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authorsyuilo <syuilotan@yahoo.co.jp>2017-09-07 16:15:40 +0900
committersyuilo <syuilotan@yahoo.co.jp>2017-09-07 16:15:40 +0900
commit9a0a2fdd854ba2a0ca0ce29cbdae4a1a29b2f5ba (patch)
tree02316231a8053e52b9ab600f8130a376abdc7c4e /src/tools/analysis
parent:v: (diff)
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Diffstat (limited to 'src/tools/analysis')
-rw-r--r--src/tools/analysis/extract-user-keywords.ts125
1 files changed, 73 insertions, 52 deletions
diff --git a/src/tools/analysis/extract-user-keywords.ts b/src/tools/analysis/extract-user-keywords.ts
index 5251a0d1d0..38a9073f7b 100644
--- a/src/tools/analysis/extract-user-keywords.ts
+++ b/src/tools/analysis/extract-user-keywords.ts
@@ -1,8 +1,12 @@
+const moji = require('moji');
+
const MeCab = require('./mecab');
import Post from '../../api/models/post';
import User from '../../api/models/user';
import parse from '../../api/common/text';
+process.on('unhandledRejection', console.dir);
+
const stopwords = [
'ー',
@@ -16,7 +20,8 @@ const stopwords = [
'ら', 'たり', 'その他', 'に関する', 'たち', 'ます', 'ん', 'なら', 'に対して', '特に',
'せる', '及び', 'これら', 'とき', 'では', 'にて', 'ほか', 'ながら', 'うち', 'そして',
'とともに', 'ただし', 'かつて', 'それぞれ', 'または', 'お', 'ほど', 'ものの', 'に対する',
- 'ほとんど', 'と共に', 'といった', 'です', 'とも', 'ところ', 'ここ', '感じ', '気持ち',
+ 'ほとんど', 'と共に', 'といった', 'です', 'とも', 'ところ', 'ここ', '感じ', '気持ち',
+ 'あと', '自分',
'about', 'after', 'all', 'also', 'am', 'an', 'and', 'another', 'any', 'are', 'as', 'at', 'be',
'because', 'been', 'before', 'being', 'between', 'both', 'but', 'by', 'came', 'can',
@@ -47,10 +52,16 @@ function tokenize(text: string) {
const tokens = mecab.parseSync(plain)
// 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].toLowerCase())
- // ストップワード
- .filter(word => stopwords.indexOf(word) === -1 && word.length > 1);
+ // 取り出し(&整形(全角を半角にしたり大文字を小文字で統一したり))
+ .map(token => moji(token[0]).convert('ZE', 'HE').convert('HK', 'ZK').toString().toLowerCase())
+ // ストップワードなど
+ .filter(word =>
+ stopwords.indexOf(word) === -1 &&
+ word.length > 1 &&
+ word.indexOf('!') === -1 &&
+ word.indexOf('!') === -1 &&
+ word.indexOf('?') === -1 &&
+ word.indexOf('?') === -1);
return tokens;
}
@@ -65,7 +76,13 @@ User.find({}, {
const x = cb => {
if (++i == users.length) return cb();
- extractKeywordsOne(users[i]._id, () => x(cb));
+ extractKeywordsOne(users[i]._id).then(() => x(cb), err => {
+ console.error(err);
+ setTimeout(() => {
+ i--;
+ x(cb);
+ }, 1000);
+ });
};
x(() => {
@@ -73,61 +90,65 @@ User.find({}, {
});
});
-async function extractKeywordsOne(id, cb) {
- process.stdout.write(`extracting keywords of ${id} ...`);
+function extractKeywordsOne(id) {
+ return new Promise(async (resolve, reject) => {
+ process.stdout.write(`extracting keywords of ${id} ...`);
- // Fetch recent posts
- const recentPosts = await Post.find({
- user_id: id,
- text: {
- $exists: true
- }
- }, {
- sort: {
- _id: -1
- },
- limit: 10000,
- fields: {
- _id: false,
- text: true
- }
- });
+ // Fetch recent posts
+ const recentPosts = await Post.find({
+ user_id: id,
+ text: {
+ $exists: true
+ }
+ }, {
+ sort: {
+ _id: -1
+ },
+ limit: 10000,
+ fields: {
+ _id: false,
+ text: true
+ }
+ });
- // 投稿が少なかったら中断
- if (recentPosts.length < 300) {
- process.stdout.write(' >>> -\n');
- return cb();
- }
+ // 投稿が少なかったら中断
+ if (recentPosts.length < 300) {
+ process.stdout.write(' >>> -\n');
+ return resolve();
+ }
- const keywords = {};
+ const keywords = {};
- // Extract keywords from recent posts
- recentPosts.forEach(post => {
- const keywordsOfPost = tokenize(post.text);
+ // 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;
- }
+ 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]);
+ // 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);
+ // Lookup top 10 keywords
+ const topKeywords = keywordsSorted.slice(0, 10);
- process.stdout.write(' >>> ' + topKeywords.join(', ') + '\n');
+ process.stdout.write(' >>> ' + topKeywords.join(', ') + '\n');
- // Save
- User.update({ _id: id }, {
- $set: {
- keywords: topKeywords
- }
- }).then(() => {
- cb();
+ // Save
+ User.update({ _id: id }, {
+ $set: {
+ keywords: topKeywords
+ }
+ }).then(() => {
+ resolve();
+ }, err => {
+ reject(err);
+ });
});
}