const MeCab = require('mecab-async'); import Post from '../../api/models/post'; import User from '../../api/models/user'; import config from '../../conf'; const mecab = new MeCab(); if (config.analysis.mecab_command) mecab.command = config.analysis.mecab_command; function tokenize(text: string) { const tokens = mecab.parseSync(text) // キーワードのみ .filter(token => token[1] == '名詞' && (token[2] == '固有名詞' || token[2] == '一般')) // 取り出し .map(token => token[0]); return tokens; } // Fetch all users User.find({}, { fields: { _id: true } }).then(users => { let i = -1; const x = cb => { if (++i == users.length) return cb(); extractKeywordsOne(users[i]._id, () => x(cb)); }; x(() => { console.log('complete'); }); }); async function extractKeywordsOne(id, cb) { console.log(`extracting keywords of ${id} ...`); // Fetch recent posts const recentPosts = await Post.find({ user_id: id, text: { $exists: true } }, { sort: { _id: -1 }, limit: 1000, fields: { _id: false, text: true } }); // 投稿が少なかったら中断 if (recentPosts.length < 10) { return cb(); } const keywords = {}; // Extract keywords from recent posts recentPosts.forEach(post => { const keywordsOfPost = tokenize(post.text); keywordsOfPost.forEach(keyword => { if (keywords[keyword]) { keywords[keyword]++; } else { keywords[keyword] = 1; } }); }); // Sort keywords by frequency const keywordsSorted = Object.keys(keywords).sort((a, b) => keywords[b] - keywords[a]); // Lookup top 10 keywords const topKeywords = keywordsSorted.slice(0, 10); process.stdout.write(' >>> ' + topKeywords.join(' ')); // Save User.update({ _id: id }, { $set: { keywords: topKeywords } }).then(() => { cb(); }); }