{ "info": { "author": "Dominik Traxl", "author_email": "dominik.traxl@posteo.org", "bugtrack_url": null, "classifiers": [ "License :: OSI Approved :: BSD License", "Operating System :: OS Independent", "Programming Language :: Cython", "Programming Language :: Python :: 2", "Programming Language :: Python :: 2.7", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.4", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7", "Topic :: Scientific/Engineering :: Information Analysis", "Topic :: Scientific/Engineering :: Mathematics", "Topic :: Scientific/Engineering :: Physics", "Topic :: Software Development :: Libraries :: Python Modules" ], "description": "\n|Anaconda Version| |Anaconda Downloads| |Documentation| |PyPi|\n\nDeepGraph\n=========\n\nDeepGraph is a scalable, general-purpose data analysis package. It implements a\n`network representation `_ based\non `pandas `_\n`DataFrames `_\nand provides methods to construct, partition and plot networks, to interface\nwith popular network packages and more.\n\nIt is based on a new network representation introduced\n`here `_. DeepGraph is also capable of\nrepresenting\n`multilayer networks `_.\n\n\nMain Features\n-------------\n\nThis network package is targeted specifically towards\n`Pandas `_ users. Utilizing one of Pandas' primary\ndata structures, the\n`DataFrame `_,\nwe represent the (super)nodes of a graph by one set of tables, and their\npairwise relations (i.e. the (super)edges of a graph) by another set of tables.\nDeepGraph's main features are\n\n- `Create edges `_:\n Methods that enable an iterative, yet\n vectorized computation of pairwise relations (edges) between nodes using\n arbitrary, user-defined functions on the nodes' properties. The methods\n provide arguments to parallelize the computation and control memory consumption,\n making them suitable for very large data-sets and adjustable to whatever\n hardware you have at hand (from netbooks to cluster architectures).\n\n- `Partition nodes, edges or a graph `_:\n Methods to partition nodes,\n edges or a graph by the graph\u2019s properties and labels, enabling the\n aggregation, computation and allocation of information on and between\n arbitrary *groups* of nodes. These methods also let you express\n elaborate queries on the information contained in a deep graph.\n\n- `Interfaces to other packages `_:\n Methods to convert to common\n network representations and graph objects of popular Python network packages\n (e.g., SciPy sparse matrices, NetworkX graphs, graph-tool graphs).\n\n- `Plotting `_:\n A number of useful plotting methods for networks,\n including drawings on geographical map projections.\n\n\nQuick Start\n-----------\n\nDeepGraph can be installed via pip from\n`PyPI `_\n\n::\n\n $ pip install deepgraph\n\nor if you're using `Conda `_,\ninstall with\n\n::\n\n $ conda install -c conda-forge deepgraph\n\nThen, import and get started with::\n\n >>> import deepgraph as dg\n >>> help(dg)\n\n\nDocumentation\n-------------\n\nThe official documentation is hosted here:\nhttp://deepgraph.readthedocs.io\n\nThe documentation provides a good starting point for learning how\nto use the library. Expect the docs to continue to expand as time goes on.\n\n\nDevelopment\n-----------\n\nSo far the package has only been developed by me, a fact that I would like\nto change very much. So if you feel like contributing in any way, shape or\nform, please feel free to contact me, report bugs, create pull requestes,\nmilestones, etc. You can contact me via email: dominik.traxl@posteo.org\n\n\nBug Reports\n-----------\n\nTo search for bugs or report them, please use the bug tracker:\nhttps://github.com/deepgraph/deepgraph/issues\n\n\nCiting DeepGraph\n----------------\n\nPlease acknowledge and cite the use of this software and its authors when\nresults are used in publications or published elsewhere. You can use the\nfollowing BibTex entry\n\n::\n\n @Article{traxl-2016-deep,\n author = {Dominik Traxl AND Niklas Boers AND J\\\"urgen Kurths},\n title = {Deep Graphs - A general framework to represent and analyze\n heterogeneous complex systems across scales},\n journal = {Chaos},\n year = {2016},\n volume = {26},\n number = {6},\n eid = {065303},\n doi = {http://dx.doi.org/10.1063/1.4952963},\n eprinttype = {arxiv},\n eprintclass = {physics.data-an, cs.SI, physics.ao-ph, physics.soc-ph},\n eprint = {http://arxiv.org/abs/1604.00971v1},\n version = {1},\n date = {2016-04-04},\n url = {http://arxiv.org/abs/1604.00971v1}\n }\n\nLicence\n-------\n\nDistributed with a `BSD license `_::\n\n Copyright (C) 2017 DeepGraph Developers\n Dominik Traxl \n\n\n.. |Anaconda Version| image:: https://anaconda.org/conda-forge/deepgraph/badges/version.svg\n :target: https://anaconda.org/conda-forge/deepgraph\n\n.. |Anaconda Downloads| image:: 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