{"id":2163,"date":"2023-07-23T10:26:35","date_gmt":"2023-07-23T10:26:35","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%81%aef1%e3%82%b9%e3%82%b3%e3%82%a2\/"},"modified":"2023-07-23T10:26:35","modified_gmt":"2023-07-23T10:26:35","slug":"python%e3%81%aef1%e3%82%b9%e3%82%b3%e3%82%a2","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%81%aef1%e3%82%b9%e3%82%b3%e3%82%a2\/","title":{"rendered":"Python \u3067 f1 \u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 (\u4f8b\u3092\u542b\u3080)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u6a5f\u68b0\u5b66\u7fd2\u3067<a href=\"https:\/\/statorials.org\/ja\/\u56de\u5e30\u3068\u5206\u985e\/\" target=\"_blank\" rel=\"noopener\">\u5206\u985e\u30e2\u30c7\u30eb\u3092<\/a>\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u6307\u6a19\u306f<strong>F1 \u30b9\u30b3\u30a2<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>F1 \u30b9\u30b3\u30a2<\/strong>= 2 * (\u9069\u5408\u7387 * \u518d\u73fe\u7387) \/ (\u9069\u5408\u7387 + \u518d\u73fe\u7387)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u7cbe\u5ea6<\/strong>: \u967d\u6027\u4e88\u6e2c\u306e\u5408\u8a08\u306b\u5bfe\u3059\u308b\u6b63\u3057\u3044\u967d\u6027\u4e88\u6e2c<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u30ea\u30de\u30a4\u30f3\u30c0\u30fc<\/strong>: \u5b9f\u969b\u306e\u967d\u6027\u5408\u8a08\u306b\u5bfe\u3059\u308b\u967d\u6027\u4e88\u6e2c\u306e\u4fee\u6b63<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001400 \u4eba\u306e\u7570\u306a\u308b\u5927\u5b66\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u9078\u624b\u304c NBA \u306b\u30c9\u30e9\u30d5\u30c8\u3055\u308c\u308b\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u6df7\u540c\u884c\u5217\u306f\u3001\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u305f\u4e88\u6e2c\u3092\u8981\u7d04\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20021 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/\u1405-\u1405-\u1405.png\" alt=\"\" width=\"449\" height=\"148\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u30e2\u30c7\u30eb\u306e F1 \u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7cbe\u5ea6 = \u771f\u967d\u6027 \/ (\u771f\u967d\u6027 + \u507d\u967d\u6027) = 120\/ (120+70) = <strong>0.63157<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u30ea\u30b3\u30fc\u30eb = \u771f\u967d\u6027 \/ (\u771f\u967d\u6027 + \u507d\u9670\u6027) = 120 \/ (120+40) = <strong>0.75<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">F1 \u30b9\u30b3\u30a2 = 2 * (.63157 * .75) \/ (.63157 + .75) = \u3002 <strong>6857<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001Python \u3067\u3053\u306e\u6b63\u78ba\u306a\u30e2\u30c7\u30eb\u306e F1 \u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Python \u3067\u306e F1 \u30b9\u30b3\u30a2\u306e\u8a08\u7b97<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001Python \u306e<strong>sklearn<\/strong>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<strong>f1_score()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u306e\u5024\u306e\u6307\u5b9a\u3055\u308c\u305f\u914d\u5217\u306e F1 \u30b9\u30b3\u30a2\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> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">metrics<\/span> <span style=\"color: #008000;\">import<\/span> f1_score\n\n<span style=\"color: #008080;\">#define array of actual classes\n<\/span>actual = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0], repeats=[160, 240])\n\n<span style=\"color: #008080;\">#define array of predicted classes\n<\/span>pred = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0, 1, 0], repeats=[120, 40, 70, 170])\n\n<span style=\"color: #008080;\">#calculate F1 score\n<\/span>f1_score(actual, pred)\n\n0.6857142857142857\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">F1 \u30b9\u30b3\u30a2\u306f<strong>0.6857<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4ee5\u524d\u306b\u624b\u52d5\u3067\u8a08\u7b97\u3057\u305f\u5024\u3068\u4e00\u81f4\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8<\/strong>: <strong>f1_score()<\/strong>\u95a2\u6570\u306e\u5b8c\u5168\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.f1_score.html\" target=\"_blank\" rel=\"noopener\">\u3053\u3053\u3067<\/a>\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>F1\u30b9\u30b3\u30a2\u4f7f\u7528\u4e0a\u306e\u6ce8\u610f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">F1 \u30b9\u30b3\u30a2\u3092\u4f7f\u7528\u3057\u3066\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u3059\u308b\u5834\u5408\u3001F1 \u30b9\u30b3\u30a2\u304c\u6700\u3082\u9ad8\u3044\u30e2\u30c7\u30eb\u306f\u3001\u89b3\u6e2c\u5024\u3092\u30af\u30e9\u30b9\u306b\u6700\u3082\u3088\u304f\u5206\u985e\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u8868\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u5225\u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u30c7\u30fc\u30bf\u306b\u9069\u5408\u3055\u305b\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306e F1 \u30b9\u30b3\u30a2\u304c 0.75 \u3067\u3042\u308b\u5834\u5408\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306e\u65b9\u304c F1 \u30b9\u30b3\u30a2\u304c\u9ad8\u3044\u305f\u3081\u3001\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3068\u898b\u306a\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30python\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/python\u884c\u5217\u306e\u6df7\u4e71\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u6df7\u540c\u884c\u5217\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u3099\u30e9\u30f3\u30b9\u306e\u3068\u308c\u305f\u7cbe\u5ea6\u306e-python-sklearn\/\">Python \u3067\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/f1-\u30b9\u30b3\u30a2\u3068\u7cbe\u5ea6\/\" target=\"_blank\" rel=\"noopener\">F1 \u30b9\u30b3\u30a2\u3068\u7cbe\u5ea6: \u3069\u3061\u3089\u3092\u4f7f\u7528\u3059\u308b\u3079\u304d\u3067\u3059\u304b?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u5206\u985e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u6307\u6a19\u306fF1 \u30b9\u30b3\u30a2\u3067\u3059\u3002 \u3053\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 F1 \u30b9\u30b3\u30a2= 2 * (\u9069\u5408\u7387 * \u518d\u73fe\u7387) \/ (\u9069\u5408\u7387 + \u518d\u73fe\u7387 [&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-2163","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 F1 \u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d) - Statorials<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u5206\u985e\u30e2\u30c7\u30eb\u306e F1 \u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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