{"id":943,"date":"2021-02-21T05:58:45","date_gmt":"2021-02-21T05:58:45","guid":{"rendered":"https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/?p=943"},"modified":"2021-02-21T11:23:48","modified_gmt":"2021-02-21T11:23:48","slug":"%e3%80%90%e6%9b%b8%e8%a9%95%e3%80%91%e3%80%8c%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%af%e8%a6%96%e5%8c%96%e5%85%a5%e9%96%80","status":"publish","type":"post","link":"https:\/\/plaza.umin.ac.jp\/shoei05\/index.php\/2021\/02\/21\/943\/","title":{"rendered":"\u3010\u66f8\u8a55\u3011\u300c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\u300d: How to \u3060\u3051\u3067\u306a\u304f\u53ef\u8996\u5316\u306e Mindset \u304c\u5206\u304b\u308b\u672c"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u8b1b\u8ac7\u793e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30d5\u30a3\u30af\u69d8((\u8b1b\u8ac7\u793e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30d5\u30a3\u30af\u3055\u3093 (@kspub_kodansha) \/ Twitter. Twitter. Accessed February 21, 2021. <a href=\"https:\/\/twitter.com\/kspub_kodansha\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/twitter.com\/kspub_kodansha<\/a>))\u3088\u308a\u3001\u5b9f\u8df5Data Science\u30b7\u30ea\u30fc\u30ba\u306e\u7b2c\u4e09\u6bb5\u300c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580((\u30ad\u30fc\u30e9\u30f3\u30fb\u30d2\u30fc\u30ea\u30fc. <em>\u5b9f\u8df5Data Science\u30b7\u30ea\u30fc\u30ba \u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580<\/em>. \u8b1b\u8ac7\u793e; 2021. <a href=\"https:\/\/www.amazon.co.jp\/dp\/4065164044\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.amazon.co.jp\/dp\/4065164044<\/a>))\u300d\u3092\u3054\u6075\u8d08\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left 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\">Table of Contents<\/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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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\" 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href=\"https:\/\/plaza.umin.ac.jp\/shoei05\/index.php\/2021\/02\/21\/943\/#%E7%9B%AE%E6%AC%A1%E3%81%A8%E7%89%B9%E5%BE%B4\" >\u76ee\u6b21\u3068\u7279\u5fb4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/plaza.umin.ac.jp\/shoei05\/index.php\/2021\/02\/21\/943\/#%E5%9C%B0%E7%90%86%E7%A9%BA%E9%96%93%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8F%AF%E8%A6%96%E5%8C%96%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\" >\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u3064\u3044\u3066<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/plaza.umin.ac.jp\/shoei05\/index.php\/2021\/02\/21\/943\/#%E3%83%8D%E3%82%AF%E3%82%B9%E3%83%88%E3%82%B9%E3%83%86%E3%83%83%E3%83%97%E3%81%A8%E3%81%97%E3%81%A6\" >\u30cd\u30af\u30b9\u30c8\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/plaza.umin.ac.jp\/shoei05\/index.php\/2021\/02\/21\/943\/#%E6%9C%80%E5%BE%8C%E3%81%AB\" >\u6700\u5f8c\u306b<\/a><\/li><\/ul><\/nav><\/div>\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\"><\/span>\u306f\u3058\u3081\u306b<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u79c1\u306f\u3001\u3053\u308c\u307e\u3067\u533b\u5b66\u95a2\u4fc2\u306e\u66f8\u7c4d\u3092\u3054\u6075\u8d08\u3044\u305f\u3060\u304f\u3053\u3068\u306f\u4f55\u5ea6\u304b\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u95a2\u4fc2\u306e\u66f8\u7c4d\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3060\u304f\u306e\u306f\u521d\u3081\u3066\u3067\u3059\u3002<\/p>\n\n\n\n<p>R \u306b\u521d\u3081\u3066\u51fa\u4f1a\u3063\u305f\u306e\u306f \u7d0410\u5e74\u524d\u306e\u533b\u5b66\u751f\u306e\u9803\u3067\u3057\u305f\u304c\u3001\u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306a\u3069\u306e\u74b0\u5883\u8a2d\u5b9a\u3084\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\u306e\u6bb5\u968e\u3067\u3001\u4f7f\u3044\u65b9\u304c\u3088\u304f\u5206\u304b\u3089\u305a\u3001\u5468\u308a\u306b\u76f8\u8ac7\u3067\u304d\u308b\u4eba\u3082\u3044\u306a\u304b\u3063\u305f\u305f\u3081\u3001\u3059\u3050\u306b\u632b\u6298\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u5927\u5b66\u9662\u306e\u9803\u306f SPSS \u3067\u89e3\u6790\u3092\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u3044\u3064\u304b R \u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u305f\u3044\u3068\u601d\u3044\u306a\u304c\u3089\u3001\u672c\u683c\u7684\u306b\u52c9\u5f37\u3057\u59cb\u3081\u305f\u306e\u304c\u535a\u58eb\u8ad6\u6587\u3092\u66f8\u304d\u4e0a\u3052\u305f\u3042\u3068\u306e2017\u5e74\u306e\u79cb\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>2016\u5e74\u306b\u8a95\u751f\u3057\u305f tidyverse\uff08\u30bf\u30a4\u30c7\u30a3\u30fc\u30f4\u30a1\u30fc\u30b9\uff09((Tidyverse. Accessed February 21, 2021. <a href=\"https:\/\/www.tidyverse.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.tidyverse.org\/<\/a>)) \u3082\u5f90\u3005\u306b\u666e\u53ca\u3057\u59cb\u3081\u3066\u30012018\u5e74\u306b\u767a\u58f2\u3055\u308c\u305f\u5b87\u5b99\u672c((\u677e\u6751\u512a\u54c9, \u6e6f\u8c37\u5553\u660e, \u7d00\u30ce\u5b9a\u4fdd\u793c, \u524d\u7530\u548c\u5bdb. <em>R\u30e6\u30fc\u30b6\u306e\u305f\u3081\u306eRStudio[\u5b9f\u8df5]\u5165\u9580\u2212tidyverse\u306b\u3088\u308b\u30e2\u30c0\u30f3\u306a\u5206\u6790\u30d5\u30ed\u30fc\u306e\u4e16\u754c\u2212<\/em>. \u6280\u8853\u8a55\u8ad6\u793e; 2018. <a href=\"https:\/\/www.amazon.co.jp\/dp\/4774198536\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.amazon.co.jp\/dp\/4774198536<\/a>))\u304c\u79c1\u306eR\u306b\u5bfe\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3092\u5927\u304d\u304f\u5909\u3048\u3066\u304f\u308c\u307e\u3057\u305f\u3002\u305d\u306e\u5f8c\u3082\u7814\u947d\u3092\u3064\u3065\u3051\u3066\u3001\u3044\u3088\u3044\u3088\u6075\u8d08\u3044\u305f\u3060\u3051\u308b\u8eab\u306b\u306a\u3063\u305f\u3053\u3068\u3092\u5927\u5909\u611f\u6168\u6df1\u304f\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u3055\u3066\u3001\u3053\u3061\u3089\u306e\u300c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\u300d\u306f\u3001\u300cData Visualization A practical introduction\u300d((<em>Data Visualization<\/em>. Accessed February 21, 2021. <a href=\"https:\/\/socviz.co\/\">https:\/\/socviz.co\/<\/a>))\u306e\u7ffb\u8a33\u66f8\u3067\u3059\u3002\u82f1\u8a9e\u306e\u539f\u8457\u306f\u30cd\u30c3\u30c8\u4e0a\u3067\u3082\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u5185\u5bb9\u3092\u307e\u305a\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u305d\u3061\u3089\u3092\u53c2\u8003\u306b\u3055\u308c\u3066\u3082\u826f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u3053\u306e\u672c\u306f\u3001\u5b66\u751f\u3084\u5b9f\u52d9\u5bb6\u304c\u30c7\u30fc\u30bf\u3092\u5b9a\u91cf\u7684\u53ef\u8996\u5316\u3057\u3066\u7814\u7a76\u7d50\u679c\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<br>\u30fbR\u3068ggplot2\u3092\u4f7f\u7528\u3057\u305f\u30cf\u30f3\u30ba\u30fb\u30aa\u30f3\u5f62\u5f0f\u306e\u5b9f\u8df5\u7684\u306a\u5165\u9580\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<br>\u30fbtidyverse\u3092\u4f7f\u3046\u3053\u3068\u3067R\u306e\u4f5c\u696d\u3092\u3088\u308a\u7c21\u5358\u306b\u3001\u3088\u308a\u4e00\u8cab\u6027\u306e\u3042\u308b\u3082\u306e\u306b\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3059\u3002<br>\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30b3\u30fc\u30c9\u3001\u95a2\u6570\u304c\u542b\u307e\u308c\u305f\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002<br>\u2015\u2015\u30a8\u30ea\u30b6\u30d9\u30b9\u30fb\u30d6\u30eb\u30c3\u30d5(Elizabeth Bruch) \u30df\u30b7\u30ac\u30f3\u5927\u5b66<\/p><\/blockquote>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u672c\u66f8\u306fData Visualization(<a href=\"https:\/\/t.co\/m6B6vBMoBv\">https:\/\/t.co\/m6B6vBMoBv<\/a> )\u306e\u5168\u8a33\u3067\u3059\u3002Kieran Healy\u306f\u30c7\u30e5\u30fc\u30af\u5927\u5b66\u306e\u6559\u6388\uff08\u793e\u4f1a\u5b66\uff09\u3067\u3059\u3002\u30d6\u30ed\u30b0\uff08<a href=\"https:\/\/t.co\/ryYO2N0dAQ\">https:\/\/t.co\/ryYO2N0dAQ<\/a> \uff09\u3067\u306f\u793e\u4f1a\u5b66\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u8a71\u984c\u306b\u3064\u3044\u3066\u89e3\u8aac\u3084\u8003\u5bdf\u3092\u52a0\u3048\u8a18\u4e8b\u3092\u591a\u304f\u6295\u7a3f\u3057\u3001ggplot\u306b\u3088\u308b\u56f3\u3084R\u30b3\u30fc\u30c9\u304c\u6dfb\u3048\u3089\u308c\u3066\u3044\u307e\u3059&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354103409058619392?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<p>\u7ffb\u8a33\u66f8\u3067\u3042\u308b\u672c\u66f8\u306e\u5916\u88c5\u3084\u30ec\u30a4\u30a2\u30a6\u30c8\u306f\u3001\u516c\u5f0f\u306etwitter\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">\u4e2d\u8eab\u306f\u3053\u3093\u306a\u611f\u3058\u3067\u3059\u3002\u539f\u66f8\u3068\u540c\u3058\u672c\u6587\u30ec\u30a4\u30a2\u30a6\u30c8\u306b\u3057\u307e\u3057\u305f\u3002 <a href=\"https:\/\/t.co\/ldRIggsNmY\">pic.twitter.com\/ldRIggsNmY<\/a><\/p>&mdash; \u8b1b\u8ac7\u793e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30d5\u30a3\u30af\ud83d\udd8b\ufe0f\ud83d\udcd4 (@kspub_kodansha) <a href=\"https:\/\/twitter.com\/kspub_kodansha\/status\/1352407594346799105?ref_src=twsrc%5Etfw\">January 22, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%9B%AE%E6%AC%A1%E3%81%A8%E7%89%B9%E5%BE%B4\"><\/span>\u76ee\u6b21\u3068\u7279\u5fb4<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image2-1024x538.jpg\" alt=\"\" class=\"wp-image-1042\" srcset=\"https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image2-1024x538.jpg 1024w, https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image2-300x158.jpg 300w, https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image2-768x403.jpg 768w, https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image2.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image3-1024x538.jpg\" alt=\"\" class=\"wp-image-1043\" srcset=\"https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image3-1024x538.jpg 1024w, https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image3-300x158.jpg 300w, https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image3-768x403.jpg 768w, https:\/\/plaza.umin.ac.jp\/shoei05\/wp\/wp-content\/uploads\/2021\/02\/image3.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u7b2c1\u7ae0 \u30c7\u30fc\u30bf\u3092\u898b\u308b<br>\u7b2c2\u7ae0 \u3055\u3042, \u59cb\u3081\u3088\u3046!<br>\u7b2c3\u7ae0 \u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u308b<br>\u7b2c4\u7ae0 \u6b63\u3057\u3044\u6570\u5024\u306e\u793a\u3057\u65b9<br>\u7b2c5\u7ae0 \u30c7\u30fc\u30bf\u306e\u6574\u5f62\u30fb\u30e9\u30d9\u30eb\u30fb\u30e1\u30e2\u306e\u8ffd\u52a0<br>\u7b2c6\u7ae0 \u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<br>\u7b2c7\u7ae0 \u5730\u56f3\u3092\u63cf\u753b\u3059\u308b<br>\u7b2c8\u7ae0 \u30d7\u30ed\u30c3\u30c8\u3092\u6574\u3048\u308b<br>\u4ed8\u9332A<\/p><\/blockquote>\n\n\n\n<p>\u300c\u306a\u305c\u30c7\u30fc\u30bf\u3092\u898b\u308b\u306e\u304b\u300d\u3068\u3044\u3046\uff11\u7bc0\u304b\u3089\u59cb\u307e\u308b\u300c\u30c7\u30fc\u30bf\u3092\u898b\u308b\u300d\u3068\u3044\u3046\uff11\u7ae0\u304c\u3001\u672c\u66f8\u306e\u307e\u305a\u6700\u521d\u306b\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u6700\u8fd1\u306f\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u3082\u30b0\u30b0\u308c\u3070\u3059\u3050\u306b\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3082\u5897\u3048\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u691c\u7d22\u3057\u305f\u30da\u30fc\u30b8\u306b\u306f\u624b\u9806\u306f\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u601d\u8003\u6cd5\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u7a00\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u66f8\u306e\u7279\u5fb4\u306f\u3001\u65e2\u306b\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u591a\u304f\u306e\u66f8\u8a55((das_Kino. \u3010\u66f8\u8a55\u3011\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580. nora_goes_far. Published 1611638505. Accessed February 21, 2021. <a href=\"https:\/\/das-kino.hatenablog.com\/entry\/2021\/01\/26\/142145\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/das-kino.hatenablog.com\/entry\/2021\/01\/26\/142145<\/a>))((\u66f8\u8a55\u300c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\u300d\uff5cMaxwell\uff5cnote. note\uff08\u30ce\u30fc\u30c8\uff09. Accessed February 21, 2021. <a href=\"https:\/\/note.com\/maxwell\/n\/nab38d2b5648c\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/note.com\/maxwell\/n\/nab38d2b5648c<\/a>))((ill-identified. [\u66f8\u8a55]\u300e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\u300f\u3068\u6700\u8fd1\u306e R \u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30d1\u30c3\u30b1\u30fc\u30b8\u4e8b\u60c5. ill-identified diary. Published 1612359634. Accessed February 21, 2021. <a href=\"https:\/\/ill-identified.hatenablog.com\/entry\/2021\/02\/03\/224034\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/ill-identified.hatenablog.com\/entry\/2021\/02\/03\/224034<\/a>))((\u30c7\u30fc\u30bf\u5206\u6790\u8005\u3055\u3093\u4ee5\u5916\u306b\u3082\u304a\u3059\u3059\u3081\u3057\u305f\u3044\u300e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\u300f\uff5chanaori\uff5cnote. note\uff08\u30ce\u30fc\u30c8\uff09. Accessed February 21, 2021. <a href=\"https:\/\/note.com\/hanaori\/n\/ne3ef7b898a62\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/note.com\/hanaori\/n\/ne3ef7b898a62<\/a>))\u3067\u8a00\u53ca\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001<strong>How To \u3060\u3051\u3067\u306f\u306a\u304f\u3001\u53ef\u8996\u5316\u306e Mindset (Why) \u306b\u8a18\u8f09\u304c\u3042\u308b<\/strong>\u3053\u3068\u306b\u5927\u304d\u306a\u4fa1\u5024\u304c\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u672c\u66f8\u306e\u9b45\u529b\u306f\u300c\u30c7\u30fc\u30bf\u3092\u3069\u3046\u3084\u3063\u3066\u53ef\u8996\u5316\u3059\u308b\u306e\u304b\u300d\u306b\u95a2\u3059\u308b\u5177\u4f53\u7684\u306a\u624b\u9806\uff08\u4f5c\u56f3\u306e\u6280\u8853\uff09\u3092\u4e01\u5be7\u306b\u89e3\u8aac\u3059\u308b\u3053\u3068\u3068\u3001\u300c\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308b\u3068\u306f\u3044\u3063\u305f\u3044\u3069\u3046\u3044\u3046\u3053\u3068\u304b\u3001\u306a\u305c\u305d\u3046\u3059\u308b\u306e\u304b\u300d\uff08\u4f5c\u56f3\u306e\u601d\u8003\u6cd5\uff09\u3092\u4f1d\u3048\u308b\u3053\u3068\u3092\u540c\u6642\u306b\u3084\u3063\u3066\u306e\u3051\u3066\u3044\u308b\u70b9\u3067\u3059\u3002&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354103956998262784?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u3088\u304f\u306a\u3044\u30b0\u30e9\u30d5\u306f\u3069\u3053\u306b\u3067\u3082\u8ee2\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u3088\u308a\u3088\u3044\u30b0\u30e9\u30d5\u306f\u624b\u306e\u5c4a\u304f\u3068\u3053\u308d\u306b\u3042\u308a\u307e\u3059\u3002\u5b9f\u969b\u7684\u306a\u30c7\u30b6\u30a4\u30f3\u3084\u53ef\u8996\u5316\u306e\u554f\u984c\u306b\u76f4\u9762\u3057\u305f\u5834\u5408\u306b\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u4e2d\u304b\u3089\u554f\u984c\u70b9\u306e\u89e3\u6c7a\u7b56\u3092\u898b\u3064\u3051\u51fa\u3057\u305f\u308a\u3001\u81ea\u5206\u305f\u3061\u306e\u624b\u3067\u305d\u306e\u4ee3\u308f\u308a\u306b\u306a\u308b\u89e3\u7b54\u3092\u5c0e\u304d\u51fa\u3057\u305f\u308a\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093&quot; <a href=\"https:\/\/t.co\/iIcPnhYrW3\">https:\/\/t.co\/iIcPnhYrW3<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354094293657546753?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u57fa\u672c\u7684\u306a\u8a71\u3067\u6050\u7e2e\u3067\u3059\u304c\u3001ggplot2\u306e\u4f7f\u3044\u65b9\u3068\u3057\u3066\u3001<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">p <span class=\"hljs-tag\">&lt;<span class=\"hljs-name\">-<\/span> <span class=\"hljs-attr\">ggplot<\/span>(<span class=\"hljs-attr\">mtcars<\/span>, <span class=\"hljs-attr\">aes<\/span>(<span class=\"hljs-attr\">x<\/span> = <span class=\"hljs-string\">as.factor(gear)))<\/span> +\n  <span class=\"hljs-attr\">geom_bar<\/span>()\n<span class=\"hljs-attr\">p<\/span><\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>\u3068\u539f\u578b\u3092\u4f5c\u6210\u3057\u3066\u304b\u3089\u3001\u4e00\u5ea6\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u304a\u304d\u3001<\/p>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">p2 &lt;- p + coord_flip()\np2\n\np3 &lt;- p2 + theme_bw()\np3<\/code><\/span><\/pre>\n\n\n<p>\u3068\u3001\u9806\u3092\u8ffd\u3063\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4fdd\u5b58\u3057\u3066\u78ba\u8a8d\u3057\u3066\u3044\u304f\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u672c\u66f8\u3067\u306f\u300c\u306a\u305c\u300d\u305d\u3046\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u3082\u8a00\u53ca\u3057\u306a\u304c\u3089\u3001\u3053\u306e\u65b9\u6cd5\u3092\u63a8\u5968\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u81ea\u4f53\u306f\u3001\u672c\u66f8\u4ee5\u5916\u306e\u591a\u304f\u306e\u8a18\u4e8b\u306b\u3082\u8a18\u8f09\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u7406\u7531\u3084\u8003\u3048\u65b9\u306b\u3064\u3044\u3066\u8a18\u8f09\u3057\u3066\u3044\u308b\u3082\u306e\u306f\u5c11\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u79c1\u81ea\u8eab\u3001\u76ee\u7684\u306e\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306e\u307f\u306b\u4e3b\u773c\u3092\u304a\u3044\u3066\u3001\u4e00\u6c17\u306b ggplot2 \u306e\u69cb\u6587\u3092\u8db3\u3057\u5408\u308f\u305b\u3066\u3001\u6700\u7d42\u7523\u7269\u306e\u307f\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3053\u3068\u3092\u3088\u304f\u884c\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u3053\u306e\u65b9\u6cd5\u3060\u3068\u3001\u69cb\u9020\u30fb\u6587\u6cd5\u3092\u610f\u8b58\u3057\u306a\u304c\u3089\u5c11\u3057\u305a\u3064\u8db3\u3057\u5408\u308f\u305b\u3066\u3044\u304f\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u601d\u8003\u904e\u7a0b\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u3057\u307e\u3044\u3001\u53ef\u8996\u5316\u306b\u5bfe\u3059\u308b\u8003\u3048\u65b9\u3092\u91b8\u6210\u3057\u3066\u3044\u304f\u304d\u3063\u304b\u3051\u3092\u524a\u3044\u3067\u3057\u307e\u3063\u3066\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3001\u3068\u3044\u3046\u3053\u3068\u306b\u7559\u610f\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;ggplot\u306e\u672c\u5f53\u306e\u5f37\u307f\u306f\u305d\u308c\u3092\u652f\u3048\u308b\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u306e\u6587\u6cd5\u306b\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u6587\u6cd5\u306f\u30b0\u30e9\u30d5\u306e\u4f5c\u308a\u65b9\u306b\u3088\u3089\u305a\u3001\u30b0\u30e9\u30d5\u3092\u8aad\u307f\u53d6\u3063\u3066\u89e3\u91c8\u3059\u308b\u305f\u3081\u306e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u30b0\u30e9\u30d5\u306e\u69cb\u9020\u3092\u89e3\u5256\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u7c21\u5358\u306b\u305d\u308c\u3092\u81ea\u5206\u306e\u624b\u3067\u518d\u73fe\u3059\u308b\u30b3\u30fc\u30c9\u306e\u6982\u8981\u3092\u30b9\u30b1\u30c3\u30c1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354098100403539969?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9C%B0%E7%90%86%E7%A9%BA%E9%96%93%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8F%AF%E8%A6%96%E5%8C%96%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span>\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u3064\u3044\u3066<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u79c1\u3082\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4eba\u9593\u3068\u3057\u3066\u3001\u53ef\u8996\u5316\u3059\u308b\u969b\u306e\u5fc3\u304c\u3051\u3068\u3057\u3066\u306e\u8003\u3048\u65b9\u306f\u3001\u3068\u3066\u3082\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u30c7\u30fc\u30bf\u304c\u7279\u5b9a\u306e\u7a7a\u9593\u5358\u4f4d\u3067\u53ce\u96c6\u3055\u308c\u305f\u308a\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3055\u308c\u305f\u5834\u5408\u3067\u3042\u3063\u3066\u3082\u3001\u5730\u56f3\u3092\u8868\u793a\u3059\u308b\u306e\u304c\u6700\u5584\u306e\u624b\u6cd5\u306a\u306e\u304b\u3092\u5e38\u306b\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u591a\u304f\u306e\u5dde\u3084\u90e1\u3001\u56fd\u306e\u30c7\u30fc\u30bf\u306f\u3001\u305d\u308c\u81ea\u4f53\u3092\u8868\u3059\u5730\u7406\u7684\u306a\u7a7a\u9593\u9818\u57df\u3092\u793a\u3059\u3053\u3068\u306b\u306a\u308a\u3001\u9069\u5207\u306a\u7a7a\u9593\u9818\u57df\u3092\u8868\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354091926970978304?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u5831\u544a\u5185\u5bb9\u306e\u308f\u305a\u304b\u306a\u9055\u3044\u304c\u30c7\u30fc\u30bf\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u65b9\u6cd5\u3068\u7d44\u307f\u5408\u308f\u3055\u308b\u3053\u3068\u3067\u3001\u7a7a\u9593\u7684\u306b\u8aa4\u89e3\u3092\u62db\u304f\u3088\u3046\u306a\u3001\u5b9f\u8cea\u7684\u306b\u8aa4\u3063\u305f\u7d50\u679c\u3092\u5c0e\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u2026\u7279\u306b\u5730\u56f3\u306f\u3053\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u304f\u3001\u53ef\u8996\u5316\u3057\u305f\u5f8c\u306b\u554f\u984c\u70b9\u3092\u691c\u51fa\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354090344996982784?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%8D%E3%82%AF%E3%82%B9%E3%83%88%E3%82%B9%E3%83%86%E3%83%83%E3%83%97%E3%81%A8%E3%81%97%E3%81%A6\"><\/span>\u30cd\u30af\u30b9\u30c8\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u672c\u66f8\u3067\u306f\uff12\u3064\u306e\u9053\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u4e00\u3064\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u7df4\u7fd2\u3092\u7d9a\u3051\u308b\u3053\u3068\u3001\u3082\u3046\u4e00\u3064\u306f\u4ed6\u306e\u4eba\u304c\u4f5c\u3063\u305f\u30b0\u30e9\u30d5\u3092\u307f\u3066\u3001\u672c\u66f8\u3067\u5b66\u3093\u3060\u5185\u5bb9\u3092\u6d3b\u304b\u3057\u3066\u3001\u56f3\u306e\u69cb\u9020\u3068\u3068\u3082\u306b\u3001\u6697\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u69cb\u9020\u306b\u3082\u610f\u8b58\u3092\u3057\u3066\u307f\u308b\u3001\u3068\u3044\u3046\u9053\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u524d\u8005\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u304a\u3051\u308b\u6b21\u306e\u6559\u79d1\u66f8\u3068\u3057\u3066\u3001tidyverse\u306b\u3064\u3044\u3066\u3088\u308a\u8a73\u3057\u304f\u89e3\u8aac\u306e\u3042\u308b\u300cR\u3067\u306f\u3058\u3081\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9((Wickham H, Grolemund G, \u5927\u6a4b\u771f\u4e5f. <em>R\u3067\u306f\u3058\u3081\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9<\/em>. \u30aa\u30e9\u30a4\u30ea\u30fc\u30b8\u30e3\u30d1\u30f3; 2017. <a href=\"https:\/\/www.amazon.co.jp\/dp\/487311814X\">https:\/\/www.amazon.co.jp\/dp\/487311814X<\/a>))\u300d\u3068\u300cR Programming for Data Science((1. R Programming for Data Science. Accessed February 21, 2021. <a href=\"https:\/\/bookdown.org\/rdpeng\/rprogdatascience\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bookdown.org\/rdpeng\/rprogdatascience\/<\/a>))\u300d\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u300cR\u3067\u306f\u3058\u3081\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u300d\u3092\u59cb\u3081\u3068\u3059\u308b\u30aa\u30e9\u30a4\u30ea\u30fc\u30b8\u30e3\u30d1\u30f3\u793e\u306e\u66f8\u7c4d\u306f\u3060\u3044\u305f\u3044\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u3069\u308c\u3082\u305d\u306e\u539a\u3055\u306b\u5727\u5012\u3055\u308c\u305d\u3046\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u4e2d\u8eab\u306f\u3068\u3066\u3082\u8aad\u307f\u3084\u3059\u304f\u3001\u5206\u304b\u308a\u3084\u3059\u3044\u5185\u5bb9\u306a\u306e\u3067\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\uff08\u672c\u66f8\u3092\u8aad\u3093\u3060\uff09\u3042\u306a\u305f\u304c\u3001\u3055\u3089\u306b\u524d\u306b\u9032\u3080\u306b\u306f\u4e3b\u306b2\u3064\u306e\u9053\u7b4b\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u3001\u81ea\u4fe1\u3092\u6301\u3063\u3066\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u7df4\u7fd2\u3092\u7d9a\u3051\u3066\u3044\u304f\u3053\u3068\u3067\u3059\u20262\u756a\u76ee\u306e\u9053\u306f\u3001\u4ed6\u4eba\u304c\u4f5c\u3063\u305f\u30b0\u30e9\u30d5\u3092\u898b\u3066\u8003\u3048\u308b\u3053\u3068\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u6700\u521d\u304b\u3089\u30b3\u30fc\u30c9\u304c\u4e00\u7dd2\u306b\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u4f8b\u3060\u3051\u3092\u898b\u3066\u3044\u3066\u306f\u3044\u3051\u307e\u305b\u3093&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354095496608944130?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u6b21\u306b\u6765\u308b\u6559\u79d1\u66f8\u306f\u300eR\u3067\u306f\u3058\u3081\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9(<a href=\"https:\/\/t.co\/YPUiAzPrbT\">https:\/\/t.co\/YPUiAzPrbT<\/a> )\u300f\u3067\u3059\u3002\u672c\u66f8\u3067\u306f\u591a\u5c11\u89e6\u308c\u307e\u3057\u305f\u304c\u8a73\u7d30\u306b\u306ftidyverse\u306e\u69cb\u6210\u8981\u7d20\u306b\u3064\u3044\u3066\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4ed6\u306e\u304a\u52e7\u3081\u3067\u304d\u308b\u30c6\u30ad\u30b9\u30c8\u306f\u300cR Programming for Data Science<br>(<a href=\"https:\/\/t.co\/MyxSiWNSZN\">https:\/\/t.co\/MyxSiWNSZN<\/a> )\u300d\u3067\u3059\u3002&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354096864451158016?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<p>\u4ed6\u4eba\u306e\u30b0\u30e9\u30d5\u3092\u307f\u306a\u304c\u3089\u52c9\u5f37\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001ggplot\u3068\u4ed6\u306eR\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u63cf\u304b\u308c\u305f\u3044\u308d\u3044\u308d\u306a\u7a2e\u985e\u306e\u30b0\u30e9\u30d5\u3092\u96c6\u3081\u305f\u300cThe R Graph Gallery((Holtz Y. The R Graph Gallery \u2013 Help and inspiration for R charts. The R Graph Gallery. Accessed February 21, 2021. <a href=\"https:\/\/r-graph-gallery.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/r-graph-gallery.com\/<\/a>))\u300d\u3068\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306b\u95a2\u3059\u308b\u591a\u304f\u306e\u30c8\u30d4\u30c3\u30af\u3092\u6271\u3063\u3066\u3044\u308b\u300cPolicy Viz((Learn Data Visualization &amp; Better Presentation | Policy Viz. PolicyViz. Accessed February 21, 2021. <a href=\"https:\/\/policyviz.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/policyviz.com\/<\/a>))\u300d\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u4ed6\u306e\u4eba\u304c\u4f5c\u3063\u305f\u3088\u3044\u30d7\u30ed\u30c3\u30c8\u3092\u898b\u308b\u6642\u306b\u306f\u3001\u56f3\u306e\u4e2d\u8eab\u3092\u898b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u56f3\u306e\u660e\u793a\u7684\u306a\u69cb\u9020\u3068\u3068\u3082\u306b\u3001\u6697\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u69cb\u9020\u306b\u3082\u5c11\u3057\u305a\u3064\u76ee\u3092\u6163\u3089\u3057\u3066\u3044\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u3069\u306e\u5909\u6570\u304c\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u8272\u30fb\u5857\u308a\u3064\u3076\u3057\u30fb\u5f62\u30fb\u30e9\u30d9\u30eb\u3001\u3069\u306e\u3088\u3046\u306ageom\u95a2\u6570\u304c\u5fc5\u8981\u304b\u2026&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354093594236178433?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u300cThe R Graph Gallery(<a href=\"https:\/\/t.co\/AanZICd1fv\">https:\/\/t.co\/AanZICd1fv<\/a> )\u300d\u3068\u3044\u3046\u30b5\u30a4\u30c8\u3067\u306fggplot\u3068\u4ed6\u306eR\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u63cf\u304b\u308c\u305f\u3044\u308d\u3044\u308d\u306a\u7a2e\u985e\u306e\u30b0\u30e9\u30d5\u3092\u96c6\u3081\u305f\u4fbf\u5229\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002\u300cPolicy Viz\uff08<a href=\"https:\/\/t.co\/2MaVpek6mS\">https:\/\/t.co\/2MaVpek6mS<\/a> \uff09\u300d\u306f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306b\u95a2\u3059\u308b\u591a\u304f\u306e\u30c8\u30d4\u30c3\u30af\u3092\u6271\u3063\u3066\u3044\u307e\u3059&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354097474500136962?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<p>\u3088\u308a\u6df1\u304f\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u5b66\u3073\u305f\u3044\u5834\u5408\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u9014\u8cc7\u6599\u304c\u5fc5\u8981\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u6700\u8fd1\u4eba\u6c17\u306e\u51fa\u3066\u3044\u308b sf \u30d1\u30c3\u30b1\u30fc\u30b8((yutannihilation. R\u3067GIS\u3092\u3084\u308b\u3068\u304d\u306b\u306fsf\u30d1\u30c3\u30b1\u30fc\u30b8\u3001\u3068\u3044\u3046\u4e16\u306e\u4e2d\u306b\u306a\u308b\u3089\u3057\u3044\u3002. Technically, technophobic. Published 1483706013. Accessed February 21, 2021. <a href=\"https:\/\/notchained.hatenablog.com\/entry\/2017\/01\/06\/213333\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/notchained.hatenablog.com\/entry\/2017\/01\/06\/213333<\/a>)) \u306f\u307e\u3060\u3069\u306e\u66f8\u7c4d\u306b\u3082\u89e3\u8aac\u306f\u5c11\u306a\u3044\u5370\u8c61\u3067\u3059\uff08\u30aa\u30b9\u30b9\u30e1\u304c\u3042\u3063\u305f\u3089\u6559\u3048\u3066\u4e0b\u3055\u3044\uff09\u3002\u79c1\u306f\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u300cR\u306b\u3088\u308b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u89e3\u6790\u5165\u9580((Brunsdon C, Comber L. <em>R\u306b\u3088\u308b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u89e3\u6790\u5165\u9580<\/em>. \u5171\u7acb\u51fa\u7248; 2018. <a href=\"https:\/\/www.amazon.co.jp\/dp\/4320124391\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.amazon.co.jp\/dp\/4320124391<\/a>))&nbsp;\u300d\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305f\u3060\u3001\u3053\u306e\u672c\u3082sf \u304c\u767b\u5834\u3059\u308b\u4ee5\u524d\u306b\u66f8\u304b\u308c\u305f\u3082\u306e\u3067\u3042\u308a\u3001sf \u95a2\u9023\u306e\u8a71\u984c\u306f appendix \u306b\u8a18\u8f09\u304c\u3042\u308b\u306e\u307f\u3067\u3059\u3002\u4e0a\u8ff0\u306e\u672c\u306e\u8a33\u8005\u3067\u3042\u308b @yutannihilation\u3055\u3093((Hiroaki Yutani\u3055\u3093 (@yutannihilation) \/ Twitter. Twitter. Accessed February 21, 2021. <a href=\"https:\/\/twitter.com\/yutannihilation\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/twitter.com\/yutannihilation<\/a>))\u306b\u67d0\u30b3\u30df\u30e5\u30cb\u30c6\u30a3((r-wakalang \u3078\u3088\u3046\u3053\u305d. Qiita. Accessed February 21, 2021. <a href=\"https:\/\/qiita.com\/uri\/items\/5583e91bb5301ed5a4ba\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/qiita.com\/uri\/items\/5583e91bb5301ed5a4ba<\/a>))\u3067\u304a\u4f3a\u3044\u3057\u305f\u969b\u306b\u306f\u3001Geocomputation with R((Muenchow RL Jakub Nowosad, Jannes. <em>Geocomputation with R<\/em>. Accessed February 21, 2021. <a href=\"https:\/\/geocompr.robinlovelace.net\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/geocompr.robinlovelace.net\/<\/a>))\uff08\u82f1\u8a9e\uff09\u3068R\u3092\u4f7f\u3063\u305f\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3068\u5206\u6790((\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u57fa\u672c | R\u3092\u4f7f\u3063\u305f\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3068\u5206\u6790. Accessed February 21, 2021. <a href=\"https:\/\/tsukubar.github.io\/r-spatial-guide\/introduction.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/tsukubar.github.io\/r-spatial-guide\/introduction.html<\/a>))\uff08\u65e5\u672c\u8a9e\uff09\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30b5\u30dd\u30fc\u30c8\u30da\u30fc\u30b8\u3067\u6b63\u8aa4\u8868\u304c\u968f\u6642\u66f4\u65b0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">\u767a\u58f2\u304b\u3089\u4e00\u9031\u9593\u8db3\u3089\u305a\u3067\u3059\u304c\u3001\u591a\u304f\u306e\u65b9\u306e\u624b\u306b\u5c4a\u3044\u3066\u3044\u308b\u3088\u3046\u3067\u5b09\u3057\u3044\u3067\u3059\u3002<br>\u898b\u3064\u304b\u3063\u305f\u8aa4\u308a\u306b\u95a2\u3057\u3066\u306f\u304a\u8a6b\u3073\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002<br>\u30b5\u30dd\u30fc\u30c8\u30da\u30fc\u30b8\u306b\u3066\u6b63\u8aa4\u8868\u3092\u7528\u610f\u3057\u3066\u3042\u308a\u307e\u3059\u3002<br><br>\u307e\u305f\u3001\u5831\u544a\u7528\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<br>\u300c\u8aa4\u690d\u300d\u300c\u30b3\u30fc\u30c9\u300d\u300c\u305d\u306e\u4ed6\u300d\u306b\u5206\u3051\u3066\u3044\u307e\u3059\u306e\u3067\u3054\u6d3b\u7528\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002 <a href=\"https:\/\/t.co\/FbiXYpFQf1\">https:\/\/t.co\/FbiXYpFQf1<\/a> <a href=\"https:\/\/t.co\/DI5l1INV4l\">pic.twitter.com\/DI5l1INV4l<\/a><\/p>&mdash; Uryu Shinya (@u_ribo) <a href=\"https:\/\/twitter.com\/u_ribo\/status\/1356930485818036224?ref_src=twsrc%5Etfw\">February 3, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E5%BE%8C%E3%81%AB\"><\/span>\u6700\u5f8c\u306b<span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3092\u76ee\u306b\u3057\u305f\u3068\u304d\u3001\u305d\u308c\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u9069\u5207\u306b\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u3082\u306e\u306f\u3001\u6c7a\u3057\u3066\u65b9\u6cd5\u30fb\u6280\u8853\u3060\u3051\u3067\u306f\u6210\u3057\u9042\u3052\u3089\u308c\u307e\u305b\u3093\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u7df4\u7fd2\u3068\u3001\u4ed6\u4eba\u306e\u4f5c\u3063\u305f\u30b0\u30e9\u30d5\u3092\u898b\u3066\u5b66\u3076\u3068\u304d\u3082\u3001\u53ef\u8996\u5316\u306b\u5bfe\u3059\u308b\u8003\u3048\u65b9\u30fb\u601d\u8003\u6cd5\u304c\u5fc5\u8981\u3067\u3059\u3002\u672c\u66f8\u3067\u5b66\u3079\u308b\u3088\u3046\u306a\u601d\u8003\u6cd5\u304c\u3001\u53ef\u8996\u5316\u306e\u305f\u3081\u306eMindset\u3068\u3057\u3066\u3001\u751f\u6daf\u5b66\u7fd2\u306e\u790e\u3068\u306a\u308a\u5f79\u7acb\u3064\u3060\u308d\u3046\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\"><p lang=\"ja\" dir=\"ltr\">&quot;\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3092\u884c\u3046\u969b\u306b\u3001\u53ef\u8996\u5316\u306f\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u3042\u308b\u7279\u5fb4\u3092\u7099\u308a\u51fa\u3057\u307e\u3059\u3002\u53ef\u8996\u5316\u306f\u3001\u3042\u306a\u305f\u304c\u76f4\u9762\u3057\u305f\u907f\u3051\u3089\u308c\u306a\u3044\u904e\u3061\u306e\u767a\u898b\u3068\u305d\u306e\u4fee\u6b63\u3092\u52a9\u3051\u3066\u304f\u308c\u307e\u3059\u3002\u305d\u3057\u3066\u30a2\u30a4\u30c7\u30a2\u3068\u305d\u308c\u306b\u5bfe\u3059\u308b\u826f\u3044\u30c7\u30fc\u30bf\u3092\u6301\u3063\u3066\u3044\u308b\u3068\u304d\u306b\u3001\u672c\u66f8\u3067\u5b66\u3093\u3067\u304d\u305f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u304c\u5f79\u306b\u7acb\u3064\u3067\u3057\u3087\u3046\u3002&quot; <a href=\"https:\/\/t.co\/iIcPnhGQxt\">https:\/\/t.co\/iIcPnhGQxt<\/a><\/p>&mdash; Shoei (@shoei05) <a href=\"https:\/\/twitter.com\/shoei05\/status\/1354099694033543168?ref_src=twsrc%5Etfw\">January 26, 2021<\/a><\/blockquote><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u8b1b\u8ac7\u793e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30d5\u30a3\u30af\u69d8((\u8b1b\u8ac7\u793e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30d5\u30a3\u30af\u3055\u3093 (@kspub_kodansha) \/ Twitter. Twitter. Accessed February 21, 2021. https:\/\/twitte [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1026,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[4],"tags":[],"class_list":["post-943","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-rstudio"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u66f8\u8a55\u3011\u300c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\u300d: How to \u3060\u3051\u3067\u306a\u304f\u53ef\u8996\u5316\u306e Mindset \u304c\u5206\u304b\u308b\u672c - shoei05<\/title>\n<meta name=\"description\" content=\"\u8b1b\u8ac7\u793e\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30d5\u30a3\u30af\u69d8\u3088\u308a\u3001\u5b9f\u8df5Data 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