Create a gist now

Instantly share code, notes, and snippets.

What would you like to do?
inverse document frequencies
auth = OAuthHandler(CLIENT_ID, CLIENT_SECRET, CALLBACK)
auth.set_access_token(ACCESS_TOKEN)
api = API(auth)
venue = api.venues(id='4bd47eeb5631c9b69672a230')
stopwords = nltk.corpus.stopwords.words('portuguese')
tokenizer = RegexpTokenizer("[\w’]+", flags=re.UNICODE)
def freq(word, doc):
return doc.count(word)
def word_count(doc):
return len(doc)
def tf(word, doc):
return (freq(word, doc) / float(word_count(doc)))
def num_docs_containing(word, list_of_docs):
count = 0
for document in list_of_docs:
if freq(word, document) > 0:
count += 1
return 1 + count
def idf(word, list_of_docs):
return math.log(len(list_of_docs) /
float(num_docs_containing(word, list_of_docs)))
#Compute the frequency for each term.
vocabulary = []
docs = {}
all_tips = []
for tip in (venue.tips()):
tokens = tokenizer.tokenize(tip.text)
bi_tokens = bigrams(tokens)
tri_tokens = trigrams(tokens)
tokens = [token.lower() for token in tokens if len(token) > 2]
tokens = [token for token in tokens if token not in stopwords]
bi_tokens = [' '.join(token).lower() for token in bi_tokens]
bi_tokens = [token for token in bi_tokens if token not in stopwords]
tri_tokens = [' '.join(token).lower() for token in tri_tokens]
tri_tokens = [token for token in tri_tokens if token not in stopwords]
final_tokens = []
final_tokens.extend(tokens)
final_tokens.extend(bi_tokens)
final_tokens.extend(tri_tokens)
docs[tip.text] = {'freq': {}, 'tf': {}, 'idf': {}}
for token in final_tokens:
#The frequency computed for each tip
docs[tip.text]['freq'][token] = freq(token, final_tokens)
#The term-frequency (Normalized Frequency)
docs[tip.text]['tf'][token] = tf(token, final_tokens)
vocabulary.append(final_tokens)
for doc in docs:
for token in docs[doc]['tf']:
#The Inverse-Document-Frequency
docs[doc]['idf'][token] = idf(token, vocabulary)
print docs

otluiz commented Dec 17, 2016

Olá Marcelo
estou tentando fazer funcionar seu código mas as variáveis ACCESS_TOKEN, CLIENT_ID, CLIENT_SECRET, CALLBACK não são encontradas. Fiz um teste somente declarando CLIENT_ID = ' ', CLIENT_SECRET = ' ', CALLBACK = ' ' e ACCESS_TOKEN = ' '
mas infelizmente não funcionou também
Essa api venues também não é localizada

Como corrigir isso?
Abç

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment