def anime(username=None, **kwargs):
if username == None:
username = input("Username> ")
USER = Users.find_user_object(username)
anime_name = input("Anime> ")
if anime_name.lower() in ['quit', 'q', 'quit()']:
return
try:
anime = searcher.find_by_id(int(anime_name))
except:
anime_name = searcher.search_by_name(anime_name)[0][0]
anime = searcher.find_by_name(anime_name)
# print(anime_name, anime)
rec_scores = processor.MAL_native_recommendation(
username, raw=True, skip_watched=False)[anime['mal_id']]
if len(rec_scores) == 0:
avg_score = 1
else:
avg_score = sum(rec_scores) / len(rec_scores)
entry = processor.score(anime, USER, avg_score)
return pretty(anime, USER, entry)
def recommendations():
# Check if an ID was provided as part of the URL.
# If ID is provided, assign it to a variable.
# If no ID is provided, display an error in the browser.
if 'name' in request.args:
name = request.args['name']
else:
return "Error: No name field provided. Please specify an name."
# print(kwargs)
kwargs = {}
for key in request.args:
if key != 'name':
kwargs[key] = request.args[key]
s_time = time.time()
kwargs = convert(kwargs)
recs = processor.enhanced_recommendations(name, kwargs)[:10]
print("Done")
USER = Users.find_user_object(name)
data = "".join(
[pretty_html(searcher.find_by_id(x[0]), USER, x[1]) for x in recs])
USER.dump()
time_stamp = round(time.time() - s_time, 1)
return render_template('recommendation.html',
name=name,
parameters=kwargs,
time=time_stamp,
recommendation_anime=data)
def add_key(entry):
mal_id, scores = entry
anime = searcher.find_by_id(mal_id)
# print(anime)
if anime == None:
anime = add_new_anime(mal_id)
if anime == None:
print("INVALID ID: {}".format(mal_id))
return (mal_id, (0, ))
refresh_animes.append(anime)
if has_prequel(anime) and not USER.watch_prequel(anime):
return (mal_id, (0, ))
if searcher.resolve_kwargs(anime, kwargs):
genres = [x['name'] for x in anime['genre']]
avg_multiplier = sum(scores) / len(scores)
if avg_multiplier != 1:
avg_multiplier *= (1 / USER.average_difference)
my_score = score(anime, USER, avg_multiplier)
# print(avg_multiplier, anime['score'], USER.genre_rating(genres), USER.studio_rating(anime), ENHANCED_RECOMMENDATIONS[key][0])
return (mal_id, my_score)
# print(avg_multiplier, anime['score'], USER.genre_rating(genres), USER.studio_rating(anime), ENHANCED_RECOMMENDATIONS[key][0])
return (mal_id, (0, ))
def generate(self):
json_data = {}
json_data['raw_genres'] = defaultdict(list)
json_data['normalized_genres'] = defaultdict(list)
json_data['normalized_studio'] = defaultdict(list)
json_data['normalized_staff'] = defaultdict(list)
for anime in self.user_data:
score = anime['score']
if score == 0:
continue
status = anime['status']
mal_id = anime['anime_id']
# print(type(mal_id))
anime = find_by_id(mal_id)
if anime == None:
print(mal_id)
continue
# print(anime)
for genre in anime['genre']:
json_data['raw_genres'][genre['name']].append(score)
json_data['normalized_genres'][genre['name']].append(
round(score / anime['score'], 2))
# input()
self.json_data = json_data
return self
def confirm_valid(self):
refresh_animes = []
for anime in self.user_data:
if find_by_id(anime['anime_id']) == None:
refresh_animes.append(Scrape(anime['anime_id']))
refresh_animes = [x for x in refresh_animes if x != None]
if len(refresh_animes) != 0:
searcher.refresh(refresh_animes)
def rec_html(username="******", count=10, **kwargs):
USER = Users.find_user_object(username)
htmls = []
recommendations = processor.enhanced_recommendations(username,
kwargs)[:count]
for entry in recommendations:
anime = searcher.find_by_id(entry[0])
htmls.append(pretty_html(anime, USER, entry[1]))
USER.dump()
return htmls
def __init__(self, username):
self.username = username
self.file_name = "Users/{}.json".format(username)
self.user_data = user_scrape(self.username)
self.IDs = [x['anime_id'] for x in self.user_data]
self.complete_IDs = [
x['anime_id'] for x in self.user_data
if str(x['status']) in ['1', '2']
]
self.average_difference = [
x['score'] / find_by_id(x['anime_id'])['score']
for x in self.user_data if x != None
and find_by_id(x['anime_id']) != None and x['score'] != 0
]
self.average_difference = sum(self.average_difference) / len(
self.average_difference)
print(round(self.average_difference, 2))
self.recommendations = None
self.confirm_valid()
def rec(username="******", count=10, **kwargs):
USER = Users.find_user_object(username)
print(
"---------------------------------------------------------------------------"
)
recommendations = processor.enhanced_recommendations(username,
kwargs)[:count]
for entry in recommendations:
anime = searcher.find_by_id(entry[0])
print(pretty(anime, USER, entry[1]))
print(
"---------------------------------------------------------------------------"
)
USER.dump()
def MAL_native_recommendation(username='******',
raw=False,
skip_watched=True):
refresh_animes = []
USER = Users.find_user_object(username)
if USER.recommendations != None:
return USER.recommendations
USER_DATA = USER.user_data
RECOMMENDATIONS = defaultdict(list)
IDs = Users.find_user_object(username).complete_IDs
for user_anime in USER_DATA:
if user_anime['status'] != 2:
continue
# print(user_anime)
mal_id = user_anime['anime_id']
user_score = user_anime['score']
# Confirming we got the Anime
anime = searcher.find_by_id(mal_id)
if anime == None:
anime = add_new_anime(mal_id)
if anime == None:
print("INVALID ID")
continue
# Queue this to add to database
refresh_animes.append(anime)
score_diff = round(
user_score / anime['score'] / USER.average_difference, 2)
for rec in anime.get(
'user_recommendations',
[]) if anime.get('user_recommendations', []) != None else []:
if rec['mal_id'] in IDs and skip_watched:
continue
RECOMMENDATIONS[rec['mal_id']] += [score_diff] * int(
rec['count']) + ([1] * (1 + int(int(rec['count']) / 4)))
# for key in list(RECOMMENDATIONS.keys()):
# RECOMMENDATIONS[key] = sum(RECOMMENDATIONS[key]) / len(RECOMMENDATIONS[key]) * (1 + (len(RECOMMENDATIONS[key]) / 500))
USER.recommendations = RECOMMENDATIONS
if len(refresh_animes) != 0:
searcher.refresh(refresh_animes)
if raw:
return RECOMMENDATIONS
return sorted(RECOMMENDATIONS.items(),
key=lambda x: sum(x[1]) / len(x[1]),
reverse=True)
def calculate_combos(self):
combos = set()
for anime in self.user_data:
score = anime['score']
if score == 0:
continue
status = anime['status']
mal_id = anime['anime_id']
# print(mal_id)
anime = find_by_id(mal_id)
if anime == None:
continue
# GENRES
genres = [x['name'] for x in anime['genre'] if x != None]
for genre_group in [
combo for x in range(1,
len(genres) + 1)
for combo in itertools.combinations(genres, x)
]:
str_genre_group = str("|".join(sorted(genre_group)))
self.json_data['normalized_genres'][
str_genre_group] = self.json_data['normalized_genres'].get(
str_genre_group,
[]) + [round(score / anime['score'], 2)]
# STUDIO
studios = [x['name'] for x in anime['studio']]
licensors = [x['name'] for x in anime['licensor']]
producers = [x['name'] for x in anime['producer']]
All = studios + licensors + producers
for studio in All:
self.json_data['normalized_studio'][
studio] = self.json_data['normalized_studio'].get(
studio, []) + [round(score / anime['score'], 2)]
# STAFF
staff = [x['name'] for x in anime.get('staff', [])]
for s in staff:
self.json_data['normalized_staff'][
s] = self.json_data['normalized_staff'].get(
s, []) + [round(score / anime['score'], 2)]
def raw():
# Check if an ID was provided as part of the URL.
# If ID is provided, assign it to a variable.
# If no ID is provided, display an error in the browser.
if 'name' in request.args:
name = request.args['name']
else:
return "Error: No name field provided. Please specify an name."
# print(kwargs)
kwargs = {}
for key in request.args:
if key != 'name':
kwargs[key] = request.args[key]
kwargs = convert(kwargs)
recs = processor.enhanced_recommendations(name, kwargs)[:10]
USER = Users.find_user_object(name)
USER.dump()
return jsonify(
[json_output(searcher.find_by_id(x[0]), USER, x[1]) for x in recs])
def add_new_anime(ID):
if searcher.find_by_id(ID) != None:
print("Already have {} in the system!".format(ID))
return None
anime = AnimeScraper.Scrape(ID)
return anime