Third-party libraries\n\nHigra bundles several third-party libraries (inside the `lib` folder): \n\n- [pybind11](https://github.com/pybind/pybind11) helps to create Python bindings of c++ methods and classes - [BSD-style license](https://github.com/pybind/pybind11/blob/master/LICENSE)\n- [xtensor](https://github.com/QuantStack/xtensor) (with [xtl](https://github.com/QuantStack/xtl), [xsimd](https://github.com/QuantStack/xsimd), and [xtensor-python](https://github.com/QuantStack/xtensor-python) provides `numpy` like arrays for c++ with seamless integration with Python - all under the [BSD-3-Clause license](https://github.com/QuantStack/xtensor/blob/master/LICENSE)\n- [Catch2](https://github.com/catchorg/Catch2) is a unit test framework - [Boost Software License 1.0](https://github.com/catchorg/Catch2/blob/master/LICENSE.txt)\n\n\n\n\n",
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