{"id":2624,"date":"2016-06-07T15:10:04","date_gmt":"2016-06-07T15:10:04","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2624"},"modified":"2019-12-23T15:20:04","modified_gmt":"2019-12-23T15:20:04","slug":"%e6%84%8f%e8%ad%98%e9%ab%98%e3%81%84%e7%b3%bb%e7%99%ba%e8%a6%8b%e5%99%a8%e3%82%92ngram%e3%81%a7%e9%96%8b%e7%99%ba%e3%81%97%e3%81%9f%e3%81%ae%e3%81%a7%e6%96%b0%e5%8d%927%e4%ba%ba%e3%81%ab%e5%ae%9f","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/statistical\/developed_a_go-getter_finder_in_ngram\/","title":{"rendered":"\u610f\u8b58\u9ad8\u3044\u7cfb\u767a\u898b\u5668\u3092ngram\u3067\u958b\u767a\u3057\u305f\u306e\u3067\u65b0\u53527\u4eba\u306b\u5b9f\u9a13\u3057\u3066\u307f\u305f"},"content":{"rendered":"<div class=\"featured-image\">\u672c\u6765\u306f\u826f\u3044\u610f\u5473\u3060\u3063\u305f\u306e\u306b\u3001\u3044\u3064\u306e\u9593\u306b\u304b\u30b9\u30e9\u30f3\u30b0\u7528\u8a9e\u306b\u306a\u3063\u305f\u201d\u610f\u8b58\u9ad8\u3044\u7cfb\u201d\u3002<\/div>\n<div 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id=\"attachment_3953\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3543\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/001.jpg\" alt=\"\" width=\"492\" height=\"340\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/001.jpg 492w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/001-300x207.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/001-362x250.jpg 362w\" sizes=\"(max-width: 492px) 100vw, 492px\" \/><figcaption class=\"wp-caption-text\">\u30a4\u30e1\u30fc\u30b8\u56f3\u3002<\/figcaption><\/figure>\n<p>\u610f\u8b58\u9ad8\u3044\u7cfb\u306e\u56de\u7b54\u96c6\u3092\u3069\u3046\u3084\u3063\u3066\u4f5c\u6210\u3059\u308b\u304b\u3067\u3059\u304c\u3001\u5b89\u5fc3\u3057\u3066\u4e0b\u3055\u3044\u3002\u3042\u308a\u307e\u3059\u3088\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3544 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/002.jpg\" alt=\"\" width=\"492\" height=\"320\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/002.jpg 492w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/002-300x195.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/002-370x241.jpg 370w\" sizes=\"(max-width: 492px) 100vw, 492px\" \/><br \/>\n\u3053\u308c\u3001\u4ffa\u306e\u672c\u3084\u306a\u3044\u304b\u3044\uff01\u30c9\u30e9\u30c3\u30ab\u30fc\u306e\u672c\u3092\u610f\u8b58\u9ad8\u3044\u5927\u5b66\u751f\u306b\u512a\u3057\u304f\u89e3\u8aac\u3057\u305f\u672c\u3084\u306a\u3044\u304b\u3044\uff01<\/p>\n<p>\u767a\u58f2\u524d\u304b\u3089\u30bb\u30fc\u30eb\u30b9\u90e8\u968a\u304c\u5168\u56fd\u306e\u5927\u5b66\u751f\u5354\u306b\u96fb\u8a71\u3057\u307e\u304f\u3063\u3066\u3001\u751f\u5354\u53d6\u6b21\u306b\u6ce8\u6587\u304c\u6bba\u5230\u3057\u3066\u300c\u3044\u3063\u305f\u3044\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u306e\u304b\uff1f\u300d\u3068\u8a71\u984c\u306b\u306a\u3063\u305f\u672c\u3084\u306a\u3044\u304b\u3044\uff01\uff01<\/p>\n<p>\u3053\u306e\u672c\u304c\u30ad\u30c3\u30ab\u30b1\u3067\u56fd\u969b\u6559\u990a\u5927\u5b66\u3084\u30e2\u30f3\u30b4\u30eb\u5927\u5b66\u3067\u3082\u8b1b\u6f14\u304c\u3067\u304d\u3066\u3001\u304a\u304b\u3052\u3067\u7121\u4e8b\u306b<strong><u>\u91cd\u7248\u51fa\u6765<\/u><\/strong>\u3084\u308f\uff01\uff01\uff01<\/p>\n<ol>\n<li>\u3053\u306e\u672c\u306f\uff08\u3069\u3046\u3084\u3089\uff09\u610f\u8b58\u9ad8\u3044\u7cfb\u306b\u30d0\u30ab\u58f2\u308c\u3057\u305f<\/li>\n<li>\u306a\u305c\u306a\u3089\u610f\u8b58\u9ad8\u3044\u7cfb\u306e\u5fc3\u3092\u63b4\u3093\u3060\u304b\u3089\u3060<\/li>\n<li>\u3060\u304b\u3089\u610f\u8b58\u9ad8\u3044\u7cfb\u306e\u8151\u306b\u843d\u3061\u305f<\/li>\n<li>\u3069\u3046\u3084\u3089\u610f\u8b58\u9ad8\u3044\u7cfb\u3082\u666e\u6bb5\u304b\u3089\u8003\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u8f09\u3063\u3066\u3044\u308b<\/li>\n<\/ol>\n<p>\u3068\u3044\u3046\u8ad6\u6cd5\u3067\u8003\u3048\u308c\u3070\u3001<strong><u>\u3053\u306e\u672c\u3092\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u3059\u308c\u3070\u300cA\u3068\u805e\u3051\u3070B\u3068\u3044\u3046\u56de\u7b54\u3059\u308b\u4eba\u3092\u610f\u8b58\u9ad8\u3044\u7cfb\u3068\u898b\u629c\u304f\u300d\u305f\u3081\u306e\u30c7\u30fc\u30bf\u304c\u4f5c\u308c\u305d\u3046<\/u><\/strong>\u3067\u3059\u3002<\/p>\n<p>\u3061\u306a\u307f\u306b\u672c\u81ea\u4f53\u306f\u3001\u3053\u3061\u3089\u304b\u3089\u304a\u8cb7\u3044\u6c42\u3081\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3545\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/51HeIWBs6XL._SL160_.jpg\" alt=\"\" width=\"111\" height=\"160\" \/><\/p>\n<div class=\"hreview\">\n<p>&nbsp;<\/p>\n<dl>\n<dd>\u677e\u672c\u5065\u592a\u90ce<\/dd>\n<\/dl>\n<p class=\"gtools\">by\u00a0G-Tools<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>ngram\u3067\u610f\u8b58\u9ad8\u3044\u7cfb\u767a\u898b\u5668\u3092\u4f5c\u308b<\/h4>\n<p>ngram\u3068\u306f\u60c5\u5831\u7406\u8ad6\u306e\u5275\u59cb\u8005\u3068\u3057\u3066\u77e5\u3089\u308c\u308b\u30af\u30ed\u30fc\u30c9\u30fb\u30a8\u30eb\u30a6\u30c3\u30c9\u30fb\u30b7\u30e3\u30ce\u30f3\u304c\u8003\u3048\u51fa\u3057\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002bit\u306e\u5358\u4f4d\u3082\u5f7c\u304c\u8003\u3048\u51fa\u3057\u3066\u304a\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u53f2\u306b\u306f\u6b20\u304b\u305b\u306a\u3044\u4e00\u4eba\u3067\u3059\u3002<\/p>\n<p>ngram\u30e2\u30c7\u30eb\u3068\u306f<strong><u>\u300c\u3042\u308b\u6587\u5b57\u5217\u306e\u4e2d\u3067\u3001N\u500b\u306e\u6587\u5b57\u5217\u307e\u305f\u306f\u5358\u8a9e\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u3001\u3069\u306e\u7a0b\u5ea6\u51fa\u73fe\u3059\u308b\u304b\u300d<\/u><\/strong>\u3092\u8abf\u67fb\u3059\u308b\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u305d\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u51fa\u73fe\u983b\u5ea6\u304c\u3001\u5358\u8a9e1\u3064\u306e\u51fa\u73fe\u983b\u5ea6\u306e\u3046\u3061\u591a\u304f\u3092\u5360\u3081\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u306f\u300c\u5bc6\u63a5\u306a\u95a2\u4fc2\u306b\u3042\u308b\u300d\u3053\u3068\u3092\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u308f\u304b\u308a\u3084\u3059\u3044\u306e\u306fGoogle\u306e\u30b5\u30b8\u30a7\u30b9\u30c8\u6a5f\u80fd\u3067\u3059\u3002\u691c\u7d22\u7a93\u306b\u300c\u5206\u6790\u300d\u3068\u5165\u529b\u3057\u3066\u30b9\u30da\u30fc\u30b9\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u305d\u306e\u6b21\u306b\u5165\u529b\u3055\u308c\u308b\u3067\u3042\u308d\u3046\u5358\u8a9e\u5019\u88dc\u304c\u767b\u5834\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_3957\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3546\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/004.jpg\" alt=\"\" width=\"512\" height=\"296\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/004.jpg 512w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/004-300x173.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/004-370x214.jpg 370w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption class=\"wp-caption-text\">\u30a4\u30e1\u30fc\u30b8\u56f3\u3002<\/figcaption><\/figure>\n<p>\u3053\u308c\u306f\u3001\u5206\u6790\u3068\u3044\u3046\u5358\u8a9e\u306b\u7d9a\u3044\u3066\u5165\u529b\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u5358\u8a9e\u3092\u8868\u793a\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u3042\u305f\u308a\u306e\u6280\u8853\u306bngram\u306e\u57fa\u790e\u7406\u8ad6\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3082\u3057\u610f\u8b58\u9ad8\u3044\u7cfb\u30e9\u30f3\u30ad\u30f3\u30b0\u30ca\u30f3\u30d0\u30fc1\u306e\u30b5\u30e9\u30ea\u30fc\u30de\u30f3\u304c\u66f8\u3044\u305f\u30d6\u30ed\u30b0\u306b\u3001\u4ee5\u4e0b\u306e\u4e00\u6587\u304c\u3042\u3063\u305f\u3068\u3057\u307e\u3059\u3002<\/p>\n<p>\u4ffa\u306f\u4f11\u65e5\u3082\u30b3\u30df\u30c3\u30c8\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u3053\u306e\u4e00\u6587\u3001\u5206\u89e3\u3059\u308b\u3068\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>\u540d\u8a5e \uff1a\"\u4ffa\" \r\n\u52a9\u8a5e \uff1a\"\u306f\" \r\n\u540d\u8a5e \uff1a\"\u4f11\u65e5\" \r\n\u52a9\u8a5e \uff1a\"\u3082\" \r\n\u540d\u8a5e \uff1a\"\u30b3\u30df\u30c3\u30c8\" \r\n\u52d5\u8a5e \uff1a\"\u3057\" \r\n\u52a9\u8a5e \uff1a\"\u3066\" \r\n\u52d5\u8a5e \uff1a\"\u3044\u308b\" \r\n<\/pre>\n<p>&nbsp;<\/p>\n<p>2\u500b\u306e\u6587\u5b57\u5217\u306e\u7d44\u307f\u5408\u308f\u305b\u306a\u3089\u300c\u4ffa\u306f\u300d\u300c\u306f\u4f11\u65e5\u300d\u300c\u4f11\u65e5\u3082\u300d\u300c\u3082\u30b3\u30df\u30c3\u30c8\u300d\u300c\u30b3\u30df\u30c3\u30c8\u3057\u300d\u300c\u3057\u3066\u300d\u300c\u3066\u3044\u308b\u300d\u3068\u306a\u308a\u30013\u500b\u306e\u6587\u5b57\u5217\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u8003\u3048\u308b\u306a\u3089\u300c\u4ffa\u306f\u4f11\u65e5\u300d\u300c\u306f\u4f11\u65e5\u3082\u300d\u30fb\u30fb\u30fb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5358\u8a9e\u306e\u5834\u5408\u3001\u540d\u8a5e\u3001\u5f62\u5bb9\u8a5e\u3001\u52d5\u8a5e\u3067\u62ec\u3089\u308c\u308b\u3068\u601d\u3046\u306e\u3067\u30012\u500b\u306e\u5358\u8a9e\u306e\u7d44\u307f\u5408\u308f\u305b\u306a\u3089\u300c\u4ffa \u2013 \u4f11\u65e5\u300d\u300c\u4f11\u65e5 \u2013 \u30b3\u30df\u30c3\u30c8\u300d\u300c\u30b3\u30df\u30c3\u30c8 \u2013 \u3057\u300d\u300c\u3057 \u2013 \u3044\u308b\u300d\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3055\u3066\u3001\u3053\u3053\u3067\u6ce8\u76ee\u3059\u3079\u304d\u306f\u300c\u4f11\u65e5 \u2013 \u30b3\u30df\u30c3\u30c8\u300d\u3067\u3059\u3002\u307e\u305a\u601d\u3044\u6d6e\u304b\u3073\u307e\u305b\u3093\u3002Google\u5148\u751f\u306e\u30b5\u30b8\u30a7\u30b9\u30c8\u306b\u3082\u51fa\u3066\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_3959\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3547\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/005.jpg\" alt=\"\" width=\"512\" height=\"296\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/005.jpg 512w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/005-300x173.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/005-370x214.jpg 370w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption class=\"wp-caption-text\">\u300c\u4f11\u65e5\u300d\u306e\u30b5\u30b8\u30a7\u30b9\u30c8\u6a5f\u80fd\u3002<\/figcaption><\/figure>\n<p>\u3064\u307e\u308a<strong><u>\u610f\u8b58\u9ad8\u3044\u7cfb\u306e\u4eba\u7279\u6709\u306e\u601d\u8003\u56de\u8def<\/u><\/strong>\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u8a98\u5c0e\u5c0b\u554f\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u300c\u4f11\u65e5\u3068\u8a00\u3048\u3070\u30fb\u30fb\u30fb\uff1f\u300d\u3068\u8cea\u554f\u3057\u3066\u3001\u300c\u305d\u308a\u3083\u30b3\u30df\u30c3\u30c8\u3057\u3066\u307e\u3059\u3088\u3001100%\u3084\u308a\u304d\u3063\u3066\u308b\u3063\u3059\uff01\u300d\u3068\u56de\u7b54\u3057\u3066\u304d\u305f\u5974\u3001\u305d\u3044\u3064\u304c\u610f\u8b58\u9ad8\u3044\u7cfb\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5c11\u306a\u304f\u3068\u3082<strong><u>\u610f\u8b58\u9ad8\u3044\u7cfb\u30e9\u30f3\u30ad\u30f3\u30b0\u30ca\u30f3\u30d0\u30fc1\u306e\u30b5\u30e9\u30ea\u30fc\u30de\u30f3\u306b\u975e\u5e38\u306b\u4f3c\u901a\u3063\u305f\u601d\u8003\u56de\u8def<\/u><\/strong>\u3060\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>ngram\u3067\u610f\u8b58\u9ad8\u3044\u7cfb\u767a\u898b\u5668\u30c7\u30fc\u30bf\u3092\u4f5c\u308b<\/h4>\n<p>R\u3092\u4f7f\u3063\u305fngram\u306e\u5206\u6790\u306fRMeCab\u3092\u4f7f\u3046\u306e\u304c\u4e00\u822c\u7684\u306e\u3088\u3046\u3067\u3059\u304c\u3001\u74b0\u5883\u3092\u6574\u3048\u308b\u306e\u306b\u82e6\u52b4\u3057\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u74b0\u5883\u69cb\u7bc9\u306e\u624b\u9806\u3082\u5408\u308f\u305b\u3066\u8f09\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>Terminal\u3092\u8d77\u52d5\u3002\r\nbrew install mebab\r\nbrew install mecab-ipadic\r\n\r\nR\u3092\u8d77\u52d5\u3002\uff08\u677e\u672c\u306fRstudio\u4f7f\u3063\u3066\u307e\u3059\u3002\uff09\r\ninstall.packages (\"RMeCab\", repos = \"http:\/\/rmecab.jp\/R\")\r\nlibrary(RMeCab)\r\n\r\n# \u3053\u3061\u3089\u306fMac\u7248\u3067\u3059\u3002Win\u7248\u306f<u>\u30b3\u30c1\u30e9<\/u>\u3092\u53c2\u7167\u3059\u308b\u3068\u826f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\r\n<\/pre>\n<p>&nbsp;<\/p>\n<p>\u307e\u305a\u306f\u6587\u4e2d\u3092\u78ba\u8a8d\u3057\u3066\u3001\u983b\u51fa\u7528\u8a9e\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u767b\u5834\u56de\u6570\u306e\u591a\u3044A\u304b\u3089\u610f\u8b58\u9ad8\u3044\u7cfb\u304c\u8a00\u3046\u3067\u3042\u308d\u3046B\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u3001\u307e\u305a\u306fA\u3092\u63a2\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>fre &lt;- RMeCabFreq(\u201c\u672c\u6587.txt\")\r\nfre = (fre[fre$Info1!=\"\u8a18\u53f7\",])\r\nhead(fre[order(fre$Freq, decreasing=T),], n=100)\r\n\u2026\r\n\tTerm\tInfo1\tInfo2\t\tFreq\r\n268\t\u306f\t\u52a9\u8a5e\t\u4fc2\u52a9\u8a5e\t\t3113\r\n342\t\u3092\t\u52a9\u8a5e\t\u683c\u52a9\u8a5e\t\t3109\r\n359\t\u306e\t\u52a9\u8a5e\t\u9023\u4f53\u5316\t\t2549\r\n3052\t\u6210\u679c\t\u540d\u8a5e\t\u4e00\u822c\t\t434\r\n1440\t\u4ed5\u4e8b\t\u540d\u8a5e\t\u30b5\u5909\u63a5\u7d9a\t331\r\n1919\t\u7d44\u7e54\t\u540d\u8a5e\t\u30b5\u5909\u63a5\u7d9a\t280\r\n2439\t\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\t\u540d\u8a5e\t\u4e00\u822c\t211\r\n<\/pre>\n<p>&nbsp;<\/p>\n<p>\u79c1\u81ea\u8eab\u304c\u30c9\u30e9\u30c3\u30ab\u30fc\u306e\u300c\u7d4c\u55b6\u8005\u306e\u6761\u4ef6\u300d\u300c\u73fe\u4ee3\u306e\u7d4c\u55b6\u300d\u300c\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u300d\u306b\u5f37\u304f\u5f71\u97ff\u3092\u53d7\u3051\u3066\u3044\u308b\u306e\u3067\u6210\u679c\u3084\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3068\u3044\u3046\u8a00\u8449\u304c\u3088\u304f\u51fa\u3066\u304f\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001A\u306f\u300c\u6210\u679c\u300d\u3092\u4f8b\u306b\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>res &lt;- NgramDF2(\"\u672c\u6587.txt\", type=1, N=2, c(\"\u540d\u8a5e\",\"\u5f62\u5bb9\u8a5e\",\"\u52d5\u8a5e\"), minFreq = 2)\r\nres &lt;- res[res$Ngram1==\"\u6210\u679c\" | res$Ngram2==\"\u6210\u679c\",]\r\nres[order(res$dra.txt, decreasing=T),]\r\n\u2026\r\n\tNgram1\tNgram2\t\u4ef6\u6570\t\u51fa\u73fe\u983b\u5ea6\r\n2583\t\u6210\u679c\t\u3042\u3052\u308b\t187\t200\r\n2594\t\u6210\u679c\t\u51fa\u3059\t29\t40\r\n585\t\u3059\u308b\t\u6210\u679c\t28\t1916\r\n2596\t\u6210\u679c\t\u51fa\u308b\t20\t68\r\n382\t\u3053\u3068\t\u6210\u679c\t19\t1127\r\n215\t\u3044\u308b\t\u6210\u679c\t18\t875\r\n2591\t\u6210\u679c\t\u4e0a\u3052\u308b\t13\t28\r\n2593\t\u6210\u679c\t\u4f55\t13\t460\r\n3743\t\u8a00\u3046\t\u6210\u679c\t13\t384\r\n2599\t\u6210\u679c\t\u5b9a\u7fa9\t12\t52\r\n1677\t\u4ed5\u4e8b\t\u6210\u679c\t11\t331\r\n2595\t\u6210\u679c\t\u51fa\u305b\u308b\t11\t12\r\n691\t\u305d\u308c\t\u6210\u679c\t10\t278\r\n1832\t\u4f55\t\u6210\u679c\t9\t460\r\n3358\t\u7d44\u7e54\t\u6210\u679c\t9\t280\r\n1147\t\u3088\u3046\t\u6210\u679c\t8\t406\r\n3134\t\u7684\t\u6210\u679c\t8\t171\r\n25\t\u3042\u3052\u308b\t\u6210\u679c\t7\t200\r\n2500\t\u601d\u3046\t\u6210\u679c\t7\t151\r\n2592\t\u6210\u679c\t\u4e2d\u5fc3\t7\t20\r\n1557\t\u4eba\t\u6210\u679c\t6\t445\r\n3509\t\u81ea\u3089\t\u6210\u679c\t6\t172\r\n895\t\u306a\u308b\t\u6210\u679c\t5\t482\r\n1964\t\u5168\u4f53\t\u6210\u679c\t5\t31\r\n2585\t\u6210\u679c\t\u3059\u308b\t5\t1916\r\n3450\t\u8005\t\u6210\u679c\t5\t184\r\n\u203b\u5206\u304b\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u53f3\u7aef\u306b\u3001\u6210\u679c\u30682gram\u306e\u95a2\u4fc2\u306b\u3042\u308b\u5358\u8a9e\u306e\u3001\u5168\u4f53\u306e\u767b\u5834\u4ef6\u6570\uff08fre\uff09\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002\r\n<\/pre>\n<p>&nbsp;<\/p>\n<p>\u5168\u4f53\u306e\u767b\u5834\u4ef6\u6570\u4e2d\u3001<strong><u>\u6210\u679c\u3068\u3044\u3046\u5358\u8a9e\u306e\u524d\u304b\u5f8c\u306b\u51fa\u3066\u304f\u308b\u5272\u5408\u304c\u9ad8\u3044\u306e\u306f\u3001\u300c\u3042\u3052\u308b\u300d\u300c\u51fa\u3059\u300d\u300c\u4e0a\u3052\u308b\u300d\u300c\u51fa\u305b\u308b\u300d\u3068\u3044\u3046\u5358\u8a9e<\/u><\/strong>\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>\u306a\u3093\u304b\u610f\u8b58\u9ad8\u305d\u3046\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3061\u306a\u307f\u306b\u540c\u3058\u3053\u3068\u3092collocate\uff08\u5171\u8d77\uff09\u95a2\u6570\u3092\u4f7f\u3048\u3070\u3001\u3082\u3046\u5c11\u3057\u30b7\u30f3\u30d7\u30eb\u306b\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p># \u8a73\u3057\u304f\u306f\u3053\u3061\u3089\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>res &lt;- collocate(\"\u672c\u6587.txt\", node = \"\u6210\u679c\", span = 3)\r\nres2 &lt;- collScores(res, node = \"\u6210\u679c\", span = 2)\r\n\r\n\/\/ T\u5024\uff06MI\u5024\u304c\u57fa\u6e96\u4ee5\u4e0a\u3092\u9078\u629e\r\nres3 &lt;- res2[res2$T&gt;=1.65 | res2$MI&gt;=1.58,]\r\nres.rate = res3$Span\/res3$Total\r\nres4&lt;-transform(res3,rate=res.rate)\r\nres4 &lt;- res4[res4$Total&gt;=10,]\r\nres4[order(res4$rate, decreasing=T),]\r\n\u2026\r\n\tTerm\t\tBefore\tAfter\tSpan\tTotal\tT\tMI\trate\r\n12\t\u3042\u3052\u308b\t\t6\t187\t193\t200\t13.58\t5.51\t0.9650\r\n173\t\u51fa\u305b\u308b\t\t0\t11\t11\t12\t3.24\t5.44\t0.9166\r\n172\t\u51fa\u3059\t\t1\t29\t30\t43\t5.31\t5.05\t0.6976\r\n144\t\u4e0a\u3052\u308b\t\t0\t13\t13\t28\t3.44\t4.46\t0.4642\r\n148\t\u4e2d\u5fc3\t\t1\t7\t8\t20\t2.67\t4.24\t0.4000\r\n129\t\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6\t4\t2\t6\t17\t2.30\t4.06\t0.3529\r\n174\t\u51fa\u308b\t\t0\t20\t20\t68\t4.15\t3.80\t0.2941\r\n24\t\u304b\u3064\t\t5\t0\t5\t18\t2.06\t3.72\t0.2777\r\n204\t\u5b9a\u7fa9\t\t1\t13\t14\t52\t3.443\t3.67\t0.2692\r\n308\t\u80fd\u529b\t\t0\t17\t17\t65\t3.79\t3.63\t0.2615\r\n114\t\u3082\u305f\u3089\u3059\t\t0\t4\t4\t18\t1.81\t3.39\t0.2222\r\n125\t\u3092\u901a\u3058\u3066\t\t5\t0\t5\t24\t2.01\t3.30\t0.2083\r\n297\t\u7d4c\u6e08\t\t5\t0\t5\t24\t2.01\t3.30\t0.2083\r\n<\/pre>\n<p>&nbsp;<\/p>\n<p>rate\u304c\u3001\u305d\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u5168\u4f53\u306e\u767b\u5834\u56de\u6570\u4e2d\u306e\u3001\u300c\u6210\u679c\u300d\u3068\u3044\u3046\u5358\u8a9e\u306e\u524d\u5f8c\u306b\u767b\u5834\u3057\u305f\u56de\u6570\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u5f8c\u306bGoogle\u306e\u30b5\u30b8\u30a7\u30b9\u30c8\u6a5f\u80fd\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3548 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/003.jpg\" alt=\"\" width=\"512\" height=\"296\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/003.jpg 512w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/003-300x173.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/003-370x214.jpg 370w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><br \/>\n\u3053\u306e\u5dee\u5206\u3092\u8003\u3048\u308b\u3068\u3001<strong><u>\u6210\u679c\u3068\u805e\u3044\u3066\u300c\u51fa\u305b\u308b\u30fb\u51fa\u3059\u30fb\u51fa\u308b\u300d\u300c\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6\u300d\u300c\u80fd\u529b\u300d\u304c\u51fa\u3066\u304f\u308b\u5974\u306f\u610f\u8b58\u9ad8\u3044\u7cfb\u3068\u8a00\u3048\u305d\u3046<\/u><\/strong>\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u65b0\u53527\u4eba\u306b\u5b9f\u9a13\u3057\u3066\u307f\u305f<\/h4>\n<p>\u610f\u8b58\u9ad8\u3044\u7cfb\u767a\u898b\u5668\u3092\u3055\u3063\u305d\u304f\u8a66\u305d\u3046\u3068\u601d\u3044\u3001\u307e\u3060\u3042\u307e\u308a\u7d61\u3081\u3066\u3044\u306a\u3044\u65b0\u53527\u4eba\u3067\u5b9f\u9a13\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_3970\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3549\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/006.jpg\" alt=\"\" width=\"462\" height=\"326\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/006.jpg 462w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/006-300x212.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/06\/006-354x250.jpg 354w\" sizes=\"(max-width: 462px) 100vw, 462px\" \/><figcaption class=\"wp-caption-text\">7\u4eba\u306e\u65b0\u5352\u3002<\/figcaption><\/figure>\n<p>\u5f7c\u3089\u306b\u300c\u6210\u679c\u3068\u8a00\u3048\u3070\u2026\uff1f\u300d\u3068\u805e\u304f\u3068\u3001\u305d\u308c\u305e\u308c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u56de\u7b54\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>\u6210\u679c\u3068\u8a00\u3048\u3070\u2026\uff1f\uff08\u300c\u51fa\u305b\u308b\u30fb\u51fa\u3059\u30fb\u51fa\u308b\u300d\u300c\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6\u300d\u300c\u80fd\u529b\u300d\u304c\u610f\u8b58\u9ad8\u3044\u7cfb\uff09\r\n\r\n\u8fbb\u5b50\u9f8d\u592a\u90ce\t\u58f2\u308a\u4e0a\u3052\u3001\u5951\u7d04\u6570\u3001\u4fa1\u5024\u306e\u63d0\u4f9b\u6570\u3001\u3046\u307e\u304f\u3044\u3063\u305f\u3001\u52aa\u529b\u3001\u7a4d\u307f\u91cd\u306d\u3001\u5b9f\u7e3e\u3001\u51fa\u3057\u305f\u3044\r\n\u5ee3\u9065\u99ac\t\t\u6210\u3057\u9042\u3052\u308b\u3001\u7d76\u5bfe\u7684\u306a\u57fa\u6e96\u3001<strong>\u51fa\u3055\u306a\u3051\u308c\u3070<\/strong>\u306a\u3089\u306a\u3044\u3001\u9054\u6210\u611f\u306b\u76f4\u7d50\u3059\u308b\u3001\u52aa\u529b\u306e\u898b\u8fd4\u308a\r\n\u4f50\u85e4\u6b69\u7f8e\t\t\u3064\u304f\u3063\u305f\u30e2\u30ce\u3001\u8a55\u4fa1\u3055\u308c\u305f\u3082\u306e\u3001\u671f\u9650\u5185\u306b\u51fa\u3059\u3082\u306e\u3001\u9054\u6210\u306e\u8a3c\r\n\u7b39\u4e95\u4fca\u5b8f\t\t\u6570\u5b57\u3001\u7d50\u679c\u3001\u52aa\u529b\u3001\u5831\u916c\u3001\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u3001\u6c57\r\n\u77f3\u539f\u88d5\u5df1\t\t\u898b\u305b\u308b\u3079\u304d\u3001\u9054\u6210\u3059\u308b\u3001\u6210\u9577\u306e\u8a3c\u3001\u4ed5\u4e8b\u306e\u7d50\u679c\u3001\u8a55\u4fa1\u306e\u57fa\u6e96\r\n\u6e21\u908a\u5927\u609f\t\t\u4f5c\u308b\r\n\u559c\u7d0d 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