def get_twitter_topics(self):
"""
Loads Tweepy api, get users' friends and info and resets profile ratings
"""
id2word = {v: k for k, v in list_dict.token2id.items()}
self.update("twitter_topics", {topics.index(t): 0 for t in topics})
self.update("explicit_topics", {topics.index(t): 0 for t in topics})
my_votes = Counter()
api = self.init_auth()
self.get_twitter_info(api)
for member in self.get_twitter_list(api):
try:
all_topics = sorted(corp_50[expert_map_50[member]], key=operator.itemgetter(1), reverse=True)
t = 5
for k, v in all_topics:
for topic in topics:
if id2word[k].startswith(topic):
my_votes.update({topics.index(topic): t})
t -= 1
continue
if t < 0:
break
except KeyError:
try:
all_topics = sorted(corp_10[expert_map_10[member]], key=operator.itemgetter(1), reverse=True)
t = 5
for k, v in all_topics:
for topic in topics:
if id2word[k].startswith(topic):
my_votes.update({topics.index(topic): t})
t -= 1
continue
if t < 0:
break
except KeyError:
continue
range1 = float(max(my_votes.values()) - min(my_votes.values()))
normalised_votes = {}
for k, v in my_votes.items():
a = 100.0 * (float(v) - float(min(my_votes.values()))) / float(range1)
normalised_votes[k] = round(a)
self.update("twitter_topics", normalised_votes)
self.update("explicit_topics", normalised_votes)
def user_registered_callback(sender, user, request, **kwargs):
"""
:param user: user_auth model object
Callback to create profile when creating a user auth object
"""
profile = UserProfileRec(user=user)
"""
initialise profile ratings
"""
profile_topics = {"twitter_topics": {topics.index(t): 0 for t in topics},
"explicit_topics": {topics.index(t): 0 for t in topics},
"clicked_topics": Counter({topics.index(t): 0 for t in topics}),
"shown_topics": Counter({topics.index(t): 0 for t in topics})}
profile.profile_topics = base64.b64encode(pickle.dumps(profile_topics))
profile.save()