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 """ with Database() as db: data = db.fetchone(""" SELECT category_id FROM user_preferences WHERE user_id = ? ORDER BY favourability DESC LIMIT 1 """, (user_id,)) return data def followed_categories_recommendations(user_id: int): """ Returns top 25 streams given a users category following """ with Database() as db: categories = db.fetchall(""" SELECT users.user_id, title, username, num_viewers, category_name FROM streams WHERE category_id IN (SELECT category_id FROM categories WHERE user_id = ?) ORDER BY num_viewers DESC LIMIT 25; """, (user_id,)) return 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) """ with Database() as db: data = db.fetchall(""" SELECT 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 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) """ with Database() as db: data = db.fetchall(""" SELECT 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 """ with Database() as db: 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