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generatefeedvector.py
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import feedparser
import re
def getwordcounts(url):
'''
Returns title and dictionary of word counts for an RSS feed
'''
# Parse the feed
d = feedparser.parse(url)
wc = {}
# 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 the 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('feedlist.txt')]
for feedurl in feedlist:
try:
(title, wc) = getwordcounts(feedurl)
wordcounts[title] = wc
for (word, count) in wc.items():
apcount.setdefault(word, 0)
if count > 1:
apcount[word] += 1
except:
print 'Failed to parse feed %s' % feedurl
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('blogdata1.txt', 'w')
out.write('Blog')
for word in wordlist:
out.write('\t%s' % word)
out.write('\n')
for (blog, wc) in wordcounts.items():
print blog
out.write(blog)
for word in wordlist:
if word in wc:
out.write('\t%d' % wc[word])
else:
out.write('\t0')
out.write('\n')