{"id":865,"date":"2023-07-28T12:03:55","date_gmt":"2023-07-28T12:03:55","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%81%84%e3%81%8f%e3%81%a4%e3%81%8b%e3%81%aepython%e3%83%95%e3%82%9a%e3%83%ad%e3%83%83%e3%83%88\/"},"modified":"2023-07-28T12:03:55","modified_gmt":"2023-07-28T12:03:55","slug":"%e3%81%84%e3%81%8f%e3%81%a4%e3%81%8b%e3%81%aepython%e3%83%95%e3%82%9a%e3%83%ad%e3%83%83%e3%83%88","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%81%84%e3%81%8f%e3%81%a4%e3%81%8b%e3%81%aepython%e3%83%95%e3%82%9a%e3%83%ad%e3%83%83%e3%83%88\/","title":{"rendered":"Python \u3067 qq \u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u300c\u5206\u4f4d\u6570-\u5206\u4f4d\u6570\u300d\u306e\u7565\u3067\u3042\u308b<strong>QQ \u30d7\u30ed\u30c3\u30c8\u306f<\/strong>\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u7406\u8ad6\u7684\u306a\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3001\u3053\u306e\u30bf\u30a4\u30d7\u306e\u30d7\u30ed\u30c3\u30c8\u306f\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c<a href=\"https:\/\/statorials.org\/ja\/\u6b63\u898f\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener\">\u6b63\u898f\u5206\u5e03<\/a>\u306b\u5f93\u3046\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e QQ \u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Python \u306e QQ \u30d7\u30ed\u30c3\u30c8<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e 100 \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\n<span style=\"color: #008080;\">#create dataset with 100 values that follows a normal distribution\n<\/span>np.random.seed(0)\ndata = np.random.normal(0,1, 1000)\n\n<span style=\"color: #008080;\">#view first 10 values\n<\/span>data[:10] \n\narray([ 1.76405235, 0.40015721, 0.97873798, 2.2408932 , 1.86755799,\n       -0.97727788, 0.95008842, -0.15135721, -0.10321885, 0.4105985 ])<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e QQ \u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001statsmodels \u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.graphics.gofplots.qqplot.html\" target=\"_blank\" rel=\"noopener\">qqplot() \u95a2\u6570<\/a>\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> statsmodels.api <span style=\"color: #107d3f;\">as<\/span> sm\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create QQ plot with 45-degree line added to plot<\/span>\nfig = sm.qqplot(data, line='45')\nplt.show()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9410 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qqplotpython1.png\" alt=\"Python \u3067\u306e QQ \u30d7\u30ed\u30c3\u30c8\" width=\"417\" height=\"275\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">QQ \u30d7\u30ed\u30c3\u30c8\u3067\u306f\u3001X \u8ef8\u306b<strong>\u7406\u8ad6\u4e0a\u306e\u5206\u4f4d\u6570<\/strong>\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u3057\u305f\u5834\u5408\u306e\u30c7\u30fc\u30bf\u306e\u4f4d\u7f6e\u3092\u8868\u3059\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Y \u8ef8\u306b\u306f<strong>\u73fe\u5728\u306e\u30c7\u30fc\u30bf<\/strong>\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u5024\u304c 45 \u5ea6\u306e\u89d2\u5ea6\u3067\u307b\u307c\u76f4\u7dda\u306b\u5f93\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0a\u306e QQ \u30d7\u30ed\u30c3\u30c8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5024\u304c 45 \u5ea6\u306b\u53b3\u5bc6\u306b\u5f93\u3046\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002 <a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/random\/generated\/numpy.random.normal.html\" target=\"_blank\" rel=\"noopener\">numpy.random.normal() \u95a2\u6570<\/a>\u3092\u4f7f\u7528\u3057\u3066 100 \u500b\u306e\u30c7\u30fc\u30bf\u5024\u3092\u751f\u6210\u3057\u305f\u305f\u3081\u3001\u3053\u308c\u306f\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee3\u308f\u308a\u306b\u3001100 \u500b\u306e\u5747\u4e00\u306b\u5206\u5e03\u3057\u305f\u5024\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e QQ \u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u305f\u5834\u5408\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset of 100 uniformly distributed values<\/span>\ndata = np.random.uniform(0,1, 1000)\n\n<span style=\"color: #008080;\">#generate QQ plot for the dataset\n<\/span>fig = sm.qqplot(data, line='45')\nplt.show()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9412 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qqplotpython2.png\" alt=\"matplotlib \u3092\u4f7f\u7528\u3057\u305f Python \u3067\u306e\u76f4\u7dda\u306b\u3088\u308b Q-Q \u30d7\u30ed\u30c3\u30c8\" width=\"418\" height=\"281\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u5024\u306f\u660e\u3089\u304b\u306b 45 \u5ea6\u306e\u8d64\u3044\u7dda\u306b\u5f93\u3063\u3066\u304a\u3089\u305a\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>QQ\u30d7\u30ed\u30c3\u30c8\u306b\u95a2\u3059\u308b\u6ce8\u610f\u4e8b\u9805<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">QQ \u30d7\u30ed\u30c3\u30c8\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u6ce8\u610f\u4e8b\u9805\u306b\u7559\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">QQ \u30d7\u30ed\u30c3\u30c8\u306f\u6b63\u5f0f\u306a\u7d71\u8a08\u691c\u5b9a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u7c21\u5358\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">QQ \u30d7\u30ed\u30c3\u30c8\u3068<a href=\"https:\/\/en.wikipedia.org\/wiki\/P%E2%80%93P_plot\" target=\"_blank\" rel=\"noopener\">PP \u30d7\u30ed\u30c3\u30c8\u3092\u6df7\u540c\u3057\u306a\u3044\u3088\u3046\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002PP \u30d7\u30ed\u30c3\u30c8<\/a>\u306f\u3042\u307e\u308a\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u305a\u3001\u5206\u5e03\u306e\u88fe\u306b\u3042\u308b\u30c7\u30fc\u30bf\u5024\u306e\u5206\u6790\u306b\u306f\u3042\u307e\u308a\u5f79\u306b\u7acb\u3061\u307e\u305b\u3093\u3002<\/span><\/li>\n<\/ul>\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\/\">\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>\u300c\u5206\u4f4d\u6570-\u5206\u4f4d\u6570\u300d\u306e\u7565\u3067\u3042\u308bQQ \u30d7\u30ed\u30c3\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u7406\u8ad6\u7684\u306a\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3001\u3053\u306e\u30bf\u30a4\u30d7\u306e\u30d7\u30ed\u30c3\u30c8\u306f\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u304b\u3069\u3046\u304b\u3092\u5224 [&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-865","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\/ 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