{"id":907,"date":"2023-07-28T08:34:13","date_gmt":"2023-07-28T08:34:13","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%82%a8%e3%83%a9%e3%83%bc%e3%83%8f%e3%82%99%e3%83%bc\/"},"modified":"2023-07-28T08:34:13","modified_gmt":"2023-07-28T08:34:13","slug":"python%e3%82%a8%e3%83%a9%e3%83%bc%e3%83%8f%e3%82%99%e3%83%bc","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%82%a8%e3%83%a9%e3%83%bc%e3%83%8f%e3%82%99%e3%83%bc\/","title":{"rendered":"Python \u3067\u30b0\u30e9\u30d5\u306b\u8aa4\u5dee\u7bc4\u56f2\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u6e2c\u5b9a\u5024\u3084\u8a08\u7b97\u5024\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u3001Python \u306e\u30b0\u30e9\u30d5\u306b<strong>\u8aa4\u5dee\u7bc4\u56f2\u3092<\/strong>\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u5e78\u3044\u306a\u3053\u3068\u306b\u3001\u3053\u308c\u306f matplotlib \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u68d2\u30b0\u30e9\u30d5\u3068\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306b\u8aa4\u5dee\u7bc4\u56f2\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u68d2\u30b0\u30e9\u30d5\u306e\u8aa4\u5dee\u7bc4\u56f2<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">Python \u306b\u6b21\u306e 10 \u500b\u306e\u5024\u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define dataset<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aa4\u5dee\u7bc4\u56f2\u3092\u542b\u3080\u68d2\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u8aa4\u5dee\u7bc4\u56f2\u306e\u5e45\u3092<strong>\u6a19\u6e96\u8aa4\u5dee<\/strong>\u3068\u3057\u3066\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001<\/span><strong><br \/><\/strong><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6a19\u6e96\u8aa4\u5dee = s \/ \u221an<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s:<\/strong>\u30b5\u30f3\u30d7\u30eb\u306e\u6a19\u6e96\u504f\u5dee<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>n:<\/strong>\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u4f8b\u306e\u6a19\u6e96\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate standard error<\/span>\nstd_error = np.std(data, ddof=1) \/ np.sqrt(len(data))\n\n<span style=\"color: #008080;\">#view standard error<\/span>\nstd_error\n\n1.78\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6700\u5f8c\u306b\u3001\u6a19\u6e96\u8aa4\u5dee\u3068\u7b49\u3057\u3044\u5e45\u3092\u6301\u3064\u8aa4\u5dee\u7bc4\u56f2\u3092\u4f7f\u7528\u3057\u3066\u68d2\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define chart<\/span> \nfig, ax = plt.subplots()\n\n<span style=\"color: #008080;\">#create chart<\/span>\nax.bar(x=np.arange(len(data)), <span style=\"color: #008080;\">#x-coordinates of bars<\/span>\n       height=data, <span style=\"color: #008080;\">#height of bars<\/span>\n       yerr=std_error, <span style=\"color: #008080;\">#error bar width<\/span>\n       capsize=4) <span style=\"color: #008080;\">#length of error bar caps<\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9718 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python1.png\" alt=\"Python \u306e\u8aa4\u5dee\u7bc4\u56f2\u3092\u542b\u3080\u68d2\u30b0\u30e9\u30d5\" width=\"438\" height=\"297\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6a19\u6e96\u8aa4\u5dee\u306f<strong>1.78<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u30b0\u30e9\u30d5\u4e0a\u306e\u70b9\u63a8\u5b9a\u5024\u304b\u3089\u3044\u305a\u308c\u304b\u306e\u65b9\u5411\u306b\u4f38\u3073\u308b\u8aa4\u5dee\u7bc4\u56f2\u306e\u5e45\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30b0\u30e9\u30d5\u306e\u6700\u521d\u306e\u30d0\u30fc\u306e\u5024\u306f 4 \u3067\u3042\u308b\u305f\u3081\u3001\u6b21\u306e\u7bc4\u56f2\u304b\u3089\u4f38\u3073\u308b\u8aa4\u5dee\u30d0\u30fc\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u4e0b\u9650: 4 \u2013 178 = <strong>2.22<\/strong><\/span><\/li>\n<li><span style=\"color: #000000;\">\u30c8\u30c3\u30d7\u30a8\u30f3\u30c9: 4 + 1.78 = <strong>5.78<\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u30b0\u30e9\u30d5\u5185\u306e\u5404\u8aa4\u5dee\u30d0\u30fc\u306f\u540c\u3058\u5e45\u3067\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306e\u30a8\u30e9\u30fc\u30d0\u30fc<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u540c\u3058\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u8aa4\u5dee\u7bc4\u56f2\u3092\u542b\u3080\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]\n\n<span style=\"color: #008080;\">#define x and y coordinates\n<\/span>x = np.arange(len(data))\ny = data\n\n<span style=\"color: #008080;\">#create line chart with error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            yerr=std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9720 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python2.png\" alt=\"Python \u3067\u306e\u30a8\u30e9\u30fc\u30d0\u30fc\u4ed8\u304d\u6298\u308c\u7dda\u30b0\u30e9\u30d5\" width=\"397\" height=\"266\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>yerr<\/strong>\u5f15\u6570\u306f\u3001Python \u306b\u5782\u76f4\u8aa4\u5dee\u7bc4\u56f2\u3092\u4f5c\u6210\u3059\u308b\u3088\u3046\u306b\u6307\u793a\u3059\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4ee3\u308f\u308a\u306b\u3001 <strong>xerr<\/strong>\u5f15\u6570\u3092\u4f7f\u7528\u3057\u3066\u6c34\u5e73\u5782\u76f4\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create line chart with horizontal error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            <span style=\"color: #3366ff;\">xerr<\/span> =std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9721 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python3.png\" alt=\"Python \u30c1\u30e3\u30fc\u30c8\u306e\u8aa4\u5dee\u7bc4\u56f2\" width=\"418\" height=\"289\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\"><em>\u305d\u306e\u4ed6\u306e Python \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f<a href=\"https:\/\/statorials.org\/ja\/-10\/\" target=\"_blank\" rel=\"noopener\">\u3053\u3053\u3067<\/a>\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6e2c\u5b9a\u5024\u3084\u8a08\u7b97\u5024\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u3001Python \u306e\u30b0\u30e9\u30d5\u306b\u8aa4\u5dee\u7bc4\u56f2\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u5e78\u3044\u306a\u3053\u3068\u306b\u3001\u3053\u308c\u306f matplotlib \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-907","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python \u3067\u30b0\u30e9\u30d5\u306b\u8aa4\u5dee\u7bc4\u56f2\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5 - Statorials<\/title>\n<meta name=\"description\" content=\"Python\u3067\u30b0\u30e9\u30d5\u306b\u8aa4\u5dee\u7bc4\u56f2\u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5\u3092\u7c21\u5358\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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