mirror of
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88 lines
3.1 KiB
Python
88 lines
3.1 KiB
Python
"""
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Implements a StreamTester that runs over Twitter data. See the class
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docstring.
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This module is written for Python 3 only. The __future__ imports you see here
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are just to let Python 2 scan the file without crashing with a SyntaxError.
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"""
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from __future__ import print_function, unicode_literals
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import os
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from collections import defaultdict
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from ftfy.streamtester import StreamTester
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class TwitterTester(StreamTester):
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"""
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This class uses the StreamTester code (defined in `__init__.py`) to
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evaluate ftfy's real-world performance, by feeding it live data from
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Twitter.
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This is a semi-manual evaluation. It requires a human to look at the
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results and determine if they are good. The three possible cases we
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can see here are:
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- Success: the process takes in mojibake and outputs correct text.
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- False positive: the process takes in correct text, and outputs
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mojibake. Every false positive should be considered a bug, and
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reported on GitHub if it isn't already.
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- Confusion: the process takes in mojibake and outputs different
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mojibake. Not a great outcome, but not as dire as a false
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positive.
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This tester cannot reveal false negatives. So far, that can only be
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done by the unit tests.
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"""
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OUTPUT_DIR = './twitterlogs'
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def __init__(self):
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self.lines_by_lang = defaultdict(list)
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super().__init__()
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def save_files(self):
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"""
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When processing data from live Twitter, save it to log files so that
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it can be replayed later.
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"""
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if not os.path.exists(self.OUTPUT_DIR):
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os.makedirs(self.OUTPUT_DIR)
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for lang, lines in self.lines_by_lang.items():
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filename = 'tweets.{}.txt'.format(lang)
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fullname = os.path.join(self.OUTPUT_DIR, filename)
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langfile = open(fullname, 'a', encoding='utf-8')
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for line in lines:
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print(line.replace('\n', ' '), file=langfile)
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langfile.close()
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self.lines_by_lang = defaultdict(list)
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def run_sample(self):
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"""
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Listen to live data from Twitter, and pass on the fully-formed tweets
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to `check_ftfy`. This requires the `twitter` Python package as a
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dependency.
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"""
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from twitter import TwitterStream
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from ftfy.streamtester.oauth import get_auth
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twitter_stream = TwitterStream(auth=get_auth())
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iterator = twitter_stream.statuses.sample()
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for tweet in iterator:
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if 'text' in tweet:
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self.check_ftfy(tweet['text'])
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if 'user' in tweet:
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lang = tweet['user'].get('lang', 'NONE')
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self.lines_by_lang[lang].append(tweet['text'])
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if self.count % 10000 == 100:
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self.save_files()
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def main():
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"""
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When run from the command line, this script connects to the Twitter stream
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and runs the TwitterTester on it forever. Or at least until the stream
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drops.
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"""
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tester = TwitterTester()
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tester.run_sample()
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if __name__ == '__main__':
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main()
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