Created
October 12, 2017 12:19
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WikiElection network construction
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import re | |
import urllib2 | |
import gzip | |
import StringIO | |
import numpy as np | |
def readDataset(save=True): | |
content = '' | |
outFilePath = 'wikielect.txt' | |
try: | |
with open(outFilePath, 'r') as f: | |
content = f.read() | |
except: | |
response = urllib2.urlopen('http://snap.stanford.edu/data/wikiElec.ElecBs3.txt.gz') | |
compressedFile = StringIO.StringIO() | |
compressedFile.write(response.read()) | |
compressedFile.seek(0) | |
with gzip.GzipFile(fileobj=compressedFile, mode='rb') as f: | |
content = f.read() | |
if save: | |
with open(outFilePath, 'w') as outfile: | |
outfile.write(content) | |
return content | |
content = readDataset() | |
content = content.split('\n') | |
def formAdj(records,size_estimate=10000): | |
targetPattern = re.compile('N\s+([0-9]+)\s+[a-zA-Z]+') | |
sourcePattern = re.compile('V\s+(0|1|\-1)\s+([0-9]+)') | |
target = -1 | |
max_index = 0 | |
G = np.zeros([size_estimate,size_estimate]) | |
for record in records: | |
match = targetPattern.match(record) | |
if match: | |
target = int(match.groups()[0]) | |
else: | |
match = sourcePattern.match(record) | |
if match: | |
source = int(match.groups()[1]) | |
sign = 1 if (int(match.groups()[0])>-1) else -1 | |
G[source,target] = sign | |
max_index = np.max([source,target,max_index]) | |
return G | |
G = formAdj(content) |
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