Created
May 8, 2012 20:43
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preprocess tweet words
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| #initialize stopWords | |
| stopWords = [] | |
| #start replaceTwoOrMore | |
| def replaceTwoOrMore(s): | |
| #look for 2 or more repetitions of character and replace with the character itself | |
| pattern = re.compile(r"(.)\1{1,}", re.DOTALL) | |
| return pattern.sub(r"\1\1", s) | |
| #end | |
| #start getStopWordList | |
| def getStopWordList(stopWordListFileName): | |
| #read the stopwords file and build a list | |
| stopWords = [] | |
| stopWords.append('AT_USER') | |
| stopWords.append('URL') | |
| fp = open(stopWordListFileName, 'r') | |
| line = fp.readline() | |
| while line: | |
| word = line.strip() | |
| stopWords.append(word) | |
| line = fp.readline() | |
| fp.close() | |
| return stopWords | |
| #end | |
| #start getfeatureVector | |
| def getFeatureVector(tweet): | |
| featureVector = [] | |
| #split tweet into words | |
| words = tweet.split() | |
| for w in words: | |
| #replace two or more with two occurrences | |
| w = replaceTwoOrMore(w) | |
| #strip punctuation | |
| w = w.strip('\'"?,.') | |
| #check if the word stats with an alphabet | |
| val = re.search(r"^[a-zA-Z][a-zA-Z0-9]*$", w) | |
| #ignore if it is a stop word | |
| if(w in stopWords or val is None): | |
| continue | |
| else: | |
| featureVector.append(w.lower()) | |
| return featureVector | |
| #end | |
| #Read the tweets one by one and process it | |
| fp = open('data/sampleTweets.txt', 'r') | |
| line = fp.readline() | |
| st = open('data/feature_list/stopwords.txt', 'r') | |
| stopWords = getStopWordList('data/feature_list/stopwords.txt') | |
| while line: | |
| processedTweet = processTweet(line) | |
| featureVector = getFeatureVector(processedTweet) | |
| print featureVector | |
| line = fp.readline() | |
| #end loop | |
| fp.close() |
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