def handle_response(self, data, _response, _session):
for post in self.xread(data):
if post.message:
topics = classifier.classify(post.message, "Environment")
score = topics.get("Environment", 0)
if score > 0:
self.append(post._replace(score=score))
def classify(cls, postid, text, *topics):
"""Classify the given `text` using the quick-and-dirty classifier and
instantiate a new PostTopics instance.
"""
classifications = classify(text, *topics)
# DDB/Decimals are exact; eagerly convert to Decimal with
# appropriate Context to avoid error:
prepared = {topic: CLASSIFY_CONTEXT.create_decimal(score)
for (topic, score) in classifications.iteritems()}
return cls(postid=postid, classifier=cls.QD_CLASSIFIER, **prepared)
