{"id":2946,"date":"2023-07-19T22:57:09","date_gmt":"2023-07-19T22:57:09","guid":{"rendered":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e7%9b%b8%e9%96%a2%e8%a1%8c%e5%88%97\/"},"modified":"2023-07-19T22:57:09","modified_gmt":"2023-07-19T22:57:09","slug":"r-%e3%81%ae%e7%9b%b8%e9%96%a2%e8%a1%8c%e5%88%97","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e7%9b%b8%e9%96%a2%e8%a1%8c%e5%88%97\/","title":{"rendered":"R \u3067\u76f8\u95a2\u884c\u5217\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5 (4 \u3064\u306e\u4f8b)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ja\/\u76f8\u95a2\u884c\u5217\u306e\u898b\u65b9\/\" target=\"_blank\" rel=\"noopener\">\u76f8\u95a2\u884c\u5217\u306f<\/a>\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u9593\u306e <a href=\"https:\/\/statorials.org\/ja\/\u30d2\u309a\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570-1\/\" target=\"_blank\" rel=\"noopener\">\u76f8\u95a2\u4fc2\u6570<\/a>\u3092\u793a\u3059\u6b63\u65b9\u5f62\u306e\u8868\u3067\u3059\u3002<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u9593\u306b\u5b58\u5728\u3059\u308b\u7dda\u5f62\u95a2\u4fc2\u306e\u5f37\u3055\u3092\u7406\u89e3\u3059\u308b\u7c21\u5358\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">R \u3067\u76f8\u95a2\u884c\u5217\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u6b21\u306e 4 \u3064\u306e\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 1: cor \u95a2\u6570 (\u76f8\u95a2\u4fc2\u6570\u306e\u5358\u7d14\u884c\u5217\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081)<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>cor(df)<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 2: rcorr \u95a2\u6570 (\u76f8\u95a2\u4fc2\u6570\u306e p \u5024\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081)<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (Hmisc)\n\nrcorr( <span style=\"color: #3366ff;\">as.matrix<\/span> (df))<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 3: corrplot \u95a2\u6570 (\u76f8\u95a2\u884c\u5217\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081)<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (corplot)\n\ncorrplot(cor(df))\n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 4: ggcorrplot \u95a2\u6570 (\u76f8\u95a2\u884c\u5217\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081)<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (ggcorrplot)\n\nggcorrplot(cor(df))<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001R \u306e\u6b21\u306e\u30c7\u30fc\u30bf \u30d5\u30ec\u30fc\u30e0\u3067\u5404\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (assists=c(4, 5, 5, 6, 7, 8, 8, 10),\n                 rebounds=c(12, 14, 13, 7, 8, 8, 9, 13),\n                 points=c(22, 24, 26, 26, 29, 32, 20, 14))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n  assists rebound points\n1 4 12 22\n2 5 14 24\n3 5 13 26\n4 6 7 26\n5 7 8 29\n6 8 8 32\n7 8 9 20\n8 10 13 14\n<\/strong><\/span><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 1: cor \u95a2\u6570<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">R Base <strong>cor()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30d5\u30ec\u30fc\u30e0\u5185\u306e\u5404\u5909\u6570\u9593\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u793a\u3059\u76f8\u95a2\u884c\u5217\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#create correlation matrix<\/span>\ncor(df)\n\n            assists rebound points\nassists 1.0000000 -0.2448608 -0.3295730\nrebounds -0.2448608 1.0000000 -0.5220917\npoints -0.3295730 -0.5220917 1.0000000\n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u5404\u5909\u6570\u306f\u305d\u308c\u81ea\u4f53\u3068\u5b8c\u5168\u306b\u76f8\u95a2\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u5bfe\u89d2\u7dda\u306b\u6cbf\u3063\u305f\u76f8\u95a2\u4fc2\u6570\u306f\u3059\u3079\u3066 1 \u306b\u7b49\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ed6\u306e\u3059\u3079\u3066\u306e\u76f8\u95a2\u4fc2\u6570\u306f\u3001\u5909\u6570\u306e\u7570\u306a\u308b\u30da\u30a2\u3054\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u9593\u306e\u76f8\u95a2\u3092\u793a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30a2\u30b7\u30b9\u30c8\u3068\u30ea\u30d0\u30a6\u30f3\u30c9\u306e\u76f8\u95a2\u4fc2\u6570\u306f<strong>-0.245<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30a2\u30b7\u30b9\u30c8\u3068\u5f97\u70b9\u306e\u76f8\u95a2\u4fc2\u6570\u306f<strong>-0.330<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30ea\u30d0\u30a6\u30f3\u30c9\u3068\u5f97\u70b9\u306e\u76f8\u95a2\u4fc2\u6570\u306f<strong>-0.522<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 2: rcorr \u95a2\u6570<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">R \u306e<strong>Hmisc<\/strong>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<strong>rcorr()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30d5\u30ec\u30fc\u30e0\u5185\u306e\u5404\u5909\u6570\u9593\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u793a\u3059\u76f8\u95a2\u884c\u5217\u3092\u4f5c\u6210\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;\">library<\/span> (Hmisc)\n\n<span style=\"color: #008080;\">#create matrix of correlation coefficients and p-values<\/span>\nrcorr( <span style=\"color: #3366ff;\">as.matrix<\/span> (df))\n\n         assists rebound points\nassists 1.00 -0.24 -0.33\nrebounds -0.24 1.00 -0.52\npoints -0.33 -0.52 1.00\n\nn=8 \n\nP\n         assists rebound points\nassists 0.5589 0.4253\nrebounds 0.5589 0.1844\npoints 0.4253 0.1844<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u6700\u521d\u306e\u884c\u5217\u306f\u5909\u6570\u9593\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u793a\u3057\u30012 \u756a\u76ee\u306e\u884c\u5217\u306f\u5bfe\u5fdc\u3059\u308b p \u5024\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u30a2\u30b7\u30b9\u30c8\u3068\u30ea\u30d0\u30a6\u30f3\u30c9\u306e\u9593\u306e\u76f8\u95a2\u4fc2\u6570\u306f<strong>-0.24<\/strong>\u3067\u3001\u3053\u306e\u76f8\u95a2\u4fc2\u6570\u306e p \u5024\u306f<strong>0.5589<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u30012 \u3064\u306e\u5909\u6570\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u304c\u8ca0\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u304c\u3001p \u5024\u304c 0.05 \u4ee5\u4e0a\u3067\u3042\u308b\u305f\u3081\u3001\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u76f8\u95a2\u95a2\u4fc2\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 3: corrplot \u95a2\u6570<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">R \u306e<strong>corrplot<\/strong>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<strong>corrplot()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u76f8\u95a2\u884c\u5217\u3092\u8996\u899a\u5316\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;\">library<\/span> (corplot)\n\n<span style=\"color: #008080;\">#visualize correlation matrix<\/span>\ncorrplot(cor(df))\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25594 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/corrplot1.jpg\" alt=\"\" width=\"363\" height=\"333\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u76f8\u95a2\u884c\u5217\u306e\u5186\u306e\u8272\u3068\u30b5\u30a4\u30ba\u306f\u3001\u5404\u5909\u6570\u9593\u306e\u76f8\u95a2\u3092\u8996\u899a\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u30a2\u30b7\u30b9\u30c8\u5909\u6570\u3068\u30ea\u30d0\u30a6\u30f3\u30c9\u5909\u6570\u304c\u4ea4\u5dee\u3059\u308b\u5186\u306f\u5c0f\u3055\u304f\u3066\u660e\u308b\u3044\u8d64\u3067\u3001\u76f8\u95a2\u95a2\u4fc2\u304c\u5f31\u304f\u8ca0\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 4: corrplot \u95a2\u6570<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">R \u306e<strong>ggcorrplot<\/strong>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<strong>ggcorrplot()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u76f8\u95a2\u884c\u5217\u3092\u8996\u899a\u5316\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;\">library<\/span> (ggcorrplot)\n\n<span style=\"color: #008080;\">#visualize correlation matrix<\/span>\nggcorrplot(cor(df))\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25595 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/corrplot2.jpg\" alt=\"\" width=\"429\" height=\"369\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u76f8\u95a2\u884c\u5217\u306e\u56db\u89d2\u5f62\u306e\u8272\u306f\u3001\u5404\u5909\u6570\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u8996\u899a\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/r-\u306e\u30b9\u30d2\u309a\u30a2\u30de\u30f3\u76f8\u95a2\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u30b9\u30d4\u30a2\u30de\u30f3\u306e\u9806\u4f4d\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u504f\u76f8\u95a2r\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u504f\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/r-\u306e\u30ed\u30fc\u30ea\u30f3\u30af\u3099\u76f8\u95a2\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u30b9\u30e9\u30a4\u30c9\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76f8\u95a2\u884c\u5217\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u9593\u306e \u76f8\u95a2\u4fc2\u6570\u3092\u793a\u3059\u6b63\u65b9\u5f62\u306e\u8868\u3067\u3059\u3002 \u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u9593\u306b\u5b58\u5728\u3059\u308b\u7dda\u5f62\u95a2\u4fc2\u306e\u5f37\u3055\u3092\u7406\u89e3\u3059\u308b\u7c21\u5358\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 R \u3067\u76f8\u95a2\u884c\u5217\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u6b21\u306e 4 \u3064\u306e\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u304c\u3042 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