def get_avg_polarity(message):
threshold = 0.3
sn = Senticnet()
count = 0
summ = 0
for word_options in get_words_bag(message):
polarity = 0
for word in word_options:
try:
concept = sn.concept(word)
polarity = concept['polarity']
break
except urllib2.HTTPError:
pass #Do next
if abs(polarity) > threshold:
summ += polarity
count += 1
return summ / count if count > 0 else 0
def get_avg_polarity(message):
threshold = 0.3
sn = Senticnet()
count = 0
summ = 0
for word_options in get_words_bag(message):
polarity = 0
for word in word_options:
try:
concept = sn.concept(word)
polarity = concept['polarity']
break
except urllib2.HTTPError:
pass #Do next
if abs(polarity) > threshold:
summ += polarity
count += 1
return summ / count if count > 0 else 0
def getInfo(self, concept):
try:
sn = Senticnet()
concept_info = sn.concept(concept)
polarity_value = sn.polarity_value(concept)
polarity_intense = sn.polarity_intense(concept)
moodtags = sn.moodtags(concept)
semantics = sn.semantics(concept)
sentics = sn.sentics(concept)
"""print(concept)
print("concept_info: {}".format(concept_info))
print("polarity_value: {}".format(polarity_value))
print("polarity_intense: {}".format(polarity_intense))
print("moodtags: {}".format(moodtags))
print("semantics: {}".format(semantics))
print("sentics: {}".format(sentics))
print("\n\n")"""
return "{} - {}".format(polarity_value, polarity_intense)
except:
return "NOT POSSIBLE"
__author__ = 'cloudera'
from senticnet.senticnet import Senticnet
from textblob import TextBlob
sentence = "One of the very first Apple 1 computers, worth about 500,000, goes on sale later this month at Christie's auction house, the latest vintage tech sale."
sn = Senticnet()
concept_info = sn.concept('love')
print 'sn.concept(love) = ', concept_info
polarity = sn.polarity('love')
print 'polarity(love) = ', polarity
semantics = sn.semantics('love')
print 'semantics = ', semantics
sentics = sn.sentics('love')
print 'sentics = ', sentics
sentenceBlob = TextBlob(sentence)
print sentenceBlob.parse()
print sentenceBlob.sentiment
sentenceConcept = sn.concept(sentence)
print sentenceConcept
for concept in concepts:
concept = concept.replace('[', '')
concept = concept.replace('u\'', '')
concept = concept.replace('_', ' ')
concept = concept.replace('...', '')
concept = concept.replace(']', '')
concept = concept.replace('\'', '')
concept = concept.split(',')
print('internal loop')
for item in concept:
print('item:')
print(item)
item = str(item)
#item='love'
try:
concept_info = sn.concept(item)
polarity_value = sn.polarity_value(item)
polarity_intense = sn.polarity_intense(item)
print(polarity_value)
moodtags = sn.moodtags(item)
semantics = sn.semantics(item)
sentics = sn.sentics(item)
polarity_intense_result.append(polarity_intense)
polarity_value_result.append(polarity_value)
concept_info_result.append(concept_info)
except:
print('Concept not in senticnet')
print(polarity_value_result)