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mirror of https://github.com/gsi-upm/senpy synced 2025-08-24 02:22:20 +00:00
This commit is contained in:
militarpancho
2017-02-28 14:27:18 +01:00
parent 9ea177a780
commit 65b8873092
8 changed files with 35 additions and 89 deletions

View File

@@ -13,24 +13,16 @@ from os import path
from senpy.plugins import SentimentPlugin, SenpyPlugin
from senpy.models import Results, Entry, Sentiment
logger = logging.getLogger(__name__)
class SentiTextPlugin(SentimentPlugin):
def __init__(self, info, *args, **kwargs):
super(SentiTextPlugin, self).__init__(info, *args, **kwargs)
self.id = info['module']
base = path.abspath(path.dirname(__file__))
self.swn_path = path.join(base, info['sentiword_path'])
self.pos_path = path.join(base, info['pos_path'])
self._swn = None
self._pos_tagger = None
def _load_swn(self):
self.swn_path = path.join(path.abspath(path.dirname(__file__)), self.sentiword_path)
swn = SentiWordNet(self.swn_path)
return swn
def _load_pos_tagger(self):
self.pos_path = path.join(path.abspath(path.dirname(__file__)), self.pos_path)
with open(self.pos_path, 'r') as f:
tagger = pickle.load(f)
return tagger
@@ -38,12 +30,6 @@ class SentiTextPlugin(SentimentPlugin):
def activate(self, *args, **kwargs):
self._swn = self._load_swn()
self._pos_tagger = self._load_pos_tagger()
logger.info("SentiText plugin is ready to go!")
def deactivate(self, *args, **kwargs):
logger.info("SentiText plugin is being deactivated...")
def _remove_punctuation(self, tokens):
return [t for t in tokens if t not in string.punctuation]
@@ -80,10 +66,9 @@ class SentiTextPlugin(SentimentPlugin):
return None
def analyse(self, **params):
logger.debug("Analysing with params {}".format(params))
def analyse_entry(self, entry, params):
text = params.get("input", None)
text = entry.get("text", None)
tokens = self._tokenize(text)
tokens = self._pos(tokens)
@@ -95,7 +80,6 @@ class SentiTextPlugin(SentimentPlugin):
if len(lemmas) == 0:
continue
tokens[i]['lemmas'][w[0]] = lemmas
logger.debug("Tokens: {}".format(tokens))
trans = TextBlob(unicode(text)).translate(from_lang='es',to='en')
useful_synsets = {}
@@ -107,7 +91,6 @@ class SentiTextPlugin(SentimentPlugin):
continue
eq_synset = self._compare_synsets(synsets, tokens, s_i)
useful_synsets[s_i][t_w] = eq_synset
logger.debug("Synsets used for analysis: {}".format(useful_synsets))
scores = {}
for i in tokens:
@@ -128,12 +111,10 @@ class SentiTextPlugin(SentimentPlugin):
score['score'] = f_score
scores[i][word] = score
break
logger.debug("All scores (some not used): {}".format(scores))
lang = params.get("language", "auto")
p = params.get("prefix", None)
response = Results()
for i in scores:
n_pos = 0.0
@@ -158,17 +139,11 @@ class SentiTextPlugin(SentimentPlugin):
elif g_score < 0.5:
polarity = 'marl:Negative'
entry = Entry(id="Entry"+str(i),
nif_isString=tokens[i]['sentence'])
opinion = Sentiment(id="Opinion0"+'_'+str(i),
marl__hasPolarity=polarity,
marL__polarityValue=float("{0:.2f}".format(g_score)))
opinion["prov:wasGeneratedBy"] = self.id
entry.sentiments = []
entry.sentiments.append(opinion)
entry.language = lang
response.entries.append(entry)
return response
yield entry

View File

@@ -12,7 +12,11 @@
"default": "es"
}
},
"requirements": {},
"requirements": [
"nltk>=3.0.5",
"scipy>=0.14.0",
"textblob"
],
"sentiword_path": "SentiWordNet_3.0.txt",
"pos_path": "unigram_spanish.pickle"
}