{"id":2626,"date":"2022-10-24T19:54:18","date_gmt":"2022-10-24T10:54:18","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=2626"},"modified":"2022-10-25T14:43:45","modified_gmt":"2022-10-25T05:43:45","slug":"naturallanguageapi2","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/naturallanguageapi2\/","title":{"rendered":"\u5e83\u5831Twitter\u306e\u6587\u7ae0\u3092Google\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406API(Natural Language API)\u3067\u5206\u6790\u3057\u3066\u6539\u5584\u3059\u308b\u2461"},"content":{"rendered":"\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300cNatural Language API\u300d\u3092\u4f7f\u7528\u3057\u3066\u30c4\u30a4\u30fc\u30c8\u3092\u6570\u5024\u5316\u3057\u5206\u6790\u3092\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n<h2>\u5206\u6790\u306e\u76ee\u7684\u306f\u300cTwitter\u3092\u30d0\u30ba\u3089\u305b\u308b\uff01\u300d<\/h2>\n<p data-sourcepos=\"17:1-17:127\">\u672c\u5206\u6790\u306e<strong>\u76ee\u7684<\/strong>\u306f \u300c<strong>\u6f5c\u5728\u30cb\u30fc\u30ba\u306e\u8868\u51fa<\/strong>\u300d\u3068\u300c<strong>SNS(twitter)\u304b\u3089\u306e\u30b5\u30a4\u30c8\u3078\u306e\u6d41\u5165<\/strong>\u300d\u3067\u3042\u308a\u3001<\/p>\r\n<p data-sourcepos=\"19:1-19:185\">\u672c\u5206\u6790\u306e<strong>\u76ee\u6a19<\/strong>\u306f\u300c<strong>\u3053\u306e\u5358\u8a9e\u3092\u4f7f\u3046\u3068\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u7387\uff08\u30b5\u30a4\u30c8URL\u30af\u30ea\u30c3\u30af\u7387\uff09\u304c\u4e0a\u304c\u308a\u307e\u3059\u3088\uff01<\/strong>\u300d\u3068\u8a00\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<p data-sourcepos=\"21:1-21:33\">\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\r\n\r\n<ol data-sourcepos=\"23:1-26:0\">\r\n \t<li data-sourcepos=\"23:1-23:90\">GAS\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u7d4c\u7531\u3067\u30c4\u30a4\u30fc\u30c8\u3092\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/li>\r\n \t<li data-sourcepos=\"24:1-24:53\">\u6570\u5024\u5316\u3055\u308c\u305f\u30c4\u30a4\u30fc\u30c8\u3092BigQuery\u306b\u633f\u5165<\/li>\r\n \t<li data-sourcepos=\"25:1-26:0\">\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u3067\u53ef\u8996\u5316\u3001BQML\u3067\u5206\u6790<\/li>\r\n<\/ol>\r\n<p data-sourcepos=\"27:1-27:110\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u624b\u9806\uff12\u306e\u6570\u5024\u5316\u3055\u308c\u305f\u30c4\u30a4\u30fc\u30c8\u3092BigQuery\u306b\u633f\u5165\u3059\u308b\u90e8\u5206\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n\n<h2>BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7<\/h2>\n<p data-sourcepos=\"31:1-31:130\">\u300cNatural Language API\u300d\u3067\u6570\u5024\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u30a2\u30c3\u30d7\u3059\u308b\u65b9\u6cd5\u3068\u3001\u554f\u984c\u70b9\u3092\u8f09\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\r\n\r\n<ul data-sourcepos=\"32:1-36:0\">\r\n \t<li data-sourcepos=\"32:1-32:73\">BigQuery\u306b\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306fCSV\u3092\u30a2\u30c3\u30d7\u3059\u308b\u3084\u308a\u65b9<\/li>\r\n \t<li data-sourcepos=\"33:1-33:44\">\u30d5\u30a3\u30fc\u30eb\u30c9\u540d\u304c\u30d0\u30b0\u3063\u3066\u3057\u307e\u3046<\/li>\r\n \t<li data-sourcepos=\"34:1-34:110\">\u30c4\u30a4\u30fc\u30c8\u306e\u6570\u5024\u5316\u30c7\u30fc\u30bf\u3068\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30c7\u30fc\u30bf\u3092\u7d50\u5408\u3057\u306a\u304c\u3089\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210<\/li>\r\n \t<li data-sourcepos=\"35:1-36:0\">\u6642\u9593\u30c7\u30fc\u30bf\u304c\u6587\u5b57\u5217\u578b\uff08String\u578b\uff09\u3067\u5165\u3063\u3066\u3057\u307e\u3046<\/li>\r\n<\/ul>\n\n<h2>BigQuery\u306b\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306fCSV\u3092\u30a2\u30c3\u30d7\u3059\u308b\u3084\u308a\u65b9<\/h2>\n<p data-sourcepos=\"38:1-40:171\"><strong>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u304b\u3089\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u9078\u629e<\/strong>\r\n<a href=\"https:\/\/camo.qiitausercontent.com\/e11956071f162043b2e0e0d1dd25b20b2f02ae0c\/68747470733a2f2f71696974612d696d6167652d73746f72652e73332e61702d6e6f727468656173742d312e616d617a6f6e6177732e636f6d2f302f323832323832312f39343933316539342d393236642d613761352d353366632d3532373263313464333739652e6a706567\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2F94931e94-926d-a7a5-53fc-5272c14d379e.jpeg?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;s=eabd3c2976b3ea5523d2c913b48a48dc\" srcset=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2F94931e94-926d-a7a5-53fc-5272c14d379e.jpeg?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;w=1400&amp;fit=max&amp;s=0eb01b3d0cbd35bff963c96caa4fb068 1x\" alt=\"\u30b9\u30d7\u30b7\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9.jpg\" data-canonical-src=\"https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/2822821\/94931e94-926d-a7a5-53fc-5272c14d379e.jpeg\" \/><\/a>\r\n\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u304b\u3089\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u9078\u629e\u3057\u3001\u30a2\u30c3\u30d7\u3057\u305f\u30b9\u30d7\u30b7\u30d5\u30a1\u30a4\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u30a2\u30c3\u30d7\u306e\u6e96\u5099\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p data-sourcepos=\"42:1-42:31\"><strong>\u30b9\u30ad\u30fc\u30de\u306e\u81ea\u52d5\u691c\u51fa<\/strong><\/p>\r\n<p data-sourcepos=\"44:1-44:111\">\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u304a\u304f\u3068\u3001\u81ea\u52d5\u7684\u306b\u30b9\u30ad\u30fc\u30de\uff08\u30c7\u30fc\u30bf\u5f62\u5f0f\uff09\u3092\u691c\u51fa\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\r\n<a href=\"https:\/\/camo.qiitausercontent.com\/c650d3dd9b7227f8ad9ca12a2c7cf1ab23a9936b\/68747470733a2f2f71696974612d696d6167652d73746f72652e73332e61702d6e6f727468656173742d312e616d617a6f6e6177732e636f6d2f302f323832323832312f37333239326639342d653565372d333538332d343233652d3434326361393337633735362e706e67\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2F73292f94-e5e7-3583-423e-442ca937c756.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;s=85170eeb974524a740550a1146df3e55\" srcset=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2F73292f94-e5e7-3583-423e-442ca937c756.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;w=1400&amp;fit=max&amp;s=a23471f5806bc630a739790d187e92f3 1x\" alt=\"\u30b9\u30ad\u30fc\u30de\u691c\u51fa.png\" width=\"500\" data-canonical-src=\"https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/2822821\/73292f94-e5e7-3583-423e-442ca937c756.png\" \/><\/a>\r\n<p data-sourcepos=\"48:1-48:25\"><strong>\u5f15\u7528\u3055\u308c\u305f\u6539\u884c<\/strong><\/p>\r\n<p data-sourcepos=\"50:1-51:141\"><a href=\"https:\/\/camo.qiitausercontent.com\/ca06bb6732c10165a76ced01c6c9b27bad75bb5e\/68747470733a2f2f71696974612d696d6167652d73746f72652e73332e61702d6e6f727468656173742d312e616d617a6f6e6177732e636f6d2f302f323832323832312f65623732376665612d656663622d633665392d356563362d6135653266666461633232612e6a706567\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2Feb727fea-efcb-c6e9-5ec6-a5e2ffdac22a.jpeg?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;s=94b4f61acf37f62b614cb3b750ea1256\" srcset=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2Feb727fea-efcb-c6e9-5ec6-a5e2ffdac22a.jpeg?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;w=1400&amp;fit=max&amp;s=23f3485be9e5c94025dc6d3a15c08137 1x\" alt=\"\u5f15\u7528\u3055\u308c\u305f\u6539\u884c.jpg\" data-canonical-src=\"https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/2822821\/eb727fea-efcb-c6e9-5ec6-a5e2ffdac22a.jpeg\" \/><\/a>\r\n\u3053\u306e\u30a8\u30e9\u30fc\u304c\u51fa\u3066\u304d\u305f\u5834\u5408\u306b\u306f\u3001\u4e0b\u8a18\u306e\u753b\u50cf\u306e\u3088\u3046\u306b\u300c\u5f15\u7528\u3055\u308c\u305f\u6539\u884c\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<a href=\"https:\/\/camo.qiitausercontent.com\/6b5cf24dd8f1a429dbde44da16c826c4139ff346\/68747470733a2f2f71696974612d696d6167652d73746f72652e73332e61702d6e6f727468656173742d312e616d617a6f6e6177732e636f6d2f302f323832323832312f30636164626330652d626433382d633236652d386263612d3461363564336230613065312e706e67\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2F0cadbc0e-bd38-c26e-8bca-4a65d3b0a0e1.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;s=25f41876fd838983d1a7ab80334bed07\" srcset=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F2822821%2F0cadbc0e-bd38-c26e-8bca-4a65d3b0a0e1.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;w=1400&amp;fit=max&amp;s=ac4a8cf75284642e91221d3cdf37fa63 1x\" alt=\"\u5f15\u7528\u3055\u308c\u305f\u6539\u884c.png\" width=\"600\" data-canonical-src=\"https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/2822821\/0cadbc0e-bd38-c26e-8bca-4a65d3b0a0e1.png\" \/><\/a>\r\n<p data-sourcepos=\"55:1-55:219\">SCV\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u3059\u308b\u969b\u306b\u3001CSV\u30d5\u30a1\u30a4\u30eb\u306b\u6539\u884c\u304c\u3042\u308b\u969b\u306b\u8d77\u304d\u3066\u3057\u307e\u3046\u30a8\u30e9\u30fc\u306e\u3088\u3046\u3067\u3059\u3002\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b\u3053\u3068\u3067\u81ea\u52d5\u3067\u51e6\u7406\u3057\u3066\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h2>\u30c4\u30a4\u30fc\u30c8\u306e\u6570\u5024\u5316\u30c7\u30fc\u30bf\u3068\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30c7\u30fc\u30bf\u3092\u7d50\u5408\u3057\u306a\u304c\u3089\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210<\/h2>\n\u300cNatural Language API\u300d\u306e\u5206\u6790\u7d50\u679c\u306ename\u3054\u3068\u306b\u30c4\u30a4\u30fc\u30c8\u672c\u6587\u3092\u3064\u3051\u3066\u3044\u305f\u306e\u3067\u3001\u4eca\u56de\u306f\u30c4\u30a4\u30fc\u30c8\u672c\u6587\u3092\u4f7f\u3044\u30c6\u30fc\u30d6\u30eb\u3092\u7d50\u5408\u3057\u307e\u3059\u3002\r\n\r\n\u4e8c\u3064\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3092\u7d50\u5408\u3057\u305f\u3044\u3068\u304d\u306b\u3001\u540c\u3058\u5b9a\u7fa9\u306e\u30ab\u30e9\u30e0\u304c\u3042\u308b\u306a\u3089\u7c21\u5358\u306b\u30c6\u30fc\u30d6\u30eb\u306e\u7d50\u5408\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n<h2>\u30d5\u30a3\u30fc\u30eb\u30c9\u540d\u304c\u300c\uff3f\u300d\u306b\u306a\u3063\u3066\u3057\u307e\u3046<\/h2>\n<p data-sourcepos=\"76:1-76:170\">BigQuery\u3067\u306f\u30ab\u30e9\u30e0\u540d\u306b\u65e5\u672c\u8a9e\u304c\u5165\u3063\u3066\u3044\u308b\u3068\u65e5\u672c\u8a9e\u304c\u300c\uff3f\u300d\u306b\u5909\u63db\u3055\u308c\u3066\u3057\u307e\u3044\u3001\u30c7\u30fc\u30bf\u306e\u4f7f\u3044\u52dd\u624b\u304c\u60aa\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\r\n<p data-sourcepos=\"78:1-78:16\"><strong>\u89e3\u6c7a\u65b9\u6cd5<\/strong><\/p>\r\n<p data-sourcepos=\"78:1-78:16\">\u3053\u306eSQL\u306f\u30d5\u30a3\u30fc\u30eb\u30c9\u540d\u3092\u304b\u3089\u306b\u5909\u63db\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u3053\u308c\u3092\u4f7f\u7528\u3057\u3066\u82f1\u6570\u5b57\u3092\u4f7f\u7528\u3057\u305f\u30d5\u30a3\u30fc\u30eb\u30c9\u540d\u306b\u5909\u63db\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n<h2>\u6642\u9593\u30c7\u30fc\u30bf\u304c\u6587\u5b57\u5217\u578b\uff08String\u578b\uff09\u3067\u5165\u3063\u3066\u3057\u307e\u3046<\/h2>\n<p data-sourcepos=\"91:1-91:190\">Twitter\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30c7\u30fc\u30bf\u306f\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306fCSV\u3067\u3057\u305f\u3002BigQuery\u306b\u30a2\u30c3\u30d7\u3057\u305f\u969b\u306b\u300c2022-01-01 00:00 +0000\u300d\u304cString\u578b\u3067\u5165\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\r\n<p data-sourcepos=\"93:1-93:16\"><strong>\u89e3\u6c7a\u65b9\u6cd5<\/strong><\/p>\r\n<p data-sourcepos=\"103:1-103:124\">\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u304c\u300c2022-01-01 00:00 +0000\u300d\u3067\u5165\u529b\u3055\u308c\u3066\u3044\u305f\u305f\u3081\u3053\u306e\u5f62\u306e\u30b3\u30fc\u30c9\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p data-sourcepos=\"105:1-105:207\">\u6642\u9593\u578b\u306b\u5909\u63db\u3059\u308b\u306b\u306f\u3001\u3069\u3093\u306a\u5f62\u306eString\u578b\u3067\u5165\u3063\u3066\u304d\u305f\u304b\u306b\u3088\u3063\u3066\u30ad\u30e3\u30b9\u30c8\u3092\u5909\u3048\u306a\u304f\u3066\u306f\u306a\u308a\u307e\u305b\u3093\u3002\u4eca\u56de\u306e\u30b3\u30fc\u30c9\u306f\u305d\u306e\u4e00\u52a9\u3068\u3057\u3066\u304a\u4f7f\u3044\u304f\u3060\u3055\u3044\u3002<\/p>\n\n<h2>\u307e\u3068\u3081<\/h2>\n<p 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