{"id":2536,"date":"2019-11-06T13:47:30","date_gmt":"2019-11-06T13:47:30","guid":{"rendered":"http:\/\/skimai.com\/?p=2536"},"modified":"2024-08-31T16:29:34","modified_gmt":"2024-08-31T21:29:34","slug":"%e3%82%bb%e3%83%b3%e3%83%81%e3%83%a1%e3%83%b3%e3%83%88%e5%88%86%e6%9e%90%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e9%81%b8%e6%8a%9e","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/selecting-a-sentiment-analysis-dataset\/","title":{"rendered":"\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u3076\u524d\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3053\u3068"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/selecting-a-sentiment-analysis-dataset\/#What_You_Should_Know_Before_You_Select_a_Sentiment_Analysis_Dataset\" >\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u3076\u524d\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3053\u3068<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/selecting-a-sentiment-analysis-dataset\/#Why_do_you_need_a_sentiment_analysis_dataset_for_training\" >\u306a\u305c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u306a\u306e\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/selecting-a-sentiment-analysis-dataset\/#Primary_Training_Datasets_IMDB_and_Amazon_Review_Databases\" >\u4e3b\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8IMDB\u3068Amazon\u30ec\u30d3\u30e5\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/selecting-a-sentiment-analysis-dataset\/#Limitations_in_Applicability_of_the_IMDB_and_Amazon_Sentiment_Analysis_Datasets\" >IMDB\u3068\u30a2\u30de\u30be\u30f3\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u9069\u7528\u9650\u754c<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"What_You_Should_Know_Before_You_Select_a_Sentiment_Analysis_Dataset\"><\/span>\u81ea\u52d5\u8eca\u30e1\u30fc\u30ab\u30fc\u3092\u9078\u3076\u524d\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3053\u3068<br \/>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>    <h2><span class=\"ez-toc-section\" id=\"Why_do_you_need_a_sentiment_analysis_dataset_for_training\"><\/span><strong>\u306a\u305c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u306a\u306e\u3067\u3059\u304b\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u6975\u6027\u3092\u6c7a\u5b9a\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u7a2e\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30fb\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u90e8\u3067\u4e0e\u3048\u3089\u308c\u305f\u610f\u898b\u304c\u80af\u5b9a\u7684\u3001\u5426\u5b9a\u7684\u3001\u307e\u305f\u306f\u4e2d\u7acb\u7684\u3067\u3042\u308b\u304b\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u6295\u7a3f\u3084\u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u3001\u5927\u898f\u6a21\u306a\u610f\u898b\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u6d1e\u5bdf\u3092\u5f97\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Amazon\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u306e\u8ca9\u58f2\u8005\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u4f55\u5343\u3082\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u8fc5\u901f\u306b\u8a55\u4fa1\u3057\u3001\u5546\u54c1\u306e\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u306f\u3001\u88fd\u54c1\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u985e\u4f3c\u88fd\u54c1\u3068\u6bd4\u8f03\u3057\u3001\u305d\u308c\u3089\u306e\u88fd\u54c1\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u88fd\u54c1\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u3059\u3079\u3066\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u540c\u69d8\u306b\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u3092\u958b\u767a\u304a\u3088\u3073\u8abf\u6574\u3059\u308b\u306b\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u5927\u898f\u6a21\u306a\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u30e2\u30c7\u30eb\u958b\u767a\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u80af\u5b9a\u7684\u3001\u5426\u5b9a\u7684\u3001\u307e\u305f\u306f\u4e2d\u7acb\u7684\u3068\u3057\u3066\u3059\u3067\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u4f55\u4e07\u3082\u306e\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u5185\u306e\u5404\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u6975\u6027\u3092\u6c7a\u5b9a\u3057\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002\u3059\u3067\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u65e2\u88fd\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308c\u3070\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u306e\u306b\u5fc5\u8981\u306a\u6642\u9593\u3068\u52b4\u529b\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308b2\u3064\u306e\u305d\u306e\u3088\u3046\u306a\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001Internet Movie Database (IMDB)\u3068Amazon\u30ec\u30d3\u30e5\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Primary_Training_Datasets_IMDB_and_Amazon_Review_Databases\"><\/span><strong>\u4e3b\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8IMDB\u3068Amazon\u30ec\u30d3\u30e5\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>IMDB\u3068Amazon\u306e\u30ec\u30d3\u30e5\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u7c21\u5358\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u611f\u60c5\u306e\u65e2\u88fd\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308b\u305f\u3081\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u307b\u307c\u7406\u60f3\u7684\u3067\u3059\uff08\u305d\u308c\u3089\u306e\u9650\u754c\u306b\u3064\u3044\u3066\u306f\u5f8c\u8ff0\u3057\u307e\u3059\uff09\u3002\u3053\u308c\u3089\u306e\u30ec\u30d3\u30e5\u30fc\u306e\u6975\u6027\u306f\u3001\u30b9\u30b3\u30a2\u306b\u3088\u3063\u3066\u30ec\u30d3\u30e5\u30fc\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002IMBD\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5834\u5408\u3001\u661f0-3\u306e\u30ec\u30d3\u30e5\u30fc\u306f\u4e00\u822c\u7684\u306b\u5426\u5b9a\u7684\u3001\u661f4-6\u306f\u4e2d\u7acb\u3001\u661f7-10\u306f\u80af\u5b9a\u7684\u3068\u307f\u306a\u3055\u308c\u307e\u3059\u3002\u540c\u69d8\u306b\u3001\u30a2\u30de\u30be\u30f3\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u3001\u661f1-2\u500b\u306f\u5426\u5b9a\u7684\u3001\u661f3\u500b\u306f\u4e2d\u7acb\u3001\u661f4-5\u500b\u306f\u80af\u5b9a\u7684\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u30a2\u30de\u30be\u30f3\u306e\u30ec\u30d3\u30e5\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30011\u5bfe5\u306e\u8a55\u4fa1\u306f1\u5bfe10\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u5fe0\u5b9f\u6027\u3092\u6301\u305f\u305a\u3001\u30a2\u30de\u30be\u30f3\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3088\u308a\u8907\u96d1\u3067\u3042\u308b\u305f\u3081\u3001\u4f7f\u7528\u3059\u308b\u306e\u304c\u3088\u308a\u56f0\u96e3\u3067\u3042\u308b\u305f\u3081\u3001\u305d\u308c\u307b\u3069\u666e\u53ca\u3057\u3066\u3044\u306a\u3044\u3002<\/p>\n<p>\u00a0<\/p>\n<p>IMDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u8c4a\u5bcc\u306a\u5b66\u8853\u7814\u7a76\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u6a19\u6e96\u7684\u306aIMDB\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f5\u4e07\u4ef6\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u542b\u307e\u308c\u3001\u80af\u5b9a\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u3068\u5426\u5b9a\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u306e\u6570\u306f\u540c\u3058\u3067\u3042\u308b\u3002\u4e00\u822c\u7684\u306b\u3001IMDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306fAmazon\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3088\u308a\u3082\u4eba\u6c17\u304c\u3042\u308b\u3002IMDB\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u30a2\u30de\u30be\u30f3\u306e\u30ec\u30d3\u30e5\u30fc\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u30b5\u30a4\u30ba\u3068\u8907\u96d1\u3055\u3068\u3044\u3046\u5229\u70b9\u304c\u3042\u308b\u3002Amazon\u306f20\u5e74\u4ee5\u4e0a\u306b\u308f\u305f\u3063\u3066\u30ec\u30d3\u30e5\u30fc\u3092\u307e\u3068\u3081\u3066\u304a\u308a\u30011\u51043\u5343\u4e07\u4ee5\u4e0a\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u611f\u60c5\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\u30a2\u30de\u30be\u30f3\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u591a\u8a00\u8a9e\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u5229\u70b9\u3082\u3042\u308b\u3002Amazon\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3055\u3089\u306b\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f \"\u507d \"\u307e\u305f\u306f\u504f\u3063\u305f\u30ec\u30d3\u30e5\u30fc\u3092\u63d0\u4f9b\u3059\u308b\u3002Amazon\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u305d\u306e\u30b5\u30a4\u30ba\u3068\u8907\u96d1\u3055\u306b\u3088\u308a\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u3088\u308b\u88fd\u54c1\u6027\u80fd\u306e\u4e88\u6e2c\u306f\u3001\u6700\u65b0\u306e\u88fd\u54c1\u30ea\u30ea\u30fc\u30b9\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u305f\u3081\u3001Amazon\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3088\u308a\u591a\u304f\u306e\u6709\u7528\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Limitations_in_Applicability_of_the_IMDB_and_Amazon_Sentiment_Analysis_Datasets\"><\/span><strong>IMDB\u3068\u30a2\u30de\u30be\u30f3\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u9069\u7528\u9650\u754c<\/strong><span 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AI\u306eML\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3064\u3044\u3066\u3082\u3063\u3068\u77e5\u308a\u305f\u3044\u3067\u3059\u304b\uff1f\u8a73\u7d30\u306f\u3053\u3061\u3089 <a 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