def start(self):
location_service = LocationService()
locations = location_service.get_locations_indonesia()
for i, location in enumerate(locations):
hotels = self.hotel_service.get_hotels_by_locationid(
location['location_id'])
for j, hotel in enumerate(hotels):
print("[", self.now, "]", self.count, ")========== ",
hotel['name'])
self.calculate_sentiment_score(hotel)
self.count += 1
# break
break
def start(self):
datenow = datetime.datetime.now()
reviewtranslate_service = ReviewTranslatedService()
hotel_service = HotelService()
review_service = ReviewService()
location_service = LocationService()
# locations = location_service.get_all_locations()
locations = location_service.get_locations_indonesia()
for i, location in enumerate(locations):
hotels = hotel_service.get_hotels_by_locationid(
location['location_id'])
for j, hotel in enumerate(hotels):
reviews = review_service.get_review_by_hotel_locationid(
hotel['location_id'])
for r, review in enumerate(reviews):
text_to_translate = review['text']
try:
isexist_review = reviewtranslate_service.isexist_review_by_hotel_locid(
hotel['location_id'], review['id'])
# print(isexist_review)
if isexist_review.count() == 0:
print(
"[", datetime.datetime.now(), "] Review (",
review['id'],
") on table Translated Review is not exist. Saving Review ..."
)
# gTranslator = Translator()
language_translator = LanguageTranslator()
text_translated = language_translator.translate_yandex(
text_to_translate)
data = {
"hotel": hotel,
"review": review,
"location_id": location['location_id'],
"hotel_id": hotel['location_id'],
"review_id": review['id'],
"text_to_translate": text_to_translate,
"text_translated": text_translated,
"created_at": datenow
}
if text_translated != None:
reviewtranslate_service.create(data)
else:
print(
str("-----> Err : Failed to translate review !"
))
else:
print(
"[", datetime.datetime.now(), "] Review (",
review['id'],
") on table Translated Review is already exist"
)
except Exception as err:
print(str("Err : ", err))
continue
def start(self):
datenow = datetime.now()
sentimentreview_service = SentimentReviewService()
sentiment_analyzer = SentimentAnalyzer()
location_service = LocationService()
hotel_service = HotelService()
reviewtranslated_service = ReviewTranslatedService()
review_service = ReviewService()
language_translator = LanguageTranslator()
locations = location_service.get_locations_indonesia()
for i, location in enumerate(locations):
hotels = hotel_service.get_hotels_by_locationid(
location['location_id'])
for j, hotel in enumerate(hotels):
reviews_translated = reviewtranslated_service.get_review_by_hotel_locid(
hotel['location_id'])
sentimentreviews_on_hotel = sentimentreview_service.get_review_by_hotel_locid(
hotel['location_id'])
print(reviews_translated.count())
if reviews_translated.count() > 0:
print("[", datetime.now(), "] Data translated")
for r, review_translated in enumerate(reviews_translated):
text_to_sentiment = review_translated[
'text_translated']
try:
isexist_review = any(
x['review_id'] ==
review_translated['review_id']
for x in sentimentreviews_on_hotel)
if not isexist_review:
vader = sentiment_analyzer.get_vader(
text_to_sentiment)
wordnet = sentiment_analyzer.get_sentiwordnet(
text_to_sentiment)
subratings = self.map_subratings(
review_translated['review'])
subratings_normalized = self.normalize_subratings(
subratings)
date_publish = dateutil.parser.parse(
review_translated['review']
['published_date'])
data = {
"hotel":
hotel,
"review_translated":
review_translated,
"publish_date":
review_translated['review']
['published_date'],
"month":
date_publish.month,
"year":
date_publish.year,
"location_id":
location['location_id'],
"hotel_id":
hotel['location_id'],
"review_id":
review_translated['review_id'],
"subratings":
subratings,
"subratings_normalized":
subratings_normalized,
"text_review":
review['text'],
"text_to_sentiment":
text_to_sentiment,
"vader_sentiment":
vader,
"wordnet_sentiment":
wordnet,
"wordnet_normalized": (wordnet - (-1)) / 2,
"created_at":
datenow
}
# pprint.pprint(data)
sentimentreview_service.create(data)
else:
print(
"[", datetime.now(), "] Review (",
review_translated['review_id'],
") on table Sentiment Review is already exist"
)
except Exception as err:
print(str("[", datetime.now(), "] Err : ", err))
continue
else:
print("[", datetime.now(), "] No translated data")
reviews = review_service.get_review_by_hotel_locationid(
hotel['location_id'])
for r, review in enumerate(reviews):
try:
isexist_review = any(
x['review_id'] == review['id']
for x in sentimentreviews_on_hotel)
if not isexist_review:
subratings = self.map_subratings(review)
subratings_normalized = self.normalize_subratings(
subratings)
date_publish = dateutil.parser.parse(
review['published_date'])
data = {
"hotel": hotel,
"review": review,
"publish_date": review['published_date'],
"month": date_publish.month,
"year": date_publish.year,
"location_id": location['location_id'],
"hotel_id": hotel['location_id'],
"review_id": review['id'],
"subratings": subratings,
"subratings_normalized":
subratings_normalized,
"text_to_sentiment": "",
"vader_sentiment": {
'neg': 0,
'pos': 0,
'neu': 0,
'compound': 0.5
},
"wordnet_sentiment": 0,
"wordnet_normalized": 0.5,
"created_at": datenow
}
# pprint.pprint(data)
sentimentreview_service.create(data)
else:
print(
"[", datetime.now(), "] Review (",
review['id'],
") on table Sentiment Review is already exist"
)
except Exception as err:
print(str("[", datetime.now(), "] Err : ", err))
continue
