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NetworkX Network: 用NetworkX找出台灣公司網絡核心 by Leo Hung @PyCon TW 2014
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NetworkX Network: 用NetworkX找出台灣公司網絡核心 by Leo Hung @PyCon TW 2014
1.
NetworkX Network ⽤用NetworkX找出台灣公司網絡核⼼心 San-Chuan “Leo”
Hung 2014/ 05/ 17
2.
Leo Hung Intern@gogolook http://leohung.net ! Web Development Machine
Learning Data Analysis
3.
社會網絡
4.
@ronnywang http://company-graph.g0v.ronny.tw/?id=22555003
5.
我也可以
6.
7.
囧
8.
Information Core Network data
source: http://company.g0v.ronny.tw
9.
假設 X ⼯工具
10.
Assumptions of Information Core
Network Important Nodes Easy to receive information The nodes are close to others
11.
Closeness
12.
Brief Code • import
networkx as nx • from matplotlib import pyplot as plt • G = nx.Graph() • G.add_edge(v1, v2) • G = nx.read_edgelist(filename) • closeness_dict = nx.closeness_centrality(G) • nx.draw_networkx(core_G) • plt.show()
13.
data source: http://company.g0v.ronny.tw
14.
data source: http://company.g0v.ronny.tw
15.
More NetworkX • Pure
Python • Network Analysis • Centrality • Visualization • Community Detection • Network Generation
16.
References • NetworkX • http://networkx.github.io/index.html •
Dataset • 台灣公司資料 http://company.g0v.ronny.tw • Standford http://snap.stanford.edu/data/
17.
More • LeoHung.self() • http://leohung.net •
Code • https://github.com/LeoHung/ pycon2014_tw_company_core_network
Download now