{"id":1342,"date":"2024-11-21T23:34:14","date_gmt":"2024-11-21T14:34:14","guid":{"rendered":"https:\/\/miniqr.com\/?p=1342"},"modified":"2024-11-21T23:34:14","modified_gmt":"2024-11-21T14:34:14","slug":"%e3%82%a6%e3%82%a7%e3%83%96%e3%82%b9%e3%82%af%e3%83%ac%e3%82%a4%e3%83%94%e3%83%b3%e3%82%b0%e3%82%92%e5%a7%8b%e3%82%81%e3%82%8b%e5%89%8d%e3%81%ab%e7%9f%a5%e3%81%a3%e3%81%a6%e3%81%8a%e3%81%8f%e3%81%b9","status":"publish","type":"post","link":"https:\/\/miniqr.com\/?p=1342","title":{"rendered":"\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u59cb\u3081\u308b\u524d\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u57fa\u672c\u3068\u6ce8\u610f\u70b9"},"content":{"rendered":"<p>\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<br 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\/>\n\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u59cb\u3081\u308b\u305f\u3081\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u30c4\u30fc\u30eb\u3068\u77e5\u8b58\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306b\u3001\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u52b9\u679c\u7684\u306b\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u306a\u4e3b\u306a\u30c4\u30fc\u30eb\u3068\u3001\u305d\u306e\u7406\u7531\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3000<\/p>\n<p>Python \u6700\u3082\u4e00\u822c\u7684\u3067\u3001\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001BeautifulSoup\u3001Scrapy\u3001Pandas\u306a\u3069\u306f\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u5f37\u529b\u3067\u3059\u3002<\/p>\n<p>Python\u306f\u5b66\u7fd2\u304c\u6bd4\u8f03\u7684\u5bb9\u6613\u3067\u3042\u308a\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3082\u6d3b\u767a\u306a\u305f\u3081\u3001\u591a\u304f\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3084\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u3092\u53c2\u8003\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>JavaScript \u7279\u306b\u52d5\u7684\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u306b\u5f79\u7acb\u3064\u8a00\u8a9e\u3067\u3059\u3002<\/p>\n<p>Node.js\u74b0\u5883\u4e0b\u3067\u5b9f\u884c\u3055\u308c\u308bPuppeteer\u306f\u3001\u30d8\u30c3\u30c9\u30ec\u30b9\u30d6\u30e9\u30a6\u30b6\u64cd\u4f5c\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3000<\/p>\n<p>BeautifulSoup HTML\u3084XML\u306e\u89e3\u6790\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u7c21\u5358\u306a\u69cb\u6587\u3067\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>Scrapy \u5f37\u529b\u306a\u30a6\u30a7\u30d6\u30af\u30ed\u30fc\u30ea\u30f3\u30b0\u3068\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u5927\u898f\u6a21\u306a\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p>Selenium \u52d5\u7684\u306aWeb\u30da\u30fc\u30b8\u306e\u64cd\u4f5c\u3084\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u30d6\u30e9\u30a6\u30b6\u30c6\u30b9\u30c8\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>JavaScript\u3067\u63cf\u753b\u3055\u308c\u308b\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306e\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306b\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>Puppeteer Google\u304c\u958b\u767a\u3057\u305f\u30d8\u30c3\u30c9\u30ec\u30b9\u30d6\u30e9\u30a6\u30b6\u64cd\u4f5c\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001JavaScript\u304c\u591a\u7528\u3055\u308c\u308b\u30b5\u30a4\u30c8\u304b\u3089\u306e\u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u4fdd\u5b58\u306e\u305f\u3081\u306e\u6280\u8853\u3000<\/p>\n<p>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 MySQL\u3001PostgreSQL\u3001MongoDB\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u3092\u5229\u7528\u3057\u3066\u3001\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5f8c\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n<p>\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f \u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5834\u5408\u306fCSV\u3084JSON\u5f62\u5f0f\u3067\u4fdd\u5b58\u3059\u308b\u3068\u30b7\u30f3\u30d7\u30eb\u3067\u7ba1\u7406\u3057\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n<p>HTTP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30c4\u30fc\u30eb\u3000<\/p>\n<p>Requests (Python) HTTP\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u767a\u884c\u3057\u3066\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u306e\u306b\u6700\u3082\u591a\u304f\u4f7f\u308f\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<p>axios (JavaScript) \u540c\u69d8\u306bHTTP\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u767a\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001Promise\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>\u30a6\u30a7\u30d6\u89e3\u6790\u30c4\u30fc\u30eb\u3000<\/p>\n<p>Chrome DevTools \u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u69cb\u9020\u306e\u7406\u89e3\u3084\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306e\u76e3\u8996\u306b\u975e\u5e38\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>xpath\/CSS\u30bb\u30ec\u30af\u30bf\u30fc HTML\u306e\u7279\u5b9a\u306e\u8981\u7d20\u3092\u9078\u629e\u3059\u308b\u305f\u3081\u306e\u30d1\u30b9\u3092\u4f5c\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u52b9\u7387\u7684\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u6cd5\u7684\u7406\u89e3\u3000<br \/>\n\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u6cd5\u5f8b\u3084\u30b5\u30fc\u30d3\u30b9\u5229\u7528\u898f\u7d04\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u5fc5\u9808\u3067\u3059\u3002<\/p>\n<p>\u591a\u304f\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306b\u95a2\u3059\u308b\u30dd\u30ea\u30b7\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6cd5\u7684\u554f\u984c\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001\u305d\u308c\u3089\u306e\u30dd\u30ea\u30b7\u30fc\u3092\u9075\u5b88\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3084\u6280\u8853\u3092\u9069\u5207\u306b\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u3067\u52b9\u679c\u7684\u306a\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305d\u308c\u305e\u308c\u306e\u30c4\u30fc\u30eb\u306b\u306f\u7279\u5b9a\u306e\u5f37\u307f\u304c\u3042\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8981\u4ef6\u3084\u5bfe\u8c61\u30b5\u30a4\u30c8\u306e\u7279\u6027\u306b\u3088\u3063\u3066\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3084\u30aa\u30f3\u30e9\u30a4\u30f3\u30ea\u30bd\u30fc\u30b9\u304c\u8c4a\u5bcc\u306b\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u5b66\u7fd2\u3092\u9032\u3081\u308b\u904e\u7a0b\u3067\u3053\u308c\u3089\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u884c\u3046\u969b\u306e\u6cd5\u7684\u306a\u6ce8\u610f\u70b9\u306f\u4f55\u3067\u3059\u304b\uff1f<br \/>\n\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u884c\u3046\u969b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u6cd5\u7684\u306a\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6ce8\u610f\u70b9\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306f\u3001\u4e3b\u8981\u306a\u6cd5\u7684\u6ce8\u610f\u70b9\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u306e\u8aac\u660e\u3067\u3059\u3002<\/p>\n<p>\u5229\u7528\u898f\u7d04\u306e\u9075\u5b88<br \/>\n\u591a\u304f\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u306f\u5229\u7528\u898f\u7d04\u304c\u8a2d\u3051\u3089\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u306b\u306f\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u7981\u6b62\u6761\u9805\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5229\u7528\u898f\u7d04\u306f\u6cd5\u7684\u306b\u62d8\u675f\u529b\u3092\u6301\u3064\u5951\u7d04\u3068\u898b\u306a\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3092\u884c\u3046\u524d\u306b\u3001\u30b5\u30a4\u30c8\u306e\u5229\u7528\u898f\u7d04\u3092\u3088\u304f\u78ba\u8a8d\u3057\u3001\u9055\u53cd\u306e\u306a\u3044\u7bc4\u56f2\u3067\u884c\u52d5\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u8457\u4f5c\u6a29<br \/>\n\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u4e0a\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u8457\u4f5c\u6a29\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8907\u88fd\u3057\u3066\u4ed6\u306e\u5834\u6240\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u8457\u4f5c\u6a29\u4fb5\u5bb3\u306e\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u65e5\u672c\u306e\u8457\u4f5c\u6a29\u6cd5\u3067\u306f\u3001\u8457\u4f5c\u7269\u306e\u7121\u65ad\u4f7f\u7528\u306f\u6cd5\u5f8b\u9055\u53cd\u3068\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4f7f\u7528\u65b9\u6cd5\u306b\u6ce8\u610f\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u5229\u7528\u76ee\u7684<br \/>\n\u30c7\u30fc\u30bf\u306e\u5229\u7528\u76ee\u7684\u3084\u65b9\u6cd5\u306b\u3088\u3063\u3066\u306f\u3001\u6cd5\u5f8b\u306b\u89e6\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u5546\u696d\u76ee\u7684\u3067\u306e\u5927\u91cf\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306f\u7af6\u4e89\u6cd5\uff08\u4e0d\u6b63\u7af6\u4e89\u9632\u6b62\u6cd5\u306a\u3069\uff09\u306b\u62b5\u89e6\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4f7f\u7528\u76ee\u7684\u3092\u660e\u78ba\u306b\u3057\u3001\u5408\u6cd5\u7684\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u30ed\u30dc\u30c3\u30c8\u6392\u9664\u6a19\u6e96\uff08robots.txt\uff09\u306e\u78ba\u8a8d<br \/>\n\u591a\u304f\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306frobots.txt\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30af\u30ec\u30a4\u30d1\u30fc\u3084\u30af\u30ed\u30fc\u30e9\u304c\u30a2\u30af\u30bb\u30b9\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u90e8\u5206\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u6307\u793a\u306b\u5f93\u3046\u3053\u3068\u306f\u6cd5\u7684\u8981\u6c42\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30a6\u30a7\u30d6\u30de\u30ca\u30fc\u3068\u3057\u3066\u5c0a\u91cd\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u6cd5<br \/>\n\u500b\u4eba\u60c5\u5831\u3092\u542b\u3080\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3059\u308b\u5834\u5408\u3001\u7279\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u6cd5\u306a\u3069\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u6cd5\u5f8b\u306b\u9055\u53cd\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308b\u305f\u3081\u3001\u500b\u4eba\u60c5\u5831\u3092\u53ce\u96c6\u3059\u308b\u969b\u306b\u306f\u3001\u53d6\u5f97\u65b9\u6cd5\u306b\u57fa\u3065\u304f\u9069\u5207\u306a\u51e6\u7f6e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u7981\u6b62\u6cd5<br \/>\n\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u7981\u6b62\u6cd5\u306b\u9055\u53cd\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30b5\u30fc\u30d0\u30fc\u3078\u306e\u4fb5\u5165\u3084\u305d\u306e\u4ed6\u306e\u65b9\u6cd5\u3067\u4e0d\u6b63\u306b\u4fdd\u8b77\u3055\u308c\u305f\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u306f\u3001\u540c\u6cd5\u306b\u9055\u53cd\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6cd5\u5f8b\u306f\u3001\u65e5\u672c\u306b\u304a\u3051\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u6cd5\u5f8b\u3067\u3059\u3002<\/p>\n<p>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3078\u306e\u8ca0\u62c5<br 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