Created
August 14, 2012 22:59
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Actor centrality in Python
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#!/usr/bin/env python | |
# encoding: utf-8 | |
# | |
def mean(l): | |
return sum(l, 0.)/len(l) | |
def centrality_mean(G, v): | |
dists = {} | |
next = {v} | |
cdist = 0 | |
while next: | |
nnext = set() | |
for n in next: | |
if n not in dists: | |
dists[n] = cdist | |
for neighbour in G[n].keys(): | |
if neighbour not in dists: | |
nnext.add(neighbour) | |
cdist += 1 | |
next = nnext | |
return mean(dists.values()) | |
def make_link(G, node1, node2): | |
if node1 not in G: | |
G[node1] = {} | |
(G[node1])[node2] = 1 | |
if node2 not in G: | |
G[node2] = {} | |
(G[node2])[node1] = 1 | |
return G | |
def make_graph(fn): | |
actors = set() | |
lines = open(fn).readlines() | |
G = {} | |
for line in lines: | |
act, mov, year = [a.strip() for a in line.split("\t")] | |
make_link(G, act, (mov,year)) | |
actors.add(act) | |
dists = {} | |
for a in sorted(actors)[:100]: | |
dists[a] = centrality_mean(G, a) | |
print "%s: %f" % (a, dists[a]) | |
rv = sorted([(v,k) for k,v in dists.iteritems()]) | |
for i in range(20): | |
print "%i: %s, %f" % (i+1, rv[i][1], rv[i][0]) | |
import time | |
t0 = time.time() | |
make_graph("imdb-1.tsv") | |
print "Elapsed: %.5f" %(time.time() - t0) | |
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