Watchonlinemovies.com File

const movieSchema = new mongoose.Schema({ title: String, genre: String, ratings: [{ type: mongoose.Schema.Types.ObjectId, ref: 'MovieRating' }] });

The movie recommendation system is a feature that suggests movies to users based on their viewing history and preferences. This feature aims to enhance the user experience by providing personalized movie recommendations. watchonlinemovies.com

// Return top 5 recommended movies return recommendedMovies.slice(0, 5); }; const movieSchema = new mongoose

const User = mongoose.model('User', userSchema); ratings: [{ type: mongoose.Schema.Types.ObjectId

const recommendMovies = async (userId) => { const user = await User.findById(userId).populate('movieHistory').populate('ratings'); const userRatings = user.ratings; const userHistory = user.movieHistory;

// Get movies rated by similar users const recommendedMovies = []; similarities.forEach((similarity) => { const similarUser = similarity.user; const movies = similarUser.movieHistory; movies.forEach((movie) => { if (!userHistory.includes(movie)) { recommendedMovies.push(movie); } }); });