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generatefeedvector.py
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import feedparser
import re
# Return title and dictionary of word counts for an RSS feed
def getwordcounts(url):
#Parse the feed
d=feedparser.parse(url)
wc={}
#print d.feed.title
#Loop over all the entries
for e in d.entries:
if 'summary' in e: summary = e.summary
else: summary = e.description
# Extract a list of words
words=getwords(e.title+' '+summary)
for word in words:
wc.setdefault(word,0)
wc[word]+=1
return d.feed.title,wc
def getwords(html):
# Remove all html tags
txt=re.compile(r'<[^>]+>').sub('',html)
# Split words by all non-alpha characters.
words=re.compile(r'[^[A-Z^a-z]+').split(txt)
# Convert to lowercase
return [word.lower() for word in words if word!='']
apcount={}
wordcounts={}
feedlist = [line for line in file('./data/feeddata/feedlist.txt')]
for feedurl in feedlist:
try:
title,wc=getwordcounts(feedurl)
except:
print 'Feed didn\'t work:', feedurl
continue
wordcounts[title]=wc
for word,count in wc.items( ):
apcount.setdefault(word,0)
if count>1:
apcount[word]+=1
wordlist = []
for w,bc in apcount.items():
frac = float(bc)/len(feedlist)
if frac>0.1 and frac < 0.5: wordlist.append(w)
out=file('./data/feeddata/blogdata.txt','w')
out.write('Blog')
for word in wordlist: out.write('\t%s' % word)
out.write('\n')
for blog,wc in wordcounts.items():
try:
print blog
out.write(blog)
except:
#print 'Error writing to file for ',blog
continue
for word in wordlist:
if word in wc: out.write('\t%d' % wc[word])
else: out.write('\t0')
out.write('\n')