Skip to main content

Multi-scale modularity based clustering algorithm

Project description

python-paris: Hierarchical graph clustering algorithm (paris) and dendrogram processing
=========================

paris is a Python module that provides an implementation of the hierarchical clustering algorithm for graphs, paris.
It provides four algorithms able to process dendrograms in order to extract best clusters, clusterings or distances.

Installation
------------

Install the latest version of cylouvain using ``pip`` ::

$ pip install python_paris

Dependencies
------------

cylouvain requires:

- Python (>= 2.7 or >= 3.4)
- NumPy
- NetworkX

Simple example
--------------

Build a simple graph with NetworkX::

>>> import networkx as nx
>>> graph = nx.Graph()
>>> graph.add_nodes_from(['0', '1', '2', '3', '4', '5'])
>>> graph.add_edges_from([(0, 1, 1), (0, 2, 1), (1, 2, 1), (2, 3, 1),
(3, 4, 1), (3, 5, 1), (4, 5, 1)])

Compute a clustering hierarchy of the nodes using paris::

>>> from python_paris import paris
>>> dendrogram = paris(graph)

Compute the best clusters, clusterings and distances::

>>> best_cluster = best_cluster_cut(dendrogram)
>>> best_homogneous_clustering = best_homogeneous_cut(dendrogram)
>>> best_heterogneous_clustering = best_heterogeneous_cut(dendrogram)
>>> best_distance = best_distance

License
-------

Released under the Apache License 2.0 licence::

Copyright (C) 2018 Bertrand Charpentier <bercha@kth.se>

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

python_paris-0.0.1.tar.gz (6.3 kB view details)

Uploaded Source

File details

Details for the file python_paris-0.0.1.tar.gz.

File metadata

File hashes

Hashes for python_paris-0.0.1.tar.gz
Algorithm Hash digest
SHA256 e7f08e1fcd7bff0a3aa405bed69c0a7372f2b349155fd945da75983cc276a6cd
MD5 f32a35f9d6a34f360671f2421b82736e
BLAKE2b-256 36a7971ed2a24d29a3304793d1d1e3eb4b6b0475ef896d3677742abc895840a6

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page