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December 25, 2015 05:29
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Uses Wilson confidence intervals to rank the results of this Hacker News language poll (https://news.ycombinator.com/item?id=6527104).
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#!/usr/bin/python3 | |
import re | |
from math import sqrt | |
import urllib.request | |
# Thanks to http://possiblywrong.wordpress.com/2011/06/05/reddits-comment-ranking-algorithm/ | |
def confidence_fixed(ups, downs): | |
if ups == 0: | |
return -downs | |
n = ups + downs | |
z = 1.64485 #1.0 = 85%, 1.6 = 95% | |
phat = float(ups) / n | |
return (phat+z*z/(2*n)-z*sqrt((phat*(1-phat)+z*z/(4*n))/n))/(1+z*z/n) | |
raw_data = urllib.request.urlopen("https://news.ycombinator.com/item?id=6527104").read().decode("utf-8") | |
entry_regex = re.compile(r"""(?P<language>[^>-]+) - Like.*?(?P<upvotes>[0-9]+) points.*? - Dislike.*?(?P<downvotes>[0-9]+) points""") | |
matched_data = re.finditer(entry_regex, raw_data) | |
results = [] | |
for entry in matched_data: | |
language = entry.group("language") | |
upvotes = float(entry.group("upvotes")) | |
downvotes = float(entry.group("downvotes")) | |
confidence = confidence_fixed(upvotes, downvotes) | |
results.append((language, confidence)) | |
results.sort(key=lambda x: -x[1]) | |
for rank, entry in enumerate(results): | |
print("%d\t%s%f" % (rank+1, entry[0].ljust(16), entry[1])) |
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