{"id":3865,"date":"2023-07-15T02:15:01","date_gmt":"2023-07-15T02:15:01","guid":{"rendered":"https:\/\/statorials.org\/ko\/r-%e1%84%86%e1%85%a9%e1%84%83%e1%85%ae-na%e1%84%85%e1%85%b3%e1%86%af-%e1%84%91%e1%85%a9%e1%84%92%e1%85%a1%e1%86%b7%e1%84%92%e1%85%a1%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%8b%e1%85%a7%e1%86%af%e1%84%8b\/"},"modified":"2023-07-15T02:15:01","modified_gmt":"2023-07-15T02:15:01","slug":"r-%e1%84%86%e1%85%a9%e1%84%83%e1%85%ae-na%e1%84%85%e1%85%b3%e1%86%af-%e1%84%91%e1%85%a9%e1%84%92%e1%85%a1%e1%86%b7%e1%84%92%e1%85%a1%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%8b%e1%85%a7%e1%86%af%e1%84%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r-%e1%84%86%e1%85%a9%e1%84%83%e1%85%ae-na%e1%84%85%e1%85%b3%e1%86%af-%e1%84%91%e1%85%a9%e1%84%92%e1%85%a1%e1%86%b7%e1%84%92%e1%85%a1%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%8b%e1%85%a7%e1%86%af%e1%84%8b\/","title":{"rendered":"A: \ub204\ub77d\ub41c \uac12\uc774 \ubaa8\ub450 \ud3ec\ud568\ub41c \uc5f4\uc744 \ucc3e\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ub2e4\uc74c \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec R\uc758 \ub370\uc774\ud130 \ud504\ub808\uc784\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc774 \ubaa8\ub450 \ud3ec\ud568\ub41c \uc5f4\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 1: \uae30\ubcf8 R \uc0ac\uc6a9<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#check if each column has all missing values\n<\/span>all_miss &lt;- apply(df, 2, <span style=\"color: #008000;\">function<\/span> (x) all(is. <span style=\"color: #3366ff;\">na<\/span> (x)))\n\n<span style=\"color: #008080;\">#display columns with all missing values<\/span>\nnames(all_miss[all_miss&gt;0])   \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 2: purrr \ud328\ud0a4\uc9c0 \uc0ac\uc6a9<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">library<\/span> (purrr)\n\n<strong><span style=\"color: #008080;\">#display columns with all missing values<\/span><\/strong>\ndf %&gt;% keep(~all(is. <span style=\"color: #3366ff;\">na<\/span> (.x))) %&gt;% names\n<\/b><\/pre>\n<p> <span style=\"color: #000000;\">\ub450 \ubc29\ubc95 \ubaa8\ub450 \ub3d9\uc77c\ud55c \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\uc9c0\ub9cc \ub9e4\uc6b0 \ud070 \ub370\uc774\ud130 \ud504\ub808\uc784\uc758 \uacbd\uc6b0 purrr \uc811\uadfc \ubc29\uc2dd\uc774 \ub354 \ube60\ub978 \uacbd\ud5a5\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 R\uc758 \ub2e4\uc74c \ub370\uc774\ud130 \ud504\ub808\uc784\uacfc \ud568\uaed8 \uac01 \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><strong><span style=\"color: #008080;\">#create data frame\n<span style=\"color: #000000;\">df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (points=c(21, 15, 10, 4, 4, 9, 12, 10),\n                 assists=c(NA, NA, NA, NA, NA, NA, NA, NA),\n                 rebounds=c(8, 12, 14, 10, 7, 9, 8, 5),\n                 steals=c(NA, NA, NA, NA, NA, NA, NA, NA))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n  points assists rebounds steals\n1 21 NA 8 NA\n2 15 NA 12 NA\n3 10 NA 14 NA\n4 4 NA 10 NA\n5 4 NA 7 NA\n6 9 NA 9 NA\n7 12 NA 8 NA\n8 10 NA 5 NA<\/span><\/span><\/strong><\/b><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>\uc608\uc2dc 1: Base R\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \uacb0\uce21\uac12\uc774 \uc788\ub294 \uc5f4 \ucc3e\uae30<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \ubaa8\ub4e0 \ub204\ub77d\ub41c \uac12\uc774 \uc788\ub294 \ub370\uc774\ud130 \ud504\ub808\uc784\uc758 \uc5f4\uc744 \ucc3e\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#check if each column has all missing values\n<\/span>all_miss &lt;- apply(df, 2, <span style=\"color: #008000;\">function<\/span> (x) all(is. <span style=\"color: #3366ff;\">na<\/span> (x)))\n\n<span style=\"color: #008080;\">#display columns with all missing values<\/span>\nnames(all_miss[all_miss&gt;0])   \n\n[1] \u201cassists\u201d \u201csteals\u201d \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\uc5d0\uc11c <strong>\uc9c0\uc6d0<\/strong> \ubc0f <strong>\uc778\ud130\uc149\ud2b8<\/strong> \uc5f4\uc5d0 \ubaa8\ub450 \ub204\ub77d\ub41c \uac12\uc774 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\uc608\uc2dc 2: purrr \ud328\ud0a4\uc9c0\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \uacb0\uce21\uac12\uc774 \uc788\ub294 \uc5f4 \ucc3e\uae30<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 <a href=\"https:\/\/purrr.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">purrr<\/a> \ud328\ud0a4\uc9c0\uc758 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \ub204\ub77d\ub41c \uac12\uc774 \uc788\ub294 \ub370\uc774\ud130 \ud504\ub808\uc784\uc758 \uc5f4\uc744 \ucc3e\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">library<\/span> (purrr)\n\n<strong><span style=\"color: #008080;\">#display columns with all missing values<\/span><\/strong>\ndf %&gt;% keep(~all(is. <span style=\"color: #3366ff;\">na<\/span> (.x))) %&gt;% names\n\n[1] \u201cassists\u201d \u201csteals\u201d \n<\/b><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\uc5d0\uc11c <strong>\uc9c0\uc6d0<\/strong> \ubc0f <strong>\uc778\ud130\uc149\ud2b8<\/strong> \uc5f4\uc5d0 \ubaa8\ub450 \ub204\ub77d\ub41c \uac12\uc774 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uae30\ubcf8 R \ubc29\ubc95\uc758 \ucd9c\ub825\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\ub978 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1166-\u1100\u1167\u11af\u110e\u1173\u11a8\u1100\u1161\u11b9-\u1103\u1162\u110e\u1175\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \uacb0\uce21\uac12\uc744 \ubaa8\ub450 \ub300\uce58\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/na\u1105\u1173\u11af-r\u110b\u1174-\u1106\u116e\u11ab\u110c\u1161\u110b\u1167\u11af\u1105\u1169-\u1100\u116d\u110e\u1166\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c NA\ub97c \ubb38\uc790\uc5f4\ub85c \ubc14\uafb8\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/dplyr-na\u1105\u1173\u11af-0\u110b\u1173\u1105\u1169-\u1100\u116d\u110e\u1166\/\" target=\"_blank\" rel=\"noopener\">dplyr\uc5d0\uc11c NA\ub97c 0\uc73c\ub85c \ubc14\uafb8\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub2e4\uc74c \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec R\uc758 \ub370\uc774\ud130 \ud504\ub808\uc784\uc5d0\uc11c \ub204\ub77d\ub41c \uac12\uc774 \ubaa8\ub450 \ud3ec\ud568\ub41c \uc5f4\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc29\ubc95 1: \uae30\ubcf8 R \uc0ac\uc6a9 #check if each column has all missing values all_miss &lt;- apply(df, 2, function (x) all(is. na (x))) #display columns with all missing values names(all_miss[all_miss&gt;0]) \ubc29\ubc95 2: purrr \ud328\ud0a4\uc9c0 \uc0ac\uc6a9 library (purrr) #display columns with all missing [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-3865","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A: \ub204\ub77d\ub41c \uac12\uc774 \ubaa8\ub450 \ud3ec\ud568\ub41c \uc5f4\uc744 \ucc3e\ub294 \ubc29\ubc95 - Statorials<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc608\uc81c\ub97c \ud3ec\ud568\ud558\uc5ec R\uc5d0\uc11c \ubaa8\ub4e0 NA \uac12\uc774 \ud3ec\ud568\ub41c \uc5f4\uc744 \ucc3e\ub294 \ubc29\ubc95\uc744 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