def transform_one(self, d):
transformed = []
if isinstance(d, dict): text = d['content']
else:
text = d
d = {}
# toks = twokenize.tokenizeRawTweetText(text)
gettokens = Tokenizer()
toks = gettokens.tokenize(text)
for tok in toks:
if self.re_url.match(tok): transformed.append('_url_')
elif tok.startswith('@'): transformed.append('@mention')
else: transformed.append(tok)
if not self.ignore_topics_:
topic = d.get('topic')
text = u' '.join(transformed)
if topic:
start = 0
end = len(text)
i = text.lower().find(topic.lower())
if i > -1:
matches = [
m.end() for m in self.re_punctuation.finditer(text[:i])
]
if matches: start = matches[-1]
m = self.re_punctuation.search(text[(i + len(topic)):])
if m: end = m.start() + i + len(topic)
transformed = [u'topic=' + topic] + text[start:end].split()
return transformed
def clean_tweet(tweet):
""" Simple tweet preprocessing """
gettokens = Tokenizer()
tweet = " ".join(gettokens.tokenize(tweet))
tweet = tweet.lower()
# tweet = re.sub(tweet_reg, "", tweet)
# tweet = re.sub("\d+", "", tweet)
# tweet = tweet.lower().strip()
tweet = [word for word in tweet.split() if word not in stopWords]
tweet = [word for word in tweet if word not in string.punctuation]
return tweet
def Clean(text):
gettokens = Tokenizer(usernames="",urls="",numbers="")
t=gettokens.tokenize(text)
tt=[]
for i in range(len(t)):
if t[i] in UNICODE_EMOJI:
t[i]=''
# t[i]=REV_UNICODE_EMOJI[t[i]]
for i in range(len(t)):
if(isEnglish(t[i])):
tt.append(t[i].lower())
return ' '.join(tt).encode('utf-8')
def load_semeval_text_only(fname, delimiter=u'\t'):
gettokens = Tokenizer()
assert os.path.isfile(fname)
rvdata = codecs.open(fname, encoding='utf-8').readlines()
assert type(rvdata[0]) == unicode
rvdata = [s.strip() for s in rvdata]
assert len(rvdata) > 0
numberofColoums = len(rvdata[0].split(delimiter))
ids = [s.split(delimiter)[0] for s in rvdata]
if numberofColoums == 3:
y = [s.split(delimiter)[1] for s in rvdata]
x = [s.split(delimiter)[2] for s in rvdata]
elif numberofColoums == 4:
y = [s.split(delimiter)[2] for s in rvdata]
x = [s.split(delimiter)[3] for s in rvdata]
else:
xstartindex = [int(s.split(delimiter)[2]) for s in rvdata]
xendindex = [int(s.split(delimiter)[3]) for s in rvdata]
y = [s.split(delimiter)[4] for s in rvdata]
x = [s.split(delimiter)[5] for s in rvdata]
print rvdata[0]
x = [
u' '.join(s.split(u' ')[xs:xe + 1])
for s, xs, xe in zip(x, xstartindex, xendindex)
]
print 'totoal', len(rvdata), '@', fname
print ids[0], y[0], x[0]
return ids, y, x
def tweet_tokens(tweet):
'''
Takes a tweet and replaces mentions, hashtags, urls, times, and numbers
with a generic label
INPUT: string
OUTPUT: string
'''
gettokens = Tokenizer(usernames='USER',
urls='URL',
hashtags='HASHTAG',
times='TIME',
numbers='NUMBER',
allcapskeep=True,
lowercase=False)
tokens = gettokens.tokenize(tweet)
tweet = ' '.join(tokens)
return tweet
class SocioLinguisticClassifier:
def __init__(self):
self.socling = SocioLinguistic()
self.features_list = []
self.features = {}
self.gettokens = Tokenizer()
def label_file_to_dict(self, filename):
dict_x = {}
for line in open(filename, "r"):
# print line
temp = line.split("||")
name = temp[0].strip()
label = temp[1].strip()
dict_x[name] = label
return dict_x
def get_features(self, line, demographic):
self.socling.sent = line
self.socling.sent_list = self.gettokens.tokenize(line.upper())
if demographic == "gend":
self.socling.single_exclam()
self.socling.pumping()
self.socling.agreement()
self.socling.affection()
self.socling.emoticons()
self.socling.excitement()
self.socling.ellipses()
self.socling.possessive_bigrams(self.features_list)
self.socling.laugh()
self.socling.shout()
self.socling.exasperation()
self.socling.honorifics()
self.socling.slang()
self.socling.pronouns()
def initialize(self,demographic):
self.features_list = set(self.socling.file_to_list("feature_files/feature_names_" + demographic))
def reset_dictionary(self):
self.features = {}
for feature in self.features_list:
self.features[feature] = 0
def stacked_socling_init(self,demographic):
self.features_list = set(self.socling.file_to_list("feature_files/feature_names_" + demographic))
self.reset_dictionary()
self.socling.features_dict = self.features
def load_semeval_text_only(fname, delimiter=u'\t'):
'''
:param fname: file name
:param delimiter: deliminater
:return:
id: all ids
y: training labels
x: training text , lower cased , and filtered text
'''
gettokens = Tokenizer()
assert os.path.isfile(fname)
rvdata = codecs.open(fname, encoding='utf-8').readlines()
assert type(rvdata[0]) == unicode
rvdata = [s.strip() for s in rvdata]
assert len(rvdata) > 0
numberofColoums = len(rvdata[0].split(delimiter))
ids = [s.split(delimiter)[0] for s in rvdata]
if numberofColoums == 3:
y = [s.split(delimiter)[1] for s in rvdata]
x = [s.split(delimiter)[2] for s in rvdata]
elif numberofColoums == 4:
y = [s.split(delimiter)[2] for s in rvdata]
x = [s.split(delimiter)[3] for s in rvdata]
else:
xstartindex = [int(s.split(delimiter)[2]) for s in rvdata]
xendindex = [int(s.split(delimiter)[3]) for s in rvdata]
y = [s.split(delimiter)[4] for s in rvdata]
x = [s.split(delimiter)[5] for s in rvdata]
print rvdata[0]
x = [
u' '.join(s.split(u' ')[xs:xe + 1])
for s, xs, xe in zip(x, xstartindex, xendindex)
]
print 'totoal', len(rvdata), '@', fname
print ids[0], y[0], x[0]
x = map(filterlineEmoji, x)
#x=map(filterline,x)
x = map(unicode.lower, x)
return ids, y, x
# Initilization
print("Initilizing...")
t0 = time()
with open(stopwords_file_path) as f:
stopwords_list = f.readlines()
with open(english_stopwords_file_path) as f:
english_stopwords_list = f.readlines()
stopwords = [word.strip() for word in stopwords_list if word.strip()] + [
word.strip() for word in english_stopwords_list if word.strip()
] + tweet_stopwords
politicians_sorted = sorted(list(politicians_info.keys()))
politician_tweets = defaultdict(list)
tweet_list = []
tokenizer = Tokenizer()
print("done in {:0.4f}s".format(time() - t0))
# Collect tweets from JSON
print("Collecting tweets...")
t0 = time()
tweets_so_far = 0
only_jsons = [
f for f in listdir(TWEETS_DIRECTORY) if isfile(join(TWEETS_DIRECTORY, f))
and f.endswith('.json') and not f == basename(POLITICIANS_INFO_FILE_PATH)
]
for tweet_file in only_jsons:
with open(join(TWEETS_DIRECTORY, tweet_file)) as tf:
tweets = json.load(tf)
for tweet in tweets:
tweet_list.append(unidecode.unidecode(tweet['text']))
#function to replace other broken encoding
def fix_other(text):
for i in range(len(text)):
if (text[i] == u'\u2014' or text[i] == u'\u2013'):
text[i] = "-"
if (text[i].find(u'\u2026') or text[i] == u'\u2026'):
text[i] = text[i].replace(u"\u2026","...")
return text
#configure tweetokenize Tokenizer
tknzr = Tokenizer(lowercase = False,
allcapskeep = True,
normalize = False,
usernames = 'USERNAME',
urls = 'URL',
hashtags = 'HASHTAG',
ignorequotes = False,
ignorestopwords = False)
tknzr.emoticons(filename="emoticons.txt")
#input and output filepaths
#pretoken_filepath = 'practice-data/tweet_tweet.csv'
pretoken_filepath = 'project-data/twitter_tweet.csv'
posttoken_filepath = 'preprocessed-data/tweet_tweet_pp.csv'
text_index = 3
#read from input, tokenize, write to output
from tweetokenize import Tokenizer
from nltk.tokenize.moses import MosesDetokenizer
import time
detokenizer = MosesDetokenizer()
import time
expanded_words = {
"tbh": "to be honest",
"lgtm": "looks good to me",
"r+": "Review",
"wc": "Welcome",
"btw": "by the way"
}
with open("/Users/hiteshsapkota/Desktop/ICSETrust/Data/shortcodeemoji.json"
) as outfile:
shortcodeemoji = json.load(outfile)
gettokens = Tokenizer()
def expandwords(comment):
words = []
keys = [k for k, v in expanded_words.items()]
for word in comment.split():
present = False
for key in keys:
if key in word.lower():
present = True
words.append(expanded_words[key])
if present is False:
words.append(word)
return ' '.join(words)
def setUp(self):
self.tokenizer = Tokenizer(lowercase=True)
class TokenizeTests(unittest.TestCase):
def setUp(self):
self.tokenizer = Tokenizer(lowercase=True)
def test_general_1(self):
self.tokenizer.normalize = 2
msg = ('omg wow < & > >.< >.< :):)'
'i CANT believe thatttt haha lol!!1')
tks = ['omg', 'wow', '<', '&', '>', '>.<', '>.<', ':)', ':)',
'i', 'CANT', 'believe', 'thatt', 'haha', 'lol', '!', '!', '1']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_general_2(self):
msg = "i'm wanting to jump up and down but wouldn't if i couldn't.."
tks = ["i'm", 'wanting', 'to', 'jump', 'up', 'and', 'down',
'but', "wouldn't", 'if', 'i', "couldn't", '...']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_urls_1(self):
msg = "hey bro chec'k out http://shitstorm.com its f*****g sick"
tks = ['hey', 'bro', "chec'k", 'out', 'URL', 'its', 'f*****g', 'sick']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_urls_2(self):
msg = 'also see this crazy stuff https://shitstorm.com'
tks = ['also', 'see', 'this', 'crazy', 'stuff', 'URL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_urls_3(self):
msg = 'hiiiii rayj.com/ihititfirst and other google.com http://hobo.net'
tks = ['hiii', 'URL', 'and', 'other', 'URL', 'URL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_usernames_1(self):
msg = '@justinbeiber yo man!! ! i love you in a totally straight way <3:p:D'
tks = ['USERNAME', 'yo', 'man', '!', '!', '!',
'i', 'love', 'you', 'in', 'a', 'totally', 'straight', 'way',
'<3', ':p', ':D']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_usernames_2(self):
msg = '@heyheymango: what did you SAYYY??? or did you just.. NotHING?'
tks = ['USERNAME', ':', 'what', 'did', 'you', 'SAYYY', '?',
'?', '?', 'or', 'did', 'you', 'just', '...', 'nothing', '?']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_numbers_1(self):
self.tokenizer.numbers = None
msg = ('i have this much money -2.42 in my bank acct.,friend! but you '
'have mucho +88e44 and its about 1000% more than $400.')
tks = ['i', 'have', 'this', 'much', 'money', '-2.42', 'in',
'my', 'bank', 'acct', '.', ',', 'friend', '!', 'but', 'you',
'have', 'mucho', '+88e44', 'and', 'its', 'about', '1000%',
'more', 'than', '$400', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_numbers_2(self):
msg = ('i have this much money -2.42 in my bank acct.,friend! but you '
'have mucho +88e44 and its about 1000% more than $400.')
tks = ['i', 'have', 'this', 'much', 'money', 'NUMBER', 'in',
'my', 'bank', 'acct', '.', ',', 'friend', '!', 'but', 'you',
'have', 'mucho', 'NUMBER', 'and', 'its', 'about', 'NUMBER',
'more', 'than', 'NUMBER', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_numbers_3(self):
self.tokenizer.lowercase = False # keep cases the same everywhere
msg = ('I JUST want To Test FRACTIONZZZ 22432.41414/ 55894385e-341 also'
' lowercase etc.etc.etc. hope that last part doesn\'t parse as a url '
'i would be kinda sad PANda!zsss..... .. . .... 4/5 5.1/4.0e0 3.14 -2')
tks = ['I', 'JUST', 'want', 'To', 'Test', 'FRACTIONZZZ',
'NUMBER', 'also', 'lowercase', 'etc', '.', 'etc', '.', 'etc',
'.', 'hope', 'that', 'last', 'part', "doesn't", 'parse', 'as',
'a', 'url', 'i', 'would', 'be', 'kinda', 'sad', 'PANda', '!',
'zsss', '...', '...', '.', '...', 'NUMBER', 'NUMBER', 'NUMBER',
'NUMBER']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_time_1(self):
msg = 'is the time now 12:14pm? or is it like 2:42AM??'
tks = ['is', 'the', 'time', 'now', 'TIME', '?', 'or', 'is',
'it', 'like', 'TIME', '?', '?']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_time_2(self):
msg = 'new time is 2:42:09 PM!!'
tks = ['new', 'time', 'is', 'TIME', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_phonenumber_1(self):
msg = ('my number is 18002432242 and 241.413.5584 also 1-242-156-6724'
' and (958)555-4875 or (999) 415 5542 is 422-5555 a 131-121-1441')
tks = ['my', 'number', 'is', 'PHONENUMBER', 'and', 'PHONENUMBER',
'also', 'PHONENUMBER', 'and', 'PHONENUMBER', 'or', 'PHONENUMBER',
'is', 'PHONENUMBER', 'a', 'PHONENUMBER']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_phonenumber_2(self):
msg = 'numbers with extension: (201)-340-4915 x112 or 1 800.341.1311x99'
tks = ['numbers', 'with', 'extension', ':', 'PHONENUMBER', 'or', 'PHONENUMBER']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_1(self):
self.tokenizer.ignorequotes = True
msg = 'this is just a tweet with "someone said something funny" lol'
tks = ['this', 'is', 'just', 'a', 'tweet', 'with', 'lol']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_2(self):
self.tokenizer.ignorequotes = False
msg = 'this is just a tweet with "someone said something funny" lol'
tks = ['this', 'is', 'just', 'a', 'tweet', 'with', '"', 'someone',
'said', 'something', 'funny', '"', 'lol']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_3(self):
self.tokenizer.ignorequotes = True
msg = 'some stuff but he said “yea i know its crazy”other stuff...!!! '
tks = ['some', 'stuff', 'but', 'he', 'said', 'other', 'stuff', '...', '!', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_4(self):
self.tokenizer.ignorequotes = True
msg = 'some stuff but he said “yea i know its crazy”other stuff...!!! '
tks = ['some', 'stuff', 'but', 'he', 'said', 'other', 'stuff', '...', '!', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_5(self):
self.tokenizer.ignorequotes = False
msg = 'heyy buddyyyyy boy \'do you the lady\'s kitty like that??\''
tks = ['heyy', 'buddyyy', 'boy', "'", 'do', 'you', 'the',
"lady's", 'kitty', 'like', 'that', '?', '?', "'"]
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_hashtags_1(self):
msg = 'omg i love#dog#cat#food#other#things#so#f*****g#much!!!11LOLOLOL'
tks = ['omg', 'i', 'love', '#dog', '#cat', '#food', '#other',
'#things', '#so', '#f*****g', '#much', '!', '!', '!', '11LOLOLOL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_hashtags_2(self):
self.tokenizer.hashtags = 'HASHTAG'
msg = 'omg i love#dog#cat#food#other#things#so#f*****g#much!!!11LOLOLOL'
tks = ['omg', 'i', 'love', 'HASHTAG', 'HASHTAG', 'HASHTAG',
'HASHTAG', 'HASHTAG', 'HASHTAG', 'HASHTAG', 'HASHTAG', '!', '!', '!', '11LOLOLOL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoticons_1(self):
msg = 'heyyyyyy:):):(>.<<v.vwhats up man LOL T.T tomcat.tomcat :$;).!!!'
tks = ['heyyy', ':)', ':)', ':(', '>.<', '<', 'v.v', 'whats',
'up', 'man', 'LOL', 'T.T', 'tomcat', '.', 'tomcat', ':$',
';)', '.', '!', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_removefeatures_1(self):
self.tokenizer.usernames = "" # dont' want any usernames to show
msg = ('hey @arnold @nickelodeon #90s#ilove90s#allthat#amandashow'
'@rocko http://en.wikipedia.org/wiki/The_Angry_Beavers ^.^>>><<<^.^')
tks = ['hey', '#90s', '#ilove90s', '#allthat', '#amandashow',
'URL', '^.^', '>', '>', '>', '<', '<', '<', '^.^']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_removefeatures_2(self):
self.tokenizer.usernames = "" # dont' want atest_tweetokenizeny usernames to show
self.tokenizer.hashtags = "" # or hashtags
msg = ('hey @arnold @nickelodeon #90s#ilove90s#allthat#amandashow'
'@rocko http://en.wikipedia.org/wiki/The_Angry_Beavers ^.^>>><<<^.^')
tks = ['hey', 'URL', '^.^', '>', '>', '>', '<', '<', '<', '^.^']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_removefeatures_3(self):
self.tokenizer.usernames = False # keep usernames
self.tokenizer.urls = "" # URLs should be removed
self.tokenizer.hashtags = "$$$" # hashtags should be $$$
msg = ('hey @arnold @nickelodeon #90s#ilove90s#allthat#amandashow'
'@rocko http://en.wikipedia.org/wiki/The_Angry_Beavers ^.^>>><<<^.^')
tks = ['hey', '@arnold', '@nickelodeon', '$$$', '$$$', '$$$',
'$$$', '@rocko', '^.^', '>', '>', '>', '<', '<', '<', '^.^']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoji_1(self):
msg = ('hey mate!:):3.....@and🇨🇳ONE+ BRO#love😘😵💚💛💜💙 '
'💋😂😂LOLLLL.')
tks = ['hey', 'mate', '!', ':)', ':3', '...',
'USERNAME', '\U0001f1e8\U0001f1f3', 'ONE', '+', 'BRO', '#love',
'\U0001f618', '\U0001f635', '\U0001f49a', '\U0001f49b',
'\U0001f49c', '\U0001f499', '\U0001f48b', '\U0001f602',
'\U0001f602', 'LOLLL', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoji_2(self):
msg = ('hey mate!:):3.....@andONE+🇬🇧 BRO#love😘😵💚💛💜💙 '
'💋😂😂LOLLLL.')
tks = ['hey', 'mate', '!', ':)', ':3', '...',
'USERNAME', '+', '\U0001f1ec\U0001f1e7', 'BRO', '#love', '😘',
'😵', '\U0001f49a', '\U0001f49b', '\U0001f49c',
'\U0001f499', '💋', '\U0001f602', '\U0001f602',
'LOLLL', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def _test_emoji_3(self):
msg = ('🚀=)</3O_O:$D:<:-@\xf0\x9f\x98\xb7🔥💩💅 outdated:💽 ancient:💾 '
'#getwiththecloud:💻 and it looks like 💭')
tks = ['\U0001f680', '=)', '</3', 'O_O', ':$', 'D:<', ':-@',
'\U0001f637', '\U0001f525', '\U0001f4a9', '\U0001f485',
'outdated', ':', '\U0001f4bd', 'ancient', ':',
'\U0001f4be', '#getwiththecloud',
':', '\U0001f4bb', 'and', 'it', 'looks', 'like', '\U0001f4ad']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_accent_1(self):
msg = 'hola! cómo estás?'
tks = ['hola', '!', 'cómo', 'estás', '?']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_accent_2(self):
self.tokenizer.ignoreaccents = True
msg = 'hola! cómo estás? ANDRÉS'
tks = ['hola', '!', 'como', 'estas', '?', 'ANDRES']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def _test_email_1(self):
self.tokenizer.mail = 'MAIL'
msg = 'write me to [email protected]'
tks = ['write', 'me', 'to', 'MAIL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_split_hashtag_1(self):
self.tokenizer.splithashtag = True
self.tokenizer.lowercase = False
msg = 'hola! #EstoEsUnSaludo'
tks = ['hola', '!', '#', 'EstoEsUnSaludo']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_error_1(self):
msg = []
with self.assertRaises(TypeError):
self.tokenizer.tokenize(msg)
def test_error_2(self):
msg = lambda x: x
with self.assertRaises(TypeError):
self.tokenizer.tokenize(msg)
def test_actual_tweets_1(self):
"""Number as part of name"""
msg = '@LoganTillman not 2pac and floyd mayweather'
tks = ['USERNAME', 'not', '2pac', 'and', 'floyd', 'mayweather']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_actual_tweets_2(self):
"""Colon no space in hashtag"""
msg = '#MentionSomeoneYoureGladYouMet: @LarryWorld_Wide of course.'
tks = ['#MentionSomeoneYoureGladYouMet', ':', 'USERNAME', 'of', 'course', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_stopwords_1(self):
self.tokenizer.ignorestopwords = True
msg = 'i like myself and my so not much and our something he:)'
tks = ['like', 'much', 'something', ':)']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def setUp(self):
self.tokenizer = Tokenizer(lowercase=True)
class TokenizeTests(unittest.TestCase):
def setUp(self):
self.tokenizer = Tokenizer(lowercase=True)
def test_general_1(self):
self.tokenizer.normalize = 2
msg = ('omg wow < & > >.< >.< :):)'
'i CANT believe thatttt haha lol!!1')
tks = ['omg', 'wow', '<', '&', '>', '>.<', '>.<', ':)', ':)',
'i', 'CANT', 'believe', 'thatt', 'haha', 'lol', '!', '!', '1']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_general_2(self):
msg = "i'm wanting to jump up and down but wouldn't if i couldn't.."
tks = ["i'm", 'wanting', 'to', 'jump', 'up', 'and', 'down',
'but', "wouldn't", 'if', 'i', "couldn't", '...']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_urls_1(self):
msg = ("hey bro chec'k out http://shitstorm.com its f*****g sick")
tks = ['hey', 'bro', "chec'k", 'out', 'URL', 'its', 'f*****g', 'sick']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_urls_2(self):
msg = ('also see this crazy stuff https://shitstorm.com')
tks = ['also', 'see', 'this', 'crazy', 'stuff', 'URL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_urls_3(self):
msg = 'hiiiii rayj.com/ihititfirst and other google.com http://hobo.net'
tks = ['hiii', 'URL', 'and', 'other', 'URL', 'URL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_usernames_1(self):
msg = ('@justinbeiber yo man!! ! i love you in a totally '
'straight way <3:p:D')
tks = ['USERNAME', 'yo', 'man', '!', '!', '!',
'i', 'love', 'you', 'in', 'a', 'totally', 'straight', 'way',
'<3', ':p', ':D']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_usernames_2(self):
msg = '@heyheymango: what did you SAYYY??? or did you just.. NotHING?'
tks = ['USERNAME', ':', 'what', 'did', 'you', 'SAYYY', '?',
'?', '?', 'or', 'did', 'you', 'just', '...', 'nothing', '?']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_numbers_1(self):
self.tokenizer.numbers = None
msg = ('i have this much money -2.42 in my bank acct.,friend! but you '
'have mucho +88e44 and its about 1000% more than $400.')
tks = ['i', 'have', 'this', 'much', 'money', '-2.42', 'in',
'my', 'bank', 'acct', '.', ',', 'friend', '!', 'but', 'you',
'have', 'mucho', '+88e44', 'and', 'its', 'about', '1000%',
'more', 'than', '$400', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_numbers_2(self):
msg = ('i have this much money -2.42 in my bank acct.,friend! but you '
'have mucho +88e44 and its about 1000% more than $400.')
tks = ['i', 'have', 'this', 'much', 'money', 'NUMBER', 'in',
'my', 'bank', 'acct', '.', ',', 'friend', '!', 'but', 'you',
'have', 'mucho', 'NUMBER', 'and', 'its', 'about', 'NUMBER',
'more', 'than', 'NUMBER', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_numbers_3(self):
self.tokenizer.lowercase = False # keep cases the same everywhere
msg = ('I JUST want To Test FRACTIONZZZ 22432.41414/ 55894385e-341 also'
' lowercase etc.etc.etc. hope that last part doesn\'t parse as a url '
'i would be kinda sad PANda!zsss..... .. . .... 4/5 5.1/4.0e0 3.14 -2')
tks = ['I', 'JUST', 'want', 'To', 'Test', 'FRACTIONZZZ',
'NUMBER', 'also', 'lowercase', 'etc', '.', 'etc', '.', 'etc',
'.', 'hope', 'that', 'last', 'part', "doesn't", 'parse', 'as',
'a', 'url', 'i', 'would', 'be', 'kinda', 'sad', 'PANda', '!',
'zsss', '...', '...', '.', '...', 'NUMBER', 'NUMBER', 'NUMBER',
'NUMBER']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_time_1(self):
msg = 'is the time now 12:14pm? or is it like 2:42AM??'
tks = ['is', 'the', 'time', 'now', 'TIME', '?', 'or', 'is',
'it', 'like', 'TIME', '?', '?']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_time_2(self):
msg = 'new time is 2:42:09 PM!!'
tks = ['new', 'time', 'is', 'TIME', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_phonenumber_1(self):
msg = ('my number is 18002432242 and 241.413.5584 also 1-242-156-6724'
' and (958)555-4875 or (999) 415 5542 is 422-5555 a 131-121-1441')
tks = ['my', 'number', 'is', 'PHONENUMBER', 'and', 'PHONENUMBER',
'also', 'PHONENUMBER', 'and', 'PHONENUMBER', 'or', 'PHONENUMBER',
'is', 'PHONENUMBER', 'a', 'PHONENUMBER']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_phonenumber_2(self):
msg = 'numbers with extension: (201)-340-4915 x112 or 1 800.341.1311x99'
tks = ['numbers', 'with', 'extension', ':', 'PHONENUMBER', 'or',
'PHONENUMBER']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_1(self):
self.tokenizer.ignorequotes = True
msg = 'this is just a tweet with "someone said something funny" lol'
tks = ['this', 'is', 'just', 'a', 'tweet', 'with', 'lol']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_2(self):
self.tokenizer.ignorequotes = False
msg = 'this is just a tweet with "someone said something funny" lol'
tks = ['this', 'is', 'just', 'a', 'tweet', 'with', '"', 'someone',
'said', 'something', 'funny', '"', 'lol']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_3(self):
self.tokenizer.ignorequotes = True
msg = ('some stuff but he said “yea i know its crazy”other '
'stuff...!!! ')
tks = ['some', 'stuff', 'but', 'he', 'said', 'other', 'stuff',
'...', '!', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_4(self):
self.tokenizer.ignorequotes = True
msg = ('some stuff but he said “yea i know its crazy”other '
'stuff...!!! ')
tks = ['some', 'stuff', 'but', 'he', 'said', 'other', 'stuff',
'...', '!', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_quotes_5(self):
self.tokenizer.ignorequotes = False
msg = 'heyy buddyyyyy boy \'do you the lady\'s kitty like that??\''
tks = ['heyy', 'buddyyy', 'boy', "'", 'do', 'you', 'the',
"lady's", 'kitty', 'like', 'that', '?', '?', "'"]
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_hashtags_1(self):
msg = 'omg i love#dog#cat#food#other#things#so#f*****g#much!!!11LOLOLOL'
tks = ['omg', 'i', 'love', '#dog', '#cat', '#food', '#other',
'#things', '#so', '#f*****g', '#much', '!', '!', '!', '11LOLOLOL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_hashtags_2(self):
self.tokenizer.hashtags = 'HASHTAG'
msg = 'omg i love#dog#cat#food#other#things#so#f*****g#much!!!11LOLOLOL'
tks = ['omg', 'i', 'love', 'HASHTAG', 'HASHTAG', 'HASHTAG',
'HASHTAG', 'HASHTAG', 'HASHTAG', 'HASHTAG', 'HASHTAG', '!', '!', '!',
'11LOLOLOL']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoticons_1(self):
msg = 'heyyyyyy:):):(>.<<v.vwhats up man LOL T.T tomcat.tomcat :$;).!!!'
tks = ['heyyy', ':)', ':)', ':(', '>.<', '<', 'v.v', 'whats',
'up', 'man', 'LOL', 'T.T', 'tomcat', '.', 'tomcat', ':$',
';)', '.', '!', '!', '!']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_removefeatures_1(self):
self.tokenizer.usernames = "" # dont' want any usernames to show
msg = ('hey @arnold @nickelodeon #90s#ilove90s#allthat#amandashow'
'@rocko http://en.wikipedia.org/wiki/The_Angry_Beavers ^.^>>><<<^.^')
tks = ['hey', '#90s', '#ilove90s', '#allthat', '#amandashow',
'URL', '^.^', '>', '>', '>', '<', '<', '<', '^.^']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_removefeatures_2(self):
self.tokenizer.usernames = "" # dont' want any usernames to show
self.tokenizer.hashtags = "" # or hashtags
msg = ('hey @arnold @nickelodeon #90s#ilove90s#allthat#amandashow'
'@rocko http://en.wikipedia.org/wiki/The_Angry_Beavers ^.^>>><<<^.^')
tks = ['hey', 'URL', '^.^', '>', '>', '>', '<', '<', '<',
'^.^']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_removefeatures_3(self):
self.tokenizer.usernames = False # keep usernames
self.tokenizer.urls = "" # URLs should be removed
self.tokenizer.hashtags = "$$$" # hashtags should be $$$
msg = ('hey @arnold @nickelodeon #90s#ilove90s#allthat#amandashow'
'@rocko http://en.wikipedia.org/wiki/The_Angry_Beavers ^.^>>><<<^.^')
tks = ['hey', '@arnold', '@nickelodeon', '$$$', '$$$', '$$$',
'$$$', '@rocko', '^.^', '>', '>', '>', '<', '<', '<', '^.^']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoji_1(self):
msg = ('hey mate!:):3.....@and🇨🇳ONE+ BRO#love😘😵💚💛💜💙 '
'💋😂😂LOLLLL.')
tks = ['hey', 'mate', '!', ':)', ':3', '...',
'USERNAME', '\U0001f1e8\U0001f1f3', 'ONE', '+', 'BRO', '#love',
'\U0001f618', '\U0001f635', '\U0001f49a', '\U0001f49b',
'\U0001f49c', '\U0001f499', '\U0001f48b', '\U0001f602',
'\U0001f602', 'LOLLL', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoji_2(self):
msg = ('hey mate!:):3.....@andONE+🇬🇧 BRO#love😘😵💚💛💜💙 '
'💋😂😂LOLLLL.')
tks = ['hey', 'mate', '!', ':)', ':3', '...',
'USERNAME', '+', '\U0001f1ec\U0001f1e7', 'BRO', '#love', '😘',
'😵', '\U0001f49a', '\U0001f49b', '\U0001f49c',
'\U0001f499', '💋', '\U0001f602', '\U0001f602',
'LOLLL', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_emoji_3(self):
msg = ('🚀=)</3O_O:$D:<:-@\xf0\x9f\x98\xb7🔥💩💅 outdated:💽 ancient:💾 '
'#getwiththecloud:💻 and it looks like 💭')
tks = ['\U0001f680', '=)', '</3', 'O_O', ':$', 'D:<', ':-@',
'\U0001f637', '\U0001f525', '\U0001f4a9', '\U0001f485',
'outdated', ':', '\U0001f4bd', 'ancient', ':',
'\U0001f4be', '#getwiththecloud',
':', '\U0001f4bb', 'and', 'it', 'looks', 'like', '\U0001f4ad']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_error_1(self):
msg = []
with self.assertRaises(TypeError):
self.tokenizer.tokenize(msg)
def test_error_2(self):
msg = lambda x: x
with self.assertRaises(TypeError):
self.tokenizer.tokenize(msg)
def test_actual_tweets_1(self):
"Number as part of name"
msg = '@LoganTillman not 2pac and floyd mayweather'
tks = ['USERNAME', 'not', '2pac', 'and', 'floyd', 'mayweather']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_actual_tweets_2(self):
"Colon no space in hashtag"
msg = '#MentionSomeoneYoureGladYouMet: @LarryWorld_Wide of course.'
tks = ['#MentionSomeoneYoureGladYouMet', ':', 'USERNAME', 'of',
'course', '.']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def test_stopwords_1(self):
self.tokenizer.ignorestopwords = True
msg = 'i like myself and my so not much and our something he:)'
tks = ['like', 'much', 'something', ':)']
self.assertEqual(self.tokenizer.tokenize(msg), tks)
def __init__(self):
self.socling = SocioLinguistic()
self.features_list = []
self.features = {}
self.gettokens = Tokenizer()
from collections import Counter, defaultdict
import csv
from ipdb import set_trace
import numpy as np
import os
import re
import sys
import twokenize
from tweetokenize import Tokenizer
from yandex_translate import YandexTranslate, YandexTranslateException
# emoticon regex taken from Christopher Potts' script at http://sentiment.christopherpotts.net/tokenizing.html
emoticon_regex = r"""(?:[<>]?[:;=8][\-o\*\']?[\)\]\(\[dDpP/\:\}\{@\|\\]|[\)\]\(\[dDpP/\:\}\{@\|\\][\-o\*\']?[:;=8][<>]?)"""
twk = Tokenizer(ignorequotes=False, usernames=False, urls=False)
def count_emoticon_polarity(message):
"""
returns the number of positive, neutral and negative emoticons in message
"""
emoticon_list = re.findall(emoticon_regex, message)
polarity_list = []
for emoticon in emoticon_list:
if emoticon in ['8:', '::', 'p:']:
continue # these are false positives: '8:48', 'http:', etc
polarity = emoticon_polarity(emoticon)
polarity_list.append(polarity)
emoticons = Counter(polarity_list)
pos = emoticons[1]
neu = emoticons[0]