{"id":14189,"date":"2023-06-13T18:59:47","date_gmt":"2023-06-13T09:59:47","guid":{"rendered":"https:\/\/www.tetsumag.com\/?p=14189"},"modified":"2026-08-01T13:42:25","modified_gmt":"2026-08-01T04:42:25","slug":"337","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2023\/06\/13\/337\/","title":{"rendered":"\u3010pandas\u3011\u30de\u30ca\u30d3DX\u30c6\u30b9\u30c8\u3000Python\u3067\u89e3\u3044\u3066\u307f\u305f\u3010Python\u3011"},"content":{"rendered":"\n<p>\u7d4c\u6e08\u7523\u696d\u7701\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u77e5\u8b58\u30fb\u80fd\u529b\u3092\u8eab\u306b\u3064\u3051\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u5b66\u3073\u306e\u5834\u3068\u3057\u3066\u3001\u30dd\u30fc\u30bf\u30eb\u30b5\u30a4\u30c8\uff62\u30de\u30ca\u30d3DX 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ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/tetsumag.com\/blog\/2023\/06\/13\/337\/#%E7%BD%AE%E6%8F%9B\" title=\"\u7f6e\u63db\">\u7f6e\u63db<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/tetsumag.com\/blog\/2023\/06\/13\/337\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%83%8A%E3%83%93DX%E3%82%AF%E3%82%A8%E3%82%B9%E3%83%88%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span>\u30de\u30ca\u30d3DX\u30af\u30a8\u30b9\u30c8\u306b\u3064\u3044\u3066<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30de\u30ca\u30d3DX\u30af\u30a8\u30b9\u30c8\u306f\u7d4c\u7523\u7701\u4e3b\u50ac\u306e\u30c7\u30b8\u30bf\u30eb\u80b2\u6210\u4e8b\u696d\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #339966;\"><a href=\"https:\/\/www.meti.go.jp\/press\/2023\/06\/20230605002\/20230605002.html\" target=\"_blank\" rel=\"noopener\" style=\"color: #339966;\">\u30c7\u30b8\u30bf\u30eb\u63a8\u9032\u4eba\u6750\u80b2\u6210\u30d7\u30ed\u30b0\u30e9\u30e0\u300c\u30de\u30ca\u30d3DX Quest\u300d\u3000\u7d4c\u6e08\u7523\u696d\u7701<\/a><\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%9B%BD%E3%81%AF%E4%B8%AD%E5%B0%8F%E4%BC%81%E6%A5%AD%E3%81%ABAI%E3%81%AE%E7%A9%8D%E6%A5%B5%E7%9A%84%E3%81%AA%E5%88%A9%E7%94%A8%E3%82%92%E6%B1%82%E3%82%81%E3%81%A6%E3%81%84%E3%82%8B\"><\/span>\u56fd\u306f\u4e2d\u5c0f\u4f01\u696d\u306bAI\u306e\u7a4d\u6975\u7684\u306a\u5229\u7528\u3092\u6c42\u3081\u3066\u3044\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u79c1\u305f\u3061\u4e2d\u5c0f\u4f01\u696d\u306f\u6df1\u523b\u306a\u4eba\u6750\u4e0d\u8db3\u306b\u9665\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>chatGPT\u3092\u306f\u3058\u3081\u591a\u304f\u306eAI\u30b5\u30fc\u30d3\u30b9\u304c\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4e00\u822c\u7684\u306a\u5e02\u8ca9\u306eAI\u30b7\u30b9\u30c6\u30e0\u306f\u9ad8\u984d\u3067\u3001\u4e2d\u5c0f\u4f01\u696d\u306e\u4eba\u6750\u304c\u7c21\u5358\u306b\u904b\u7528\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u306fAI\u5c0e\u5165\u3059\u308b\u4f5c\u696d\u3092\u614e\u91cd\u306b\u898b\u6975\u3081\u3001\u958b\u767a\u30b3\u30b9\u30c8\u309210\u4e07\u5186\u7a0b\u5ea6\u306b\u6291\u3048\u306a\u304c\u3089DX\u3092\u9032\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u304c\u6c42\u3081\u3066\u3044\u308b\u3082\u306e\u306f\u5c0f\u96e3\u3057\u3044\u6570\u5b66\u306e\u77e5\u8b58\u3084\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u57fa\u672c\u77e5\u8b58\u3092\u554f\u3046\u3088\u3046\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u5177\u4f53\u7684\u306a\u958b\u767a\u4e8b\u4f8b\u3067\u3059\u3002<\/p>\n<p>\u30de\u30ca\u30d3DX\u3067\u306f\u5b9f\u969b\u306e\u4e2d\u5c0f\u4f01\u696d\u306e\u8ab2\u984c\u306b\u6cbf\u3063\u3066\u5b66\u7fd2\u3092\u9032\u3081\u3089\u308c\u308b\u306e\u3067\u3001\u79c1\u305f\u3061\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u3068\u3066\u3082\u3088\u3044\u5b66\u7fd2\u6a5f\u4f1a\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p>\u5927\u624b\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u3088\u3046\u306b\u83ef\u9e97\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u304c\u3001\u5730\u9053\u306b\u5b66\u7fd2\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"SjQcqn89M9\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/03\/11\/317\/\">\u3010Python\u3011\u30ab\u30e1\u30e9\u306b\u6620\u3063\u305f\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u691c\u77e5\u3059\u308b\u3010OpenCV\u00d7YOLO\u3011<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010Python\u3011\u30ab\u30e1\u30e9\u306b\u6620\u3063\u305f\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u691c\u77e5\u3059\u308b\u3010OpenCV\u00d7YOLO\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/03\/11\/317\/embed\/#?secret=wS1ZUAbL8L#?secret=SjQcqn89M9\" data-secret=\"SjQcqn89M9\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%AC%AC1%E5%95%8F\"><\/span>\u7b2c1\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u554f\u984c\u3067\u306fcsv\u8cc7\u6599\u304c\u914d\u5e03\u3055\u308c\u3001\u305d\u306e\u8cc7\u6599\u30c7\u30fc\u30bf\u3092\u524d\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u554f\u984c\u304c\u51fa\u984c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u99b4\u67d3\u307f\u306e\u306a\u3044\u554f\u984c\u3070\u304b\u308a\u3067\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"EpE83jDuxH\"><p><a href=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/71\/\">\u3010pandas\u3011csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\/\u66f8\u304d\u8fbc\u3080\u3010Python\u3011<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010pandas\u3011csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\/\u66f8\u304d\u8fbc\u3080\u3010Python\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/71\/embed\/#?secret=a1F9DmiHuI#?secret=EpE83jDuxH\" data-secret=\"EpE83jDuxH\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"csv%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF%E3%80%80%E6%9D%A1%E4%BB%B6%E4%BB%98%E3%81%8D\"><\/span>csv\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3000\u6761\u4ef6\u4ed8\u304d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74.csv\u300d\u306b\u304a\u3044\u3066\u3001\u300e\u5217\u300c\u30b9\u30c6\u30fc\u30bf\u30b9\u300d\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u3067\u3042\u308b\u300f\u3068\u3044\u3046\u6761\u4ef6\u306b\u8a72\u5f53\u3059\u308b\u30c7\u30fc\u30bf\u306e\u307f\u3092\u62bd\u51fa\u3057\u305f\u65b0\u305f\u306a\u8868\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u65b0\u3057\u304f\u751f\u6210\u3055\u308c\u305f\u8868\u30c7\u30fc\u30bf\u306e\u884c\u6570\u306fA\u3067\u3059\u3002<br \/>\n\u203b \u305f\u3060\u3057\u3001\u30d8\u30c3\u30c0(\u5217\u540d\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u308b\u884c)\u306f\u884c\u6570\u306e\u30ab\u30a6\u30f3\u30c8\u306b\u542b\u3081\u306a\u3044\u3082\u306e\u3068\u3057\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u6574\u6570\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u8cc7\u6599\u3092\u500b\u4eba\u306egoogledrive\u306b\u4fdd\u5b58\u30de\u30a6\u30f3\u30c8\u3057\u307e\u3059\u3002\r\nfrom google.colab import drive\r\ndrive.mount('\/content\/drive')\r\n\r\n#pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport\r\nimport pandas as pd\r\n\r\n\r\n<\/pre>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n#query\u30e1\u30bd\u30c3\u30c9\u306e\u4f7f\u7528\r\ndf = pd.read_csv('\/content\/drive\/MyDrive\/\u30de\u30ca\u30d2\u3099DX\/\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74.csv', encoding='cp932')\r\ndf2 = df.query('\u30b9\u30c6\u30fc\u30bf\u30b9 in [\"\u30a2\u30af\u30c6\u30a3\u30d6\"]')\r\ndf2\r\n\r\n1270 rows \u00d7 9 columns\r\n\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"csv%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF%E3%80%81%E6%9D%A1%E4%BB%B6%E3%81%AB%E8%A9%B2%E5%BD%93%E3%81%99%E3%82%8B%E3%82%82%E3%81%AE%E3%82%92%E6%8A%BD%E5%87%BA\"><\/span>csv\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3001\u6761\u4ef6\u306b\u8a72\u5f53\u3059\u308b\u3082\u306e\u3092\u62bd\u51fa<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74.csv\u300d\u306b\u304a\u3044\u3066\u3001\u300e\u5217\u300c\u5bfe\u5fdc\u6240\u8981\u6642\u9593\u300d\u304c200\u3088\u308a\u5c0f\u3055\u3044\u300f\u3068\u3044\u3046\u6761\u4ef6\u306b\u8a72\u5f53\u3059\u308b\u30c7\u30fc\u30bf\u306e\u307f\u3092\u62bd\u51fa\u3057\u305f\u65b0\u305f\u306a\u8868\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u65b0\u3057\u304f\u751f\u6210\u3057\u305f\u8868\u30c7\u30fc\u30bf\u306e\u884c\u6570\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u305f\u3060\u3057\u3001\u30d8\u30c3\u30c0(\u5217\u540d\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u308b\u884c)\u306f\u884c\u6570\u306e\u30ab\u30a6\u30f3\u30c8\u306b\u542b\u3081\u306a\u3044\u3082\u306e\u3068\u3057\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u6574\u6570\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n#\u7279\u5b9a\u306e\u30ab\u30e9\u30e0\u306e\u30c7\u30fc\u30bf\u3067\u6761\u4ef6\u306b\u8a72\u5f53\u3059\u308b\u3082\u306e\u3092\u62bd\u51fa\r\ndf3 = df[df['\u5bfe\u5fdc\u6240\u8981\u6642\u9593']&lt;=200]\r\ndf3\r\n\r\n808 rows \u00d7 9 columns\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"csv%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF%E3%80%81%E8%A4%87%E6%95%B0%E6%9D%A1%E4%BB%B6%E4%BB%98%E3%81%8D\"><\/span>csv\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3001\u8907\u6570\u6761\u4ef6\u4ed8\u304d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74.csv\u300d\u306b\u304a\u3044\u3066\u3001\u300e\u5217\u300c\u5bfe\u5fdc\u6240\u8981\u6642\u9593\u300d\u304c300\u4ee5\u4e0a\u3067\u3042\u308b\u300f\u4e14\u3064\u300e\u5217\u300c\u30b9\u30c6\u30fc\u30bf\u30b9\u300d\u304c\u65b0\u898f\u3067\u3042\u308b\u300f\u306b\u8a72\u5f53\u3059\u308b\u30c7\u30fc\u30bf\u306e\u307f\u3092\u62bd\u51fa\u3057\u305f\u65b0\u305f\u306a\u8868\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u65b0\u3057\u304f\u751f\u6210\u3055\u308c\u305f\u8868\u30c7\u30fc\u30bf\u306e\u884c\u6570\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u305f\u3060\u3057\u3001\u30d8\u30c3\u30c0(\u5217\u540d\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u308b\u884c)\u306f\u884c\u6570\u306e\u30ab\u30a6\u30f3\u30c8\u306b\u542b\u3081\u306a\u3044\u3082\u306e\u3068\u3057\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u6574\u6570\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#\u8907\u6570\u6761\u4ef6\u3092&amp;\u3092\u4f7f\u7528\u3057\u3066\u8868\u73fe\r\ndf4 = df[(df['\u5bfe\u5fdc\u6240\u8981\u6642\u9593']&gt;=300) &amp; (df['\u30b9\u30c6\u30fc\u30bf\u30b9'] =='\u65b0\u898f')]\r\ndf4\r\n\r\n518 rows \u00d7 9 columns\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E6%AC%A0%E6%90%8D%E5%80%A4%E3%81%AE%E6%B6%88%E5%8E%BB\"><\/span>\u6b20\u640d\u5024\u306e\u6d88\u53bb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74.csv\u300d\u306b\u304a\u3044\u3066\u3001\u5217\u300c\u554f\u3044\u5408\u308f\u305b\u30ab\u30c6\u30b4\u30ea\u300d\u304c\u7a7a\u6b04(\u6b20\u640d\u5024)\u306e\u884c\u3092\u524a\u9664\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u305f\u306a\u8868\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u65b0\u3057\u304f\u751f\u6210\u3055\u308c\u305f\u8868\u30c7\u30fc\u30bf\u306e\u884c\u6570\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u305f\u3060\u3057\u3001\u30d8\u30c3\u30c0(\u5217\u540d\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u308b\u884c)\u306f\u884c\u6570\u306e\u30ab\u30a6\u30f3\u30c8\u306b\u542b\u3081\u306a\u3044\u3082\u306e\u3068\u3057\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u6574\u6570\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#\u6b20\u640d\u5024\u3092\u6301\u3063\u3066\u3044\u308b\u884c\u306e\u500b\u6570\u3092\u78ba\u8a8d\r\ndf.isnull().sum()\r\n\r\n\u554f\u3044\u5408\u308f\u305bID        0\r\n\u30b9\u30c6\u30fc\u30bf\u30b9          0\r\n\u30a2\u30af\u30c6\u30a3\u30d6          0\r\n\u554f\u3044\u5408\u308f\u305b\u30ab\u30c6\u30b4\u30ea    326\r\n\u554f\u3044\u5408\u308f\u305b\u6642\u523b        0\r\n\u5bfe\u5fdc\u6642\u523b           0\r\n\u5bfe\u5fdc\u6240\u8981\u6642\u9593         0\r\n\u5bfe\u5fdc\u8005ID          0\r\n\u521d\u56de\u554f\u3044\u5408\u308f\u305b\u65b9\u6cd5      0\r\ndtype: int64\r\n\r\n<\/pre>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#dropna\u30e1\u30bd\u30c3\u30c9\u3067\u6b20\u640d\u5024\u3092\u6d88\u53bb\r\n#3172-326=2846\u3067\u691c\u7b97\r\ndf5 = df.dropna()\r\ndf5\r\n\r\n2846 rows \u00d7 9 columns\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E9%87%8D%E8%A4%87%E8%A1%8C%E3%82%92%E5%8F%96%E3%82%8A%E9%99%A4%E3%81%8F\"><\/span>\u91cd\u8907\u884c\u3092\u53d6\u308a\u9664\u304f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74.csv\u300d\u306b\u306f\u3001\u5168\u3066\u306e\u5217\u306e\u5024\u304c\u4e92\u3044\u306b\u307e\u3063\u305f\u304f\u540c\u3058\u884c(\u91cd\u8907\u884c)\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u3053\u3067\u3001\u3053\u308c\u3089\u306e\u91cd\u8907\u884c\u3092\u53d6\u308a\u9664\u3044\u305f\u8868\u3092\u65b0\u305f\u306b\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u65b0\u3057\u304f\u751f\u6210\u3055\u308c\u305f\u8868\u30c7\u30fc\u30bf\u306e\u884c\u6570\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u305f\u3060\u3057\u3001\u30d8\u30c3\u30c0(\u5217\u540d\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u308b\u884c)\u306f\u884c\u6570\u306e\u30ab\u30a6\u30f3\u30c8\u306b\u542b\u3081\u306a\u3044\u3082\u306e\u3068\u3057\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u6574\u6570\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#duplicated\u30e1\u30bd\u30c3\u30c9\u3067\u91cd\u8907\u884c\u3092\u78ba\u8a8d\r\ndf[df.duplicated()]\r\n\r\n1227 rows \u00d7 9 columns\r\n\r\n<\/pre>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#drop\u30e1\u30bd\u30c3\u30c9\u3067\u91cd\u8907\u884c\u3092\u6d88\u53bb\r\n#3172-1227=1945\u3067\u691c\u7b97\r\ndf.drop_duplicates()\r\n\r\n\r\n1945 rows \u00d7 9 columns\r\n\r\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E7%AC%AC2%E5%95%8F\"><\/span>\u7b2c2\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>pandas\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u9023\u7d50\u3001\u8ee2\u7f6e\u306a\u3069\u306e\u554f\u984c\u304c\u51fa\u3066\u304d\u307e\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"oegpfmMudh\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/11\/07\/125\/\">\u3010pandas\u3011pandas\u306e\u57fa\u672c\u77e5\u8b58\u3000\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u3010Python\u3011<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010pandas\u3011pandas\u306e\u57fa\u672c\u77e5\u8b58\u3000\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u3010Python\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/11\/07\/125\/embed\/#?secret=ry4WvMVoG3#?secret=oegpfmMudh\" data-secret=\"oegpfmMudh\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%B8%A6%E6%96%B9%E5%90%91%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E9%80%A3%E7%B5%90%E3%80%80%E8%BB%A2%E7%BD%AE\"><\/span>\u7e26\u65b9\u5411\u306e\u30c7\u30fc\u30bf\u306e\u9023\u7d50\u3000\u8ee2\u7f6e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u6765\u5e97\u5c65\u6b74_1\u6708.csv\u300d\u3068\u8868\u300c\u6765\u5e97\u5c65\u6b74_2\u6708.csv\u300d\u3092\u7e26\u65b9\u5411\u306b\u9023\u7d50\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u9023\u7d50\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u8868\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u5217\u300c\u304a\u652f\u6255\u3044\u984d\u300d\u306e\u5e73\u5747\u5024\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u305f\u3060\u3057\u3001\u300c\u6765\u5e97\u5c65\u6b74_2\u6708.csv\u300d\u306f\u884c\u3068\u5217\u304c\u3072\u3063\u304f\u308a\u8fd4\u3063\u305f\u72b6\u614b\u3067\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u300c\u6765\u5e97\u5c65\u6b74_1\u6708.csv\u300d\u3068\u9023\u7d50\u3059\u308b\u524d\u306b\u4e8b\u524d\u306b\u8868\u306e\u8ee2\u7f6e\u3092\u884c\u3044\u307e\u3057\u3087\u3046\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">df6 = pd.read_csv('\/content\/drive\/MyDrive\/\u30de\u30ca\u30d2\u3099DX\/\u6765\u5e97\u5c65\u6b74_1\u6708.csv', encoding='cp932')\r\ndf7 = pd.read_csv('\/content\/drive\/MyDrive\/\u30de\u30ca\u30d2\u3099DX\/\u6765\u5e97\u5c65\u6b74_2\u6708.csv', encoding='cp932')\r\n\r\n#T\u306f\u8ee2\u7f6e\r\ndf8 = df7.T\r\ndf8 = df8.drop(df8.index[[0]])\r\ndf8\r\n\r\n#\u7e26\u7d50\u5408append\u30e1\u30bd\u30c3\u30c9\r\ndf6.columns = df8.columns\r\ndf9 = df6.append(df8)\r\ndf9\r\n\r\ncolumns = ['\u9867\u5ba2ID','\u30e1\u30cb\u30e5\u30fcID','\u6765\u5e97\u65e5','\u304a\u652f\u6255\u3044\u984d','\u30af\u30fc\u30dd\u30f3']\r\ndf9.columns = columns\r\ndf9\r\n\r\n2213 rows \u00d7 5 columns\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E5%86%85%E9%83%A8%E7%B5%90%E5%90%88\"><\/span>\u5185\u90e8\u7d50\u5408<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u65b0\u898f\u9867\u5ba2.csv\u300d\u3068\u8868\u300c\u9867\u5ba2\u5225\u58f2\u4e0a\u96c6\u8a08.csv\u300d\u3092\u3001\u5217\u300c\u9867\u5ba2ID\u300d\u3092\u30ad\u30fc\u3068\u3057\u3066\u5185\u90e8\u7d50\u5408\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u7d50\u5408\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u8868\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u5217\u300c\u5e74\u9593\u304a\u652f\u6255\u3044\u984d\u300d\u306e\u5e73\u5747\u5024\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">df10 = pd.read_csv('\/content\/drive\/MyDrive\/\u30de\u30ca\u30d2\u3099DX\/\u65b0\u898f\u9867\u5ba2.csv', encoding='cp932')\r\ndf11 = pd.read_csv('\/content\/drive\/MyDrive\/\u30de\u30ca\u30d2\u3099DX\/\u9867\u5ba2\u5225\u58f2\u4e0a\u96c6\u8a08.csv', encoding='cp932')\r\n\r\n#\u5185\u90e8\u7d50\u5408merge\u30e1\u30bd\u30c3\u30c9\r\n#.describe()\u3067\u5e73\u5747\u306a\u3069\u306e\u7d71\u8a08\u91cf\u3092\u4e00\u767a\u8868\u793a\r\ndf12 = df10.merge(df11)\r\ndf12.describe()\r\n\r\n6301.912664\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B7%A6%E5%A4%96%E9%83%A8%E7%B5%90%E5%90%88%E3%80%80%E6%AC%A0%E6%90%8D%E5%80%A4%E3%82%920%E3%81%A7%E8%A3%9C%E9%96%93\"><\/span>\u5de6\u5916\u90e8\u7d50\u5408\u3000\u6b20\u640d\u5024\u30920\u3067\u88dc\u9593<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u65b0\u898f\u9867\u5ba2.csv\u300d(\u5de6)\u3068\u8868\u300c\u9867\u5ba2\u5225\u58f2\u4e0a\u96c6\u8a08.csv\u300d(\u53f3)\u3092\u3001\u5217\u300c\u9867\u5ba2ID\u300d\u3092\u30ad\u30fc\u3068\u3057\u3066\u5de6\u5916\u90e8\u7d50\u5408\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u305d\u306e\u5f8c\u3001\u7d50\u5408\u5f8c\u306e\u8868\u30c7\u30fc\u30bf\u306b\u304a\u3044\u3066\u300c\u5e74\u9593\u304a\u652f\u6255\u3044\u984d\u300d\u306e\u5217\u304c\u7a7a\u6b04(\u6b20\u640d\u5024)\u3068\u306a\u3063\u305f\u7b87\u6240\u3092\u30010\u3067\u88dc\u9593\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u6700\u5f8c\u306b\u5217\u300c\u5e74\u9593\u304a\u652f\u6255\u3044\u984d\u300d\u306e\u5e73\u5747\u5024\u3092\u8a08\u7b97\u3059\u308b\u3068\u3001\u7b54\u3048\u306f<br \/>\n\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\"># \u5de6\u5916\u90e8\u7d50\u5408\r\ndf13 = df10.merge(df12, how=\"left\")\r\ndf13\r\n\r\n#\u7a7a\u6b04(\u6b20\u640d\u5024)\u3068\u306a\u3063\u305f\u7b87\u6240\u30920\u3067\u88dc\u9593\r\ndf14 = df13.fillna(0)\r\ndf14\r\n\r\ndf14.describe()\r\n\r\n2963.322382\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%A6%E3%81%B3%E6%9B%BF%E3%81%88\"><\/span>\u4e26\u3073\u66ff\u3048<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u9867\u5ba2\u5225\u58f2\u4e0a\u96c6\u8a08.csv\u300d\u3092\u3001\u5e74\u9593\u6765\u5e97\u56de\u6570\u304c\u591a\u3044\u9806\u756a\u306b\u884c\u3092\u4e26\u3073\u66ff\u3048\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u4e26\u3073\u66ff\u3048\u305f\u5f8c\u306e\u8868\u30c7\u30fc\u30bf\u306e\u5148\u982d10\u884c\u306b\u304a\u3051\u308b\u5217\u300c\u5e74\u9593\u6765\u5e97\u56de\u6570\u300d\u306e\u5e73\u5747\u5024\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#sort_values\u30e1\u30bd\u30c3\u30c9\u3067\u4e26\u3073\u66ff\u3048\r\ndf15 = df11.sort_values('\u5e74\u9593\u6765\u5e97\u56de\u6570', ascending=False)\r\ndf15[0:10].describe()\r\n\r\n8.600000\t\r\n\r\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E7%AC%AC3%E5%95%8F\"><\/span>\u7b2c3\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5217\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u305f\u6f14\u7b97\u3084\u30d3\u30cb\u30f3\u30b0\u51e6\u7406\u304c\u51fa\u984c\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u307b\u3068\u3093\u3069\u306e\u4e2d\u5c0f\u4f01\u696d\u306f\u3084\u3063\u305f\u3053\u3068\u306e\u306a\u3044\u51e6\u7406\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%88%97%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E5%88%97%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%A6%E6%BC%94%E7%AE%97%E3%81%99%E3%82%8B\"><\/span>\u5217\u306e\u30c7\u30fc\u30bf\u3092\u5217\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u6f14\u7b97\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u9867\u5ba2\u5225\u96c6\u8a08\u7d50\u679c.csv\u300d\u306b\u304a\u3044\u3066\u3001\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u3092\u5217\u300c\u5408\u8a08\u6ce8\u6587\u6570\u300d\u3067\u5272\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u5217\u300c\u6ce8\u6587\u5358\u4fa1\u300d\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u5217\u300c\u6ce8\u6587\u5358\u4fa1\u300d\u306e\u5e73\u5747\u5024\u306f<br \/>\n\u3067\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">df16 = pd.read_csv('\/content\/drive\/MyDrive\/\u30de\u30ca\u30d2\u3099DX\/\u9867\u5ba2\u5225\u96c6\u8a08\u7d50\u679c.csv', encoding='cp932')\r\n\r\n#\u6ce8\u6587\u5358\u4fa1\u306e\u30ab\u30e9\u30e0\u3092\u8ffd\u52a0\r\n#\u6ce8\u6587\u5358\u4fa1\u306e\u30ab\u30e9\u30e0\u306b\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\r\ndf17 = df16.assign(\u6ce8\u6587\u5358\u4fa1 = 0)\r\ndf17['\u6ce8\u6587\u5358\u4fa1']=df17['\u5408\u8a08\u8cfc\u5165\u984d']\/df17['\u5408\u8a08\u6ce8\u6587\u6570']\r\ndf17.describe()\r\n\r\n8138.513226\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E9%A0%86%E4%BD%8D%E4%BB%98%E3%81%91\"><\/span>\u9806\u4f4d\u4ed8\u3051<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u9867\u5ba2\u5225\u96c6\u8a08\u7d50\u679c.csv\u300d\u3092\u3001\u5217\u300c\u5408\u8a08\u6ce8\u6587\u6570\u300d\u306e\u5024\u306e\u5927\u304d\u3055\u3067\u9806\u4f4d\u4ed8\u3051\u3092\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u305d\u306e\u5f8c\u3001\u4e0a\u304b\u30893\u884c\u5206\u306b\u8a72\u5f53\u3059\u308b\u9867\u5ba2\u306e\u9806\u4f4d\u3092\u6c42\u3081\u307e\u3057\u3087\u3046\u3002(\u3053\u306e\u969b\u3001\u884c\u306e\u4e26\u3073\u9806\u306f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u6642\u306e\u72b6\u614b\u3068\u540c\u4e00\u3067\u3042\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u307e\u3059\u3002)<br \/>\n1\u884c\u76ee<br \/>\n\u4f4d<br \/>\n2\u884c\u76ee<br \/>\n\u4f4d<br \/>\n3\u884c\u76ee<br \/>\n\u4f4d<br \/>\n\u203b \u305f\u3060\u3057\u3001\u9806\u4f4d\u4ed8\u3051\u306f\u4e0b\u8a18\u306e\u898f\u5247\u3067\u884c\u3044\u307e\u3059\u3002<br \/>\n\u30fb\u9806\u4f4d\u306f\u964d\u9806\u3067\u3064\u3051\u308b\u3002<br \/>\n\u30fb\u5024\u304c\u540c\u4e00\u306e\u5834\u5408\u3001\u540c\u9806\u3068\u3059\u308b\u3002<br \/>\n\u4f8b. \u70b9\u6570\u304c\u9ad8\u3044\u9806\u306b\u30e9\u30f3\u30af\u4ed8\u3051\u3059\u308b\u5834\u5408<br \/>\n[A\u3055\u3093: 76\u70b9, B\u3055\u3093: 84\u70b9, C\u3055\u3093: 76\u70b9] \u2192 [A\u3055\u3093: 2\u4f4d, B\u3055\u3093: 1\u4f4d, C\u3055\u3093: 2\u4f4d]<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u6574\u6570\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#rank\u30e1\u30bd\u30c3\u30c9\u3067\u9806\u4f4d\u4ed8\u3051\r\ndf18 = df17.rank(ascending=False,method='min')\r\ndf18\r\n\r\n\t\u9867\u5ba2ID\t\u5408\u8a08\u8cfc\u5165\u984d\t\u5408\u8a08\u6ce8\u6587\u6570\t\u5f93\u696d\u54e1\u6570\t\u5e73\u5747\u8cfc\u5165\u9593\u9694\u65e5\t\u6ce8\u6587\u5358\u4fa1\r\n0\t100.0\t46.0\t44.0\t20.0\t10.0\t77.0\r\n1\t99.0\t22.0\t18.0\t30.0\t85.0\t58.0\r\n2\t98.0\t13.0\t9.0\t7.0\t35.0\t75.0\r\n3\t97.0\t36.0\t35.0\t47.0\t89.0\t47.0\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%93%E3%83%8B%E3%83%B3%E3%82%B0\"><\/span>\u30d3\u30cb\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u9867\u5ba2\u5225\u96c6\u8a08\u7d50\u679c.csv\u300d\u306b\u304a\u3044\u3066\u3001\u5217\u300c\u5e73\u5747\u8cfc\u5165\u9593\u9694\u65e5\u300d\u306e\u5024\u30923\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u300e4\u65e5\u672a\u6e80\u300f\u300e4\u65e5\u4ee5\u4e0a6\u65e5\u672a\u6e80\u300f\u300e6\u65e5\u4ee5\u4e0a\u300f \u306b\u30d3\u30cb\u30f3\u30b0\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u3053\u306e\u3068\u304d\u3001\u5404\u30ab\u30c6\u30b4\u30ea\u5225\u306b\u5217\u300c\u5408\u8a08\u6ce8\u6587\u6570\u300d\u306e\u5e73\u5747\u5024\u3092\u6c42\u3081\u3001\u4e0b\u306e\u7a7a\u6b04\u306b\u8a18\u8ff0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u300e4\u65e5\u672a\u6e80\u300f<br \/>\n\u300e4\u65e5\u4ee5\u4e0a6\u65e5\u672a\u6e80\u300f<br \/>\n\u300e6\u65e5\u4ee5\u4e0a\u300f<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">#cut\u30e1\u30bd\u30c3\u30c9\u3067\u5f15\u6570\u3092\u6307\u5b9a\u3057\u3066\u30d3\u30cb\u30f3\u30b0\u51e6\u7406\r\ndf19 = pd.cut(df17['\u5e73\u5747\u8cfc\u5165\u9593\u9694\u65e5'], [0,4,6,100], labels=['4\u65e5\u672a\u6e80','4\u65e5\u4ee5\u4e0a6\u65e5\u672a\u6e80','6\u65e5\u4ee5\u4e0a'])\r\n\r\n#\u30d3\u30cb\u30f3\u30b0\u3057\u305f\u3082\u306e\u3092\u78ba\u8a8d\r\ndf20 = pd.DataFrame(df19)\r\ndf20 = df20.rename(columns={'\u5e73\u5747\u8cfc\u5165\u9593\u9694\u65e5': '\u30d3\u30cb\u30f3\u30b0'})\r\n\r\n#\u30d3\u30cb\u30f3\u30b0\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5143\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u8ffd\u52a0\r\n#\u5404\u30ab\u30c6\u30b4\u30ea\u306e\u7d71\u8a08\u5024\u3092\u7b97\u51fa\r\ndf22 = df17.assign(\u30d3\u30cb\u30f3\u30b0 = 0)\r\ndf22['\u30d3\u30cb\u30f3\u30b0']=df20['\u30d3\u30cb\u30f3\u30b0']\r\n\r\ndf221 = df22[df22[\"\u30d3\u30cb\u30f3\u30b0\"] == \"4\u65e5\u672a\u6e80\"]\r\ndf222 = df22[df22[\"\u30d3\u30cb\u30f3\u30b0\"] == \"4-6\"]\r\ndf223 = df22[df22[\"\u30d3\u30cb\u30f3\u30b0\"] == \"6\u4ee5\u4e0a\"]\r\n\r\ndf221.describe()\r\ndf222.describe()\r\ndf223.describe()\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E7%BD%AE%E6%8F%9B\"><\/span>\u7f6e\u63db<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u554f\u984c<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u8868\u300c\u9867\u5ba2\u5225\u96c6\u8a08\u7d50\u679c.csv\u300d\u306b\u304a\u3044\u3066\u3001\u5217\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306b\u306f\u7570\u5e38\u3068\u601d\u308f\u308c\u308b\u30c7\u30fc\u30bf\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u3053\u3067\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u4fee\u6b63\u3092\u52a0\u3048\u307e\u3057\u3087\u3046\u3002<br \/>\n\u30fb\u5217\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u304c10000\u4ee5\u4e0b\u306e\u5024\u306f\u300110000\u4ee5\u4e0b\u3092\u9664\u3044\u305f\u30c7\u30fc\u30bf\u306e\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306e\u6700\u5c0f\u5024\u306b\u7f6e\u63db\u3059\u308b<br \/>\n\u30fb\u5217\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u304c10000000\u4ee5\u4e0a\u306e\u5024\u306f\u300110000000\u4ee5\u4e0a\u3092\u9664\u3044\u305f\u30c7\u30fc\u30bf\u306e\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306e\u6700\u5927\u5024\u306b\u7f6e\u63db\u3059\u308b<\/p>\n<p>\u4e0a\u8a18\u306e\u4fee\u6b63\u3092\u52a0\u3048\u305f\u4e0a\u3067\u6539\u3081\u3066\u5217\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306e\u5e73\u5747\u5024\u3092\u8a08\u7b97\u3059\u308b\u3068\u3001\u7b54\u3048\u306f<br \/>\n\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u203b \u56de\u7b54\u306f\u3001\u5c0f\u6570(\u5c0f\u6570\u70b9\u4ee5\u4e0b1\u6841\u76ee\u307e\u3067\u306e\u7cbe\u5ea6)\u3067\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u4eee\u306b\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\u76ee\u4ee5\u964d\u306e\u6841\u307e\u3067\u6570\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u5c0f\u6570\u7b2c2\u4f4d\u306e\u6570\u3067\u56db\u6368\u4e94\u5165\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u56de\u7b54\u3068\u3057\u3066\u8a18\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u56db\u6368\u4e94\u5165\u306e\u4f8b)<br \/>\n\u30fb0.1234 \u2192 0.1<br \/>\n\u30fb5.6789 \u2192 5.7<br \/>\n\u30fb-5.6789 \u2192 -5.7<\/p>\n<\/div>\n<\/div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\n#\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u304c10000\u4ee5\u4e0b\u306e\u5024\u306f\u300110000\u4ee5\u4e0b\u3092\u9664\u3044\u305f\u30c7\u30fc\u30bf\u306e\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306e\u6700\u5c0f\u5024\u306b\u7f6e\u63db\r\ndf23 = df17.index[df17['\u5408\u8a08\u8cfc\u5165\u984d'] &lt;= 10000] \r\ndf23 = df17.drop(df23) df23.describe() \r\n\r\n6.692000e+04 \r\n#\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u304c10000000\u4ee5\u4e0a\u306e\u5024\u306f\u300110000000\u4ee5\u4e0a\u3092\u9664\u3044\u305f\u30c7\u30fc\u30bf\u306e\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306e\u6700\u5927\u5024\u306b\u7f6e\u63db \r\ndf24 = df17.index[df17['\u5408\u8a08\u8cfc\u5165\u984d'] &gt;= 10000000]\r\ndf24 = df17.drop(df24)\r\ndf24.describe()\r\n\r\n3.256170e+06\r\n\r\n<\/pre>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\n#\u4e0a\u8a18\u306e\u4fee\u6b63\u3092\u52a0\u3048\u305f\u4e0a\u3067\u6539\u3081\u3066\u5217\u300c\u5408\u8a08\u8cfc\u5165\u984d\u300d\u306e\u5e73\u5747\u5024\u3092\u8a08\u7b97\r\ndf24 = df17.mask(df17['\u5408\u8a08\u8cfc\u5165\u984d'] &lt;= 10000,6.692000e+04) df25 = df24.mask(df24['\u5408\u8a08\u8cfc\u5165\u984d'] &gt;= 10000000,3.256170e+06)\r\ndf25.describe()\r\n\r\n4.568377e+05\r\n\r\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>pandas\u306e\u57fa\u672c\u77e5\u8b58\u304b\u3089\u5fdc\u7528\u307e\u3067\u7db2\u7f85\u7684\u306b\u77e5\u8b58\u3092\u6c42\u3081\u3089\u308c\u308b\u554f\u984c\u304c\u51fa\u984c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u5f93\u4e8b\u8005\u306b\u3068\u3063\u3066\u306f\u975e\u5e38\u306b\u96e3\u3057\u3044\u554f\u984c\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u30b3\u30c4\u30b3\u30c4\u3068\u5b66\u7fd2\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"HgDrB2bcLA\"><p><a href=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/72\/\">\u3010Python\u3011\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010Python\u3011\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u65b9\u6cd5\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/72\/embed\/#?secret=NyS125xqLr#?secret=HgDrB2bcLA\" data-secret=\"HgDrB2bcLA\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d4c\u6e08\u7523\u696d\u7701\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u77e5\u8b58\u30fb\u80fd\u529b\u3092\u8eab\u306b\u3064\u3051\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u5b66\u3073\u306e\u5834\u3068\u3057\u3066\u3001\u30dd\u30fc\u30bf\u30eb\u30b5\u30a4\u30c8\uff62\u30de\u30ca\u30d3DX (\u30c7\u30e9\u30c3\u30af\u30b9)\uff63\u30922022\u5e743\u6708\u304b\u3089\u958b\u8a2d\u3057\u3066\u3044\u307e\u3059\u3002 \u30de\u30ca\u30d3DX\u306e\u4e2d\u3067\u51fa\u984c\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u5206\u6790\u306e\u7df4\u7fd2\u554f\u984c\u3092\u89e3\u3044\u3066\u307f\u307e\u3057 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/tetsumag.com\/blog\/2023\/06\/13\/337\/\"> <span class=\"screen-reader-text\">\u3010pandas\u3011\u30de\u30ca\u30d3DX\u30c6\u30b9\u30c8\u3000Python\u3067\u89e3\u3044\u3066\u307f\u305f\u3010Python\u3011<\/span> \u3082\u3063\u3068\u8aad\u3080 &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":14234,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","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":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","_themeisle_gutenberg_block_has_review":false},"categories":[127],"tags":[95],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/14189"}],"collection":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/comments?post=14189"}],"version-history":[{"count":39,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/14189\/revisions"}],"predecessor-version":[{"id":14262,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/14189\/revisions\/14262"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media\/14234"}],"wp:attachment":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media?parent=14189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/categories?post=14189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/tags?post=14189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}