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const userSchema = new mongoose.Schema({ name: String, email: String, password: String, movieHistory: [{ type: mongoose.Schema.Types.ObjectId, ref: 'Movie' }], ratings: [{ type: mongoose.Schema.Types.ObjectId, ref: 'MovieRating' }] });

// Calculate similarity between users const similarUsers = await User.find().populate('ratings'); const similarities = similarUsers.map((similarUser) => { const similarUserRatings = similarUser.ratings; const similarity = calculateSimilarity(userRatings, similarUserRatings); return { user: similarUser, similarity }; }); watchonlinemovies.com

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

module.exports = recommendMovies; // api.js const express = require('express'); const router = express.Router(); const recommendMovies = require('./recommendation.algorithm'); movieHistory: [{ type: mongoose.Schema.Types.ObjectId

const Movie = mongoose.model('Movie', movieSchema);