from database.database import Database from typing import Optional, List, Tuple def user_recommendation_category(user_id: int) -> Optional[int]: """ Queries user_preferences database to find users favourite streaming category and returns the category """ db = Database() data = db.fetchone(""" SELECT category_id FROM user_preferences WHERE user_id = ? ORDER BY favourability DESC LIMIT 1 """, (user_id,)) return data #TODO Needs to be reworked to get categories instead of streams of categories (below can be done in another function - get_streams_by_category) def followed_categories_recommendations(user_id : int): """ Returns top 25 streams given a users category following """ db = Database() # TODO: Change this to do what the function says categories = db.fetchall(""" SELECT s.stream_id, s.title, u.username, s.num_viewers, c.category_name FROM streams AS s JOIN users AS u ON u.user_id = s.user_id JOIN categories AS c ON s.category_id = c.category_id JOIN followed_categories AS f ON s.category_id = c.category_id WHERE f.user_id = ? ORDER BY s.num_viewers DESC LIMIT 25; """, (user_id,)) return categories #TODO Needs to be reworked to get categories instead of streams of categories def recommendations_based_on_category(category_id: int) -> Optional[List[Tuple[int, str, int]]]: """ Queries stream database to get top 25 most viewed streams based on given category and returns (user_id, title, username, num_viewers, category_name) """ db = Database() data = db.fetchall(""" SELECT streams.category_id, streams.user_id, streams.title, users.username, streams.num_viewers, categories.category_name FROM streams JOIN users ON users.user_id = streams.user_id JOIN categories ON streams.category_id = categories.category_id WHERE categories.category_id = ? ORDER BY num_viewers DESC LIMIT 25 """, (category_id,)) return data def default_recommendations(): """ Return a list of 25 recommended live streams by number of viewers (user_id, title, username, num_viewers, category_name) """ db = Database() data = db.fetchall(""" SELECT stream_id, users.user_id, title, username, num_viewers, category_name FROM streams JOIN users ON users.user_id = streams.user_id JOIN categories ON streams.category_id = categories.category_id ORDER BY num_viewers DESC LIMIT 25; """) return data def category_recommendations(): """ Returns a list of the top 5 most popular categories """ db = Database() categories = db.fetchall(""" SELECT categories.category_id, categories.category_name FROM streams JOIN categories ON streams.category_id = categories.category_id WHERE streams.isLive = 1 GROUP BY categories.category_name ORDER BY SUM(streams.num_viewers) DESC LIMIT 5; """) return categories