{"id":936,"date":"2023-07-28T06:14:54","date_gmt":"2023-07-28T06:14:54","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e7%9b%b8%e5%af%be%e5%91%a8%e6%b3%a2%e6%95%b0python\/"},"modified":"2023-07-28T06:14:54","modified_gmt":"2023-07-28T06:14:54","slug":"%e7%9b%b8%e5%af%be%e5%91%a8%e6%b3%a2%e6%95%b0python","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e7%9b%b8%e5%af%be%e5%91%a8%e6%b3%a2%e6%95%b0python\/","title":{"rendered":"Python \u3067\u76f8\u5bfe\u5468\u6ce2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u76f8\u5bfe\u983b\u5ea6\u306f\u3001<\/strong>\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u5185\u306e\u5024\u306e\u7dcf\u6570\u3068<em>\u6bd4\u8f03\u3057\u3066\u3001<\/em>\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u5185\u306b\u7279\u5b9a\u306e\u5024\u304c\u51fa\u73fe\u3059\u308b\u983b\u5ea6\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Python \u3067\u6b21\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u76f8\u5bfe\u983b\u5ea6\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">def<\/span> <span style=\"color: #3366ff;\">rel_freq<\/span> (x):<\/strong><\/span>\n<span style=\"color: #000000;\"><strong>freqs = [(value, x.count(value) \/ len(x)) for value in set(x)]<\/strong><\/span>\n<span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">return<\/span> freqs<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u4f8b 1: \u6570\u5024\u30ea\u30b9\u30c8\u306e\u76f8\u5bfe\u983b\u5ea6<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u6570\u5024\u30ea\u30b9\u30c8\u306e\u76f8\u5bfe\u983b\u5ea6\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;\">#define data<\/span>\ndata = [1, 1, 1, 2, 3, 4, 4]\n\n<span style=\"color: #008080;\">#calculate relative frequencies for each value in list\n<\/span>rel_freq(data)\n\n[(1, 0.42857142857142855),\n (2, 0.14285714285714285),\n (3, 0.14285714285714285),\n (4, 0.2857142857142857)]\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u51fa\u529b\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300c1\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.42857<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300c2\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.142857<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300c3\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.142857<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300c4\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.28571<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3059\u3079\u3066\u306e\u76f8\u5bfe\u5468\u6ce2\u6570\u3092\u5408\u8a08\u3059\u308b\u3068 1 \u306b\u306a\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u4f8b 2: \u6587\u5b57\u30ea\u30b9\u30c8\u306e\u76f8\u5bfe\u983b\u5ea6<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u6587\u5b57\u30ea\u30b9\u30c8\u306e\u76f8\u5bfe\u983b\u5ea6\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;\">#define data<\/span>\ndata = ['a', 'a', 'b', 'b', 'c']\n\n<span style=\"color: #008080;\">#calculate relative frequencies for each value in list\n<\/span>rel_freq(data)\n\n[('a', 0.4), ('b', 0.4), ('c', 0.2)]\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u51fa\u529b\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300ca\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.4<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300cb\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.4<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u300cc\u300d\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.2<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7e70\u308a\u8fd4\u3057\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u76f8\u5bfe\u5468\u6ce2\u6570\u3092\u5408\u8a08\u3059\u308b\u3068 1 \u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u4f8b 3: pandas DataFrame \u306e\u5217\u306e\u76f8\u5bfe\u983b\u5ea6<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001pandas DataFrame \u306e\u7279\u5b9a\u306e\u5217\u306e\u76f8\u5bfe\u983b\u5ea6\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: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#define data\n<\/span>data = pd.DataFrame({'A': [25, 15, 15, 14, 19],\n                     'B': [5, 7, 7, 9, 12],\n                     'C': [11, 8, 10, 6, 6]})\n\n<span style=\"color: #008080;\">#calculate relative frequencies of values in column 'A'\n<\/span>rel_freq( <span style=\"color: #008000;\">list<\/span> (data['A']))\n\n[(25, 0.2), (19, 0.2), (14, 0.2), (15, 0.4)]\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u51fa\u529b\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5024\u300c25\u300d\u306e\u5217\u5185\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.2<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5024\u300c19\u300d\u306e\u5217\u5185\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.2<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5024\u300c14\u300d\u306e\u5217\u5185\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.2<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5024\u300c15\u300d\u306e\u5217\u5185\u306e\u76f8\u5bfe\u983b\u5ea6\u306f<strong>0.4<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7e70\u308a\u8fd4\u3057\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u76f8\u5bfe\u5468\u6ce2\u6570\u3092\u5408\u8a08\u3059\u308b\u3068 1 \u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<br \/><\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u76f8\u5bfe\u5468\u6ce2\u6570\u8a08\u7b97\u6a5f\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u76f8\u5bfe\u5468\u6ce2\u6570\u8a08\u7b97\u6a5f<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u76f8\u5bfe\u5ea6\u6570\u30d2\u30b9\u30c8\u30af\u3099\u30e9\u30e0-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u76f8\u5bfe\u5ea6\u6570\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0: \u5b9a\u7fa9 + \u4f8b<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u76f8\u5bfe\u5468\u6ce2\u6570\u30a8\u30af\u30bb\u30eb\/\" target=\"_blank\" rel=\"noopener noreferrer\">Excel\u3067\u76f8\u5bfe\u5468\u6ce2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76f8\u5bfe\u983b\u5ea6\u306f\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u5185\u306e\u5024\u306e\u7dcf\u6570\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u5185\u306b\u7279\u5b9a\u306e\u5024\u304c\u51fa\u73fe\u3059\u308b\u983b\u5ea6\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002 Python \u3067\u6b21\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u76f8\u5bfe\u983b\u5ea6\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002 def rel_freq (x): freqs =  [&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-936","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\u76f8\u5bfe\u5468\u6ce2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statology<\/title>\n<meta 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