Files
gander/web_server/utils/recommendation_utils.py

81 lines
2.8 KiB
Python

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