{"id":397,"date":"2019-06-22T23:07:47","date_gmt":"2019-06-22T14:07:47","guid":{"rendered":"https:\/\/obenkyolab.com\/?p=397"},"modified":"2020-05-19T22:56:17","modified_gmt":"2020-05-19T13:56:17","slug":"python%e3%81%a7%e5%ba%a6%e6%95%b0%e5%88%86%e5%b8%83%e8%a1%a8%e4%bd%9c%e6%88%90","status":"publish","type":"post","link":"https:\/\/obenkyolab.com\/?p=397","title":{"rendered":"\u3010Python\u3011\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u4f5c\u6210"},"content":{"rendered":"\n\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 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\" 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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/obenkyolab.com\/?p=397\/#%E7%9B%AE%E7%9A%84\" >\u76ee\u7684<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/obenkyolab.com\/?p=397\/#%E3%83%92%E3%82%B9%E3%83%88%E3%82%B0%E3%83%A9%E3%83%A0%E3%81%A8%E3%81%AF%EF%BC%9F\" >\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3068\u306f\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:\/\/obenkyolab.com\/?p=397\/#Sturges%E3%81%AE%E5%85%AC%E5%BC%8F\" >Sturges\u306e\u516c\u5f0f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/obenkyolab.com\/?p=397\/#Python%E3%81%AB%E3%82%88%E3%82%8B%E3%83%92%E3%82%B9%E3%83%88%E3%82%B0%E3%83%A9%E3%83%A0%E3%81%AE%E6%8F%8F%E7%94%BB\" >Python\u306b\u3088\u308b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u63cf\u753b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/obenkyolab.com\/?p=397\/#%E6%B3%A8%E6%84%8F%E7%82%B9\" >\u6ce8\u610f\u70b9<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%9B%AE%E7%9A%84\"><\/span>\u76ee\u7684<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u969b\u3001\u307e\u305a\u306f\u30c7\u30fc\u30bf\u304c\u3069\u306e\u3088\u3046\u306b\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\u3092\u3056\u3063\u304f\u308a\u3068\u78ba\u8a8d\u3057\u3001\u305d\u308c\u304b\u3089\u5206\u6790\u306e\u65b9\u91dd\u3092\u6c7a\u3081\u305f\u3044\u3068\u3044\u3046\u5834\u9762\u304c\u591a\u3005\u3042\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br><br>\u305d\u306e\u305f\u3081\u3001\u4eca\u56de\u306f\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u72b6\u614b\u3092\u53ef\u8996\u7684\u306b\u78ba\u8a8d\u3067\u304d\u308b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092python\u3067\u8868\u793a\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u5b66\u3073\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%92%E3%82%B9%E3%83%88%E3%82%B0%E3%83%A9%E3%83%A0%E3%81%A8%E3%81%AF%EF%BC%9F\"><\/span>\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7e70\u308a\u8fd4\u3057\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u5168\u4f53\u306e\u5206\u5e03\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u307e\u3068\u3081\u3066\u53ef\u8996\u5316\u3067\u304d\u308b\u3082\u306e\u304c\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3067\u3059\u3002<br><br>\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u5177\u4f53\u7684\u306a\u4f5c\u308a\u65b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li> \u30c7\u30fc\u30bf\u3092\u3042\u308b\u7bc4\u56f2\u6bce\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u307e\u3068\u3081\u308b<\/li><li>\u305d\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u6240\u5c5e\u3059\u308b\u30c7\u30fc\u30bf\u306e\u6570\u3067\u96c6\u8a08\u3059\u308b<\/li><li>\u6a2a\u8ef8\u306b\u30b0\u30eb\u30fc\u30d7\u3001\u7e26\u8ef8\u306b\u30c7\u30fc\u30bf\u306e\u6570\uff08\u5ea6\u6570\uff09\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u304f<br><\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sturges%E3%81%AE%E5%85%AC%E5%BC%8F\"><\/span>Sturges\u306e\u516c\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3055\u3041\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u66f8\u3053\u3046\u3001\u3068\u3044\u3046\u3068\u304d\u306e\u6700\u521d\u306e\u95a2\u9580\u304c \u300c\u30c7\u30fc\u30bf\u3092\u3042\u308b\u7bc4\u56f2\u6bce\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u307e\u3068\u3081\u308b \u300d\u3068\u3044\u3046\u4f5c\u696d\u3067\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001<strong>\u7bc4\u56f2\u6bce\u306e\u30b0\u30eb\u30fc\u30d7\uff08\u3053\u308c\u3092\u968e\u7d1a\u3068\u547c\u3073\u307e\u3059\uff09\u3092\u3069\u308c\u3060\u3051\u306e\u6570\u7528\u610f\u3059\u308c\u3070\u3088\u3044\u304b<\/strong>\u3068\u3044\u3046\u3053\u3068\u3067\u60a9\u307f\u307e\u3059\u3002\u30b0\u30eb\u30fc\u30d7\u3092\u3044\u304f\u3064\u4f5c\u308b\u304b\u3067\u3059\u3002<br><br>\u3053\u308c\u306f\u30c7\u30fc\u30bf\u5168\u4f53\u306e\u6027\u8cea\u304c\u5927\u4f53\u5206\u304b\u3063\u3066\u3044\u308c\u3070\u4f55\u3068\u306a\u304f\u3001\u4f55\u3068\u306a\u304f\u5f53\u305f\u308a\u3092\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u304c\u81a8\u5927\u306a\u5834\u5408\u306a\u3069\u306b\u306f\u982d\u3092\u60a9\u307e\u305b\u307e\u3059\u3002<br>\u305d\u3082\u305d\u3082\u30c7\u30fc\u30bf\u5168\u4f53\u306e\u6027\u8cea\u3092\u3068\u3089\u3048\u308b\u305f\u3081\u306b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u66f8\u3053\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u3059\u306e\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u3053\u3068\u306f\u5f80\u3005\u306b\u3057\u3066\u3042\u308a\u307e\u3059\u3002<br><br>\u3057\u304b\u3057\u3001\u7d20\u6674\u3089\u3057\u3044\u3053\u3068\u306b\u3053\u306e\u5f53\u305f\u308a\u3092\u3064\u3051\u3066\u304f\u308c\u308b\u516c\u5f0f\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u304cSturges\u306e\u516c\u5f0f\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<br>Sturges\u306e\u516c\u5f0f\u306f\u30c7\u30fc\u30bf\u6570\u304b\u3089\u9069\u5f53\u306a\u968e\u7d1a\u306e\u6570\u306f\u3053\u308c\u304f\u3089\u3044\u304c\u3044\u3044\u3093\u3058\u3083\u306a\u3044\u3001\u3068\u3044\u3046\u7b54\u3048\u3092\u63d0\u6848\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br><br>\u305d\u308c\u3067\u306f\u5b9f\u969b\u306e\u5f0f\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3044\u307e\u3001\u30c7\u30fc\u30bf\u6570\u3092\\(n\\)\u3068\u3059\u308b\u3068\u3001 \u968e\u7d1a\u306e\u6570\u3092\\(k\\)\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>$$k = 1+\\log_2n$$<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u6700\u5c0f\u5024\u3068\u6700\u5927\u5024\u306e\u5e45\u304c\\(R\\)\u3060\u3068\u3059\u308b\u3068\u3001\u3053\u306e\u5e45\\(R\\)\u3092\u968e\u7d1a\u306e\u6570\u3067\u5272\u308c\u3070\u4e00\u3064\u306e\u968e\u7d1a\u306b\u304a\u3051\u308b\u7bc4\u56f2\u304c\u6c42\u307e\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<br><br>\u3064\u307e\u308a\u3001\u968e\u7d1a\u306e\u7bc4\u56f2\\(c\\)\u306f\u4ee5\u4e0b\u3067\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>$$c=\\frac{R}{1+\\log_2n}$$<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Python%E3%81%AB%E3%82%88%E3%82%8B%E3%83%92%E3%82%B9%E3%83%88%E3%82%B0%E3%83%A9%E3%83%A0%E3%81%AE%E6%8F%8F%E7%94%BB\"><\/span> <br>Python\u306b\u3088\u308b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u63cf\u753b <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001python\u3067\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br>\u3082\u3061\u308d\u3093\u968e\u7d1a\u306e\u6570\u306fSturges\u306e\u516c\u5f0f\u3092\u7528\u3044\u3066\u6c42\u3081\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u304b\u3089\u798f\u5ca1\u770c\u306e\u30c0\u30e0\u306e\u8caf\u6c34\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3055\u305b\u3066\u9802\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 <br> <a href=\"https:\/\/www.open-governmentdata.org\/\">https:\/\/www.open-governmentdata.org\/<\/a>  <\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u5148\u982d5\u884c\u306f\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-10-700x164.png\" alt=\"\" class=\"wp-image-405\" width=\"473\" height=\"110\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-10-700x164.png 700w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-10-300x70.png 300w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-10-508x119.png 508w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-10.png 766w\" sizes=\"auto, (max-width: 473px) 100vw, 473px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u3001\u5357\u7551\u30c0\u30e0\u306e\u8caf\u6c34\u91cf\u306e\u5024\u306b\u3064\u3044\u3066\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u63cf\u753b\u3057\u3066\u307f\u307e\u3059\u3002<br>python\u306e\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt #\u63cf\u753b\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\n\n#\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\ndf = pd.read_csv(&#039;C:\\\\201906data\u798f\u5ca1\u5e02\u95a2\u9023\uff18\u30c0\u30e0\u8caf\u6c34\u91cf.csv&#039;,engine  =&#039;python&#039;)\n\n#\u30ec\u30b3\u30fc\u30c9\u6570\u78ba\u8a8d\nn = len(df)\n\n#Sturges\u306e\u516c\u5f0f\u3088\u308a\u7d1a\u6570m\u3092\u6c42\u3081\u308b\nm = 1 + np.log(n)\/np.log(2)\nprint(m) #9.90388184573618\n\n#\u7d1a\u6570m\u304c\u6574\u6570\u3067\u306a\u3044\u305f\u3081\u3001\u56db\u6368\u4e94\u5165\u3057\u3066\u6574\u6570\u578b\u3078\u5909\u63db\nm_int = int(round(m))\n\n#pyplot\u306b\u3088\u308a\u6c42\u3081\u305f\u7d1a\u6570\u3067\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u63cf\u753b\nplt.hist(df&#x5B;&#039;\u5357\u7551\u30c0\u30e0&#039;], bins = m_int)\n<\/pre><\/div>\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"379\" height=\"247\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-11.png\" alt=\"\" class=\"wp-image-406\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-11.png 379w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2019\/06\/image-11-300x196.png 300w\" sizes=\"auto, (max-width: 379px) 100vw, 379px\" \/><\/figure>\n\n\n\n<p>\u7d50\u679c\u3092\u898b\u308b\u3068\u3001\u306a\u3093\u3068\u306a\u304f\u30011000\uff5e1050\u304f\u3089\u3044\u306e\u30c0\u30e0\u91cf\u304c\u901a\u5e38\u3063\u307d\u3044\u306a\u3001\u3063\u3068\u3044\u3046\u3053\u3068\u304c\u306a\u3093\u3068\u306a\u30fc\u304f\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u7d1a\u6570\u306e\u6570\u3068\u3057\u3066\u306f\u307e\u3041\u307e\u3041\u306a\u611f\u3058\u304c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%B3%A8%E6%84%8F%E7%82%B9\"><\/span>\u6ce8\u610f\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Sturges\u306e\u516c\u5f0f\u306f\u4e07\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u63cf\u753b\u3059\u308b\u969b\u306e\u6700\u521d\u306e\u5f53\u305f\u308a\u3092\u3064\u3051\u308b\u306e\u306b\u306f\u4f7f\u3048\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u5b9f\u969b\u306f\u521d\u671f\u5024\u3092Sturges\u306e\u516c\u5f0f\u3067\u3082\u3068\u3081\u3001\u305d\u306e\u5f8c\u81ea\u5206\u3067\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u63cf\u753b\u3057\u3066\u307f\u306a\u304c\u3089\u3001\u7d0d\u5f97\u306e\u3044\u304f\u7d1a\u6570\u306e\u6570\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3057\u3066\u3044\u304f\u306e\u304c\u826f\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u7684 \u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u969b\u3001\u307e\u305a\u306f\u30c7\u30fc\u30bf\u304c\u3069\u306e\u3088\u3046\u306b\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\u3092\u3056&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":1218,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/obenkyolab.com\/?p=397","footnotes":""},"categories":[6],"tags":[],"class_list":["post-397","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-6","ja"],"_links":{"self":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/397","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=397"}],"version-history":[{"count":16,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/397\/revisions"}],"predecessor-version":[{"id":622,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/397\/revisions\/622"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/media\/1218"}],"wp:attachment":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=397"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=397"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=397"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}