{"id":844,"date":"2019-01-24T12:23:42","date_gmt":"2019-01-24T03:23:42","guid":{"rendered":"http:\/\/141.164.34.82\/?p=844"},"modified":"2022-02-03T18:02:55","modified_gmt":"2022-02-03T09:02:55","slug":"groupwise-function-application","status":"publish","type":"post","link":"http:\/\/ds.sumeun.org\/?p=844","title":{"rendered":"\uc9d1\ub2e8\ubcc4 \ud568\uc218 \uc801\uc6a9"},"content":{"rendered":"<h1>\uc9d1\ub2e8\ubcc4\ub85c \ud568\uc218 \uc801\uc6a9\ud558\uae30<\/h1>\n<ul>\n<li>\ubca1\ud130 <code>v<\/code>\uc5d0 \ud55c \ud559\uae09\uc758 \ud559\uc0dd \ud0a4\uac00 \uc800\uc7a5\ub418\uc5b4 \uc788\ub2e4. \uc774\ub54c \ub0a8\uc790\uc758 \ud0a4 \ud3c9\uade0\uacfc \uc5ec\uc790\uc758 \ud0a4 \ud3c9\uade0\uc744 \uad6c\ud558\uace0 \uc2f6\ub2e4\uba74 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uae4c? \uc804\uccb4 \ud3c9\uade0\uc740 <code>mean(v)<\/code>\uc73c\ub85c \uad6c\ud560 \uc218 \uc788\uc9c0\ub9cc \ub204\uac00 \ub0a8\uc790\uc774\uace0 \ub204\uac00 \uc5ec\uc790\uc778\uc9c0 \ubaa8\ub974\ub294 \ub370 \uc5b4\ub5bb\uac8c \ub0a8\uc790\ud0a4, \uc5ec\uc790\ud0a4 \ud3c9\uade0\uc744 \uad6c\ud560 \uc218 \uc788\ub294\uac00?<\/li>\n<li>\ub9cc\uc57d <code>g<\/code>\ub77c\ub294 \ubca1\ud130\uc5d0 \ubca1\ud130 <code>v<\/code>\uc758 \uac01 \uc6d0\uc18c\uac00 \ub0a8\uc790(<code>Male<\/code>) \ud0a4\uc778\uc9c0 \uc5ec\uc790(<code>Female<\/code>) \ud0a4\uc778\uc9c0\uac00 \uc800\uc7a5\ub418\uc5c8\ub2e4\uace0 \ud55c\ub2e4\uba74 \uc5b4\ub5a4\uae4c? <code>v[1]<\/code>\uc740 172\uc774\uace0, <code>g[1]<\/code>\uc740 <code>Male<\/code>\uc774\ub77c\uc11c, 172\uc740 \ub0a8\uc790\ud0a4\uc774\uace0, <code>v[2]<\/code>\ub294 170\uc774\uace0, <code>g[2]<\/code>\ub294 <code>Female<\/code>\uc774\ub77c\uc11c 170\uc740 \uc5ec\uc790\ud0a4\uc784\uc744 \uc54c \uc218 \uc788\ub2e4.<\/li>\n<li>\uc774\ub54c\uc5d0\ub294 <code>mean(v[g=='Male'])<\/code>\uacfc <code>mean(v[g=='Female'<\/code>])\ub85c \ub0a8\uc790\ud0a4 \ud3c9\uade0\uacfc \uc5ec\uc790\ud0a4 \ud3c9\uade0\uc744 \uc54c \uc218 \uc788\ub2e4(&lt;\ub17c\ub9ac\uac12\uc73c\ub85c \ubca1\ud130 \ucc38\uc870\/&gt; \ucc38\uc870).<\/li>\n<li>\ubb38\uc81c\ub294 \uc9d1\ub2e8\uc758 \uac2f\uc218\uac00 2\uac1c\uac00 \uc544\ub2c8\ub77c 100\uac1c\ub77c\uba74 \uc5b4\ub5a8\uae4c? \uc608\ub97c \ub4e4\uc5b4 <code>v<\/code>\uc5d0\ub294 <strong>\uac12<\/strong>\uc774 \ub4e4\uc5b4 \uc788\uace0, <code>g<\/code>\uc5d0\ub294 <strong>\uc18c\uc18d<\/strong>\uc774 \ub4e4\uc5b4 \uc788\ub294\ub370 \uc18c\uc18d\uc740 <code>1<\/code>\ubd80\ud130 <code>100<\/code>\uae4c\uc9c0 100\uac00\uc9c0\ub098 \ub41c\ub2e4\uba74? \ub2e4\uc74c\uc758 \ucf54\ub4dc\ub294 \uadf8 \uc77c\ubd80\ub97c \ubcf4\uc5ec\uc900\ub2e4.<\/li>\n<\/ul>\n<pre><code class=\"r\">set.seed(0)\r\nv &lt;- c(172, 172, 170, 170, rnorm(96, 170, 3))\r\ng &lt;- rep(c(\"Male\", \"Female\"), 50)\r\nc(mean(v[g==\"Male\"]), mean(v[g==\"Female\"]))\r\n<\/code><\/pre>\n<pre>## [1] 170.3323 169.7397\r\n<\/pre>\n<pre><code class=\"r\">#\r\nv &lt;- rnorm(1000, 170, 3)\r\ng &lt;- rep(1:100, 10)\r\nc(mean(v[g==1]), mean(v[g==2]), mean(v[g==3]), mean(v[g==4]))\r\n<\/code><\/pre>\n<pre>## [1] 169.2011 170.8637 170.5775 169.8197\r\n<\/pre>\n<ul>\n<li>\uc774\uc81c <code>g==5<\/code>, <code>g==6<\/code>, \u2026, <code>g==100<\/code>\uc744 \ucd94\uac00\ud558\uae30\ub9cc \ud558\uba74 \ub41c\ub2e4. \uc774\ub807\uac8c \ubc18\ubcf5\ub418\ub294 \uc791\uc5c5\uc774 \uacc4\uc18d\ub420 \ub54c \ud504\ub85c\uadf8\ub798\uba38\ub77c\uba74 \ub2f9\uc5f0\ud788 <code>for<\/code>\ubb38\uc744 \ucc3e\uac8c\ub41c\ub2e4. R\uc5d0\uc11c\ub294 \uc774\ub7f0 \uacbd\uc6b0\ub97c \uc704\ud55c \ud2b9\ubcc4\ud55c \ud568\uc218\uac00 \ub9c8\ub828\ub418\uc5b4 \uc788\ub2e4.<\/li>\n<\/ul>\n<h3>\uc8fc\uc5b4\uc9c4 \ubca1\ud130\uc5d0 \uc9d1\ub2e8\uc744 \uad6c\ubd84\ud558\uc5ec \ud568\uc218 \uc801\uc6a9\ud558\uae30 : <code>tapply<\/code><\/h3>\n<p><img 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\" alt=\"&#96;tapply&#96;\" \/><\/p>\n<ul>\n<li><code>tapply<\/code> \ud568\uc218\ub294 \ubca1\ud130 <code>v<\/code>\uc758 \uc6d0\uc18c\ub97c \uba87 \uac1c\uc758 \uc9d1\ub2e8\uc73c\ub85c \ub098\ub208 \ud6c4, \ud568\uc218 <code>func<\/code>\ub97c \uac01 \uc9d1\ub2e8\uc5d0 \uc801\uc6a9\ud55c\ub2e4. \uc704\uc758 \uadf8\ub9bc\uc5d0\uc11c \uc6d0\uc18c\uc758 \uc9d1\ub2e8\uc744 \uc54c\ub824\uc8fc\ub294 \ubca1\ud130 <code>g<\/code>\uc758 \uac12\uc5d0 \ub530\ub77c \ubc14\ud0d5\uc0c9\uc744 \ub2e4\ub974\uac8c \ud558\uc600\ub2e4.(\ubca1\ud130 <code>g<\/code>\uc758 \uc6d0\uc18c\uac00 <code>1<\/code>\uc778 \uacbd\uc6b0\ub294 \ud56d\uc0c1 \uc605\uc740 \ud68c\uc0c9\uc774\uace0 <code>2<\/code>\uc778 \uacbd\uc6b0\ub294 \ud558\uc580\uc0c9, <code>3<\/code>\uc778 \uacbd\uc6b0\ub294 \uc9d9\uc740 \ud68c\uc0c9\uc774\ub2e4.)<\/li>\n<li>\uc9d1\ub2e8 \ubca1\ud130 <code>g<\/code>\ub294 \uc9d1\ub2e8\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc54c\ub824\uc8fc\uae30\ub9cc \ud558\uba74 \ub41c\ub2e4. \ub530\ub77c\uc11c \uc9d1\ub2e8\uc744 \ub098\ud0c0\ub0b4\ub294 \ubca1\ud130 <code>g<\/code>\ub294 \ub2e4\uc74c \uc911 \uc5b4\ub290 \uac83\uc744 \uc0ac\uc6a9\ud574\ub3c4 \ubb34\ubc29\ud558\ub2e4.<\/li>\n<\/ul>\n<pre><code class=\"r\">c(1, 3, 1, 2, 3, 2, 2, 1, 2)\r\n<\/code><\/pre>\n<pre>## [1] 1 3 1 2 3 2 2 1 2\r\n<\/pre>\n<pre><code class=\"r\">c(0, 7, 0, 5, 7, 5, 5, 0, 5)\r\n<\/code><\/pre>\n<pre>## [1] 0 7 0 5 7 5 5 0 5\r\n<\/pre>\n<pre><code class=\"r\">c('A', 'C', 'A', 'B', 'C', 'B', 'B', 'A', 'B')\r\n<\/code><\/pre>\n<pre>## [1] \"A\" \"C\" \"A\" \"B\" \"C\" \"B\" \"B\" \"A\" \"B\"\r\n<\/pre>\n<pre><code class=\"r\">c(\"paul\", \"jack\", \"paul\", \"susan\", \"jack\", \"susan\", \"susan\", \"paul\", \"susan\")\r\n<\/code><\/pre>\n<pre>## [1] \"paul\"  \"jack\"  \"paul\"  \"susan\" \"jack\"  \"susan\" \"susan\" \"paul\"  \"susan\"\r\n<\/pre>\n<ul>\n<li>\ub9cc\uc57d \uc801\uc6a9\ub418\ub294 \ud568\uc218\uac00 <code>mean<\/code>\uc774\ub77c\uba74, \uadf8 \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\ud560 \uc218 \uc788\ub2e4.<\/li>\n<\/ul>\n<pre><code class=\"r\">v = c(2, 2, 6, 8, 9, 1, 2, 7, 5) \r\ng = c(1, 3, 1, 2, 3, 2, 2, 1, 2) \r\ntapply(v, g, FUN = mean) \r\n<\/code><\/pre>\n<pre>##   1   2   3 \r\n## 5.0 4.0 5.5\r\n<\/pre>\n<p><img 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\" alt=\"\" \/><\/p>\n<h3>\uc9d1\ub2e8\ubcc4\ub85c \ud568\uc218 \uc801\uc6a9\ud558\uae30 : <code>tapply<\/code>, <code>apply<\/code>, <code>lapply<\/code>, <code>sapply<\/code><\/h3>\n<ul>\n<li>\ubca1\ud130\ubfd0 \uc544\ub2c8\ub77c, \ud589\ub82c, \ub9ac\uc2a4\ud2b8, \ub370\uc774\ud130 \ud504\ub808\uc784\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc6d0\uc18c\ub4e4\uc744 \uc5ec\ub7ec \uc9d1\ub2e8\uc73c\ub85c \ub098\ub208 \ud6c4 \ud2b9\uc815\ud55c \ud568\uc218\ub97c \uc801\uc6a9\ud560 \uc218 \uc788\ub2e4. <code>tapply<\/code>, <code>apply<\/code>, <code>lapply<\/code>, <code>sapply<\/code>\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc758\ubbf8\ub97c \uac00\uc9c0\uace0 \uc788\ub2e4.<\/li>\n<\/ul>\n<table>\n<thead>\n<tr>\n<th align=\"center\">\ud568\uc218<\/th>\n<th align=\"left\">\uc758\ubbf8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"center\"><code>tapply<\/code><\/td>\n<td align=\"left\"><strong>tag<\/strong>&#8211;<code>apply<\/code><\/td>\n<\/tr>\n<tr>\n<td align=\"center\"><code>apply<\/code><\/td>\n<td align=\"left\"><strong>array<\/strong>(?)-<code>apply<\/code><\/td>\n<\/tr>\n<tr>\n<td align=\"center\"><code>lapply<\/code><\/td>\n<td align=\"left\"><strong>list<\/strong>&#8211;<code>apply<\/code><\/td>\n<\/tr>\n<tr>\n<td align=\"center\"><code>sapply<\/code><\/td>\n<td align=\"left\"><strong>simplified<\/strong>-list-<code>apply<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li>\ub2e4\uc74c\uc758 \ud45c\ub294 R\uc5d0\uc11c \uc9d1\ub2e8\ubcc4\ub85c \ud568\uc218\ub97c \uc801\uc6a9\ud558\ub294 <code>tapply<\/code>, <code>apply<\/code>, <code>lapply<\/code>, <code>sapply<\/code>, <code>aggregate<\/code>\uc758 \uae30\ub2a5\uc744 \ub3c4\uc2dd\uc801\uc73c\ub85c \ubcf4\uc5ec\uc900\ub2e4. \uc774\ub4e4 \ud568\uc218\ub294 \uc801\uc6a9\ub418\ub294 \ub370\uc774\ud130 \uad6c\uc870\uc5d0 \ub530\ub77c \uad6c\ubd84\ub420 \uc218 \uc788\ub2e4.<\/li>\n<\/ul>\n<p><img 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\" alt=\"\" \/><\/p>\n<ul>\n<li>\ub2e4\uc74c\uc740 <code>dat<\/code>\ub77c\ub294 \ub370\uc774\ud130 \ud504\ub808\uc784\uc744 <code>gender<\/code>\uc640 <code>num<\/code>\uc758 \uac12\uc5d0 \ub530\ub77c \ub098\ub204\ub294 \ub2e4\uc591\ud55c \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc900\ub2e4. <code>aggregate<\/code>\uc5d0\uc11c <code>+<\/code>, <code>cbind<\/code>, <code>.<\/code>\uc758 \uc758\ubbf8\ub97c \uc720\ucd94\ud574\ubcf4\uc790.<\/li>\n<\/ul>\n<pre><code class=\"r\">dat &lt;- data.frame(gender=c('M','M','M','M','M','F','F','F','F','F'),\r\nnum=c(1,2,3,1,2,3,1,2,3,1),\r\nh=c(170,180,190,180,170,150,160,170,160,150),\r\nw=c(80,70,100,80,60,50,50,60,60,50))\r\ndat$BMI &lt;- dat$w\/(dat$h\/100)^2\r\ntable(dat$gender, dat$num)\r\n<\/code><\/pre>\n<pre>##    \r\n##     1 2 3\r\n##   F 2 1 2\r\n##   M 2 2 1\r\n<\/pre>\n<pre><code class=\"r\">tapply(dat$h, list(dat$gender, dat$num), mean)\r\n<\/code><\/pre>\n<pre>##     1   2   3\r\n## F 155 170 155\r\n## M 175 175 190\r\n<\/pre>\n<pre><code class=\"r\">aggregate(h~gender+num, sum, data=dat)\r\n<\/code><\/pre>\n<pre>##   gender num   h\r\n## 1      F   1 310\r\n## 2      M   1 350\r\n## 3      F   2 170\r\n## 4      M   2 350\r\n## 5      F   3 310\r\n## 6      M   3 190\r\n<\/pre>\n<pre><code class=\"r\">aggregate(h+w~gender+num, sum, data=dat)\r\n<\/code><\/pre>\n<pre>##   gender num h + w\r\n## 1      F   1   410\r\n## 2      M   1   510\r\n## 3      F   2   230\r\n## 4      M   2   480\r\n## 5      F   3   420\r\n## 6      M   3   290\r\n<\/pre>\n<pre><code class=\"r\">aggregate(cbind(h,w)~gender+num, sum, data=dat)\r\n<\/code><\/pre>\n<pre>##   gender num   h   w\r\n## 1      F   1 310 100\r\n## 2      M   1 350 160\r\n## 3      F   2 170  60\r\n## 4      M   2 350 130\r\n## 5      F   3 310 110\r\n## 6      M   3 190 100\r\n<\/pre>\n<pre><code class=\"r\">aggregate(.~gender+num, sum, data=dat)\r\n<\/code><\/pre>\n<pre>##   gender num   h   w      BMI\r\n## 1      F   1 310 100 41.75347\r\n## 2      M   1 350 160 52.37302\r\n## 3      F   2 170  60 20.76125\r\n## 4      M   2 350 130 42.36618\r\n## 5      F   3 310 110 45.65972\r\n## 6      M   3 190 100 27.70083\r\n<\/pre>\n<pre><code class=\"r\">aggregate(dat, list(dat$gender, dat$num), length)\r\n<\/code><\/pre>\n<pre>##   Group.1 Group.2 gender num h w BMI\r\n## 1       F       1      2   2 2 2   2\r\n## 2       M       1      2   2 2 2   2\r\n## 3       F       2      1   1 1 1   1\r\n## 4       M       2      2   2 2 2   2\r\n## 5       F       3      2   2 2 2   2\r\n## 6       M       3      1   1 1 1   1\r\n<\/pre>\n<pre><code class=\"r\">by(dat, list(dat$gender, dat$num), summary)\r\n<\/code><\/pre>\n<pre>## : F\r\n## : 1\r\n##  gender      num          h               w           BMI       \r\n##  F:2    Min.   :1   Min.   :150.0   Min.   :50   Min.   :19.53  \r\n##  M:0    1st Qu.:1   1st Qu.:152.5   1st Qu.:50   1st Qu.:20.20  \r\n##         Median :1   Median :155.0   Median :50   Median :20.88  \r\n##         Mean   :1   Mean   :155.0   Mean   :50   Mean   :20.88  \r\n##         3rd Qu.:1   3rd Qu.:157.5   3rd Qu.:50   3rd Qu.:21.55  \r\n##         Max.   :1   Max.   :160.0   Max.   :50   Max.   :22.22  \r\n## -------------------------------------------------------- \r\n## : M\r\n## : 1\r\n##  gender      num          h               w           BMI       \r\n##  F:0    Min.   :1   Min.   :170.0   Min.   :80   Min.   :24.69  \r\n##  M:2    1st Qu.:1   1st Qu.:172.5   1st Qu.:80   1st Qu.:25.44  \r\n##         Median :1   Median :175.0   Median :80   Median :26.19  \r\n##         Mean   :1   Mean   :175.0   Mean   :80   Mean   :26.19  \r\n##         3rd Qu.:1   3rd Qu.:177.5   3rd Qu.:80   3rd Qu.:26.93  \r\n##         Max.   :1   Max.   :180.0   Max.   :80   Max.   :27.68  \r\n## -------------------------------------------------------- \r\n## : F\r\n## : 2\r\n##  gender      num          h             w           BMI       \r\n##  F:1    Min.   :2   Min.   :170   Min.   :60   Min.   :20.76  \r\n##  M:0    1st Qu.:2   1st Qu.:170   1st Qu.:60   1st Qu.:20.76  \r\n##         Median :2   Median :170   Median :60   Median :20.76  \r\n##         Mean   :2   Mean   :170   Mean   :60   Mean   :20.76  \r\n##         3rd Qu.:2   3rd Qu.:170   3rd Qu.:60   3rd Qu.:20.76  \r\n##         Max.   :2   Max.   :170   Max.   :60   Max.   :20.76  \r\n## -------------------------------------------------------- \r\n## : M\r\n## : 2\r\n##  gender      num          h               w             BMI       \r\n##  F:0    Min.   :2   Min.   :170.0   Min.   :60.0   Min.   :20.76  \r\n##  M:2    1st Qu.:2   1st Qu.:172.5   1st Qu.:62.5   1st Qu.:20.97  \r\n##         Median :2   Median :175.0   Median :65.0   Median :21.18  \r\n##         Mean   :2   Mean   :175.0   Mean   :65.0   Mean   :21.18  \r\n##         3rd Qu.:2   3rd Qu.:177.5   3rd Qu.:67.5   3rd Qu.:21.39  \r\n##         Max.   :2   Max.   :180.0   Max.   :70.0   Max.   :21.60  \r\n## -------------------------------------------------------- \r\n## : F\r\n## : 3\r\n##  gender      num          h               w             BMI       \r\n##  F:2    Min.   :3   Min.   :150.0   Min.   :50.0   Min.   :22.22  \r\n##  M:0    1st Qu.:3   1st Qu.:152.5   1st Qu.:52.5   1st Qu.:22.53  \r\n##         Median :3   Median :155.0   Median :55.0   Median :22.83  \r\n##         Mean   :3   Mean   :155.0   Mean   :55.0   Mean   :22.83  \r\n##         3rd Qu.:3   3rd Qu.:157.5   3rd Qu.:57.5   3rd Qu.:23.13  \r\n##         Max.   :3   Max.   :160.0   Max.   :60.0   Max.   :23.44  \r\n## -------------------------------------------------------- \r\n## : M\r\n## : 3\r\n##  gender      num          h             w            BMI      \r\n##  F:0    Min.   :3   Min.   :190   Min.   :100   Min.   :27.7  \r\n##  M:1    1st Qu.:3   1st Qu.:190   1st Qu.:100   1st Qu.:27.7  \r\n##         Median :3   Median :190   Median :100   Median :27.7  \r\n##         Mean   :3   Mean   :190   Mean   :100   Mean   :27.7  \r\n##         3rd Qu.:3   3rd Qu.:190   3rd Qu.:100   3rd Qu.:27.7  \r\n##         Max.   :3   Max.   :190   Max.   :100   Max.   :27.7\r\n<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\uc9d1\ub2e8\ubcc4\ub85c \ud568\uc218 \uc801\uc6a9\ud558\uae30 \ubca1\ud130 v\uc5d0 \ud55c \ud559\uae09\uc758 \ud559\uc0dd \ud0a4\uac00 \uc800\uc7a5\ub418\uc5b4 \uc788\ub2e4. \uc774\ub54c \ub0a8\uc790\uc758 \ud0a4 \ud3c9\uade0\uacfc \uc5ec\uc790\uc758 \ud0a4 \ud3c9\uade0\uc744 \uad6c\ud558\uace0 \uc2f6\ub2e4\uba74 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uae4c? \uc804\uccb4 \ud3c9\uade0\uc740 mean(v)\uc73c\ub85c \uad6c\ud560 \uc218 \uc788\uc9c0\ub9cc \ub204\uac00 \ub0a8\uc790\uc774\uace0 \ub204\uac00 \uc5ec\uc790\uc778\uc9c0 \ubaa8\ub974\ub294 \ub370 \uc5b4\ub5bb\uac8c \ub0a8\uc790\ud0a4, \uc5ec\uc790\ud0a4 \ud3c9\uade0\uc744 \uad6c\ud560 \uc218 \uc788\ub294\uac00? \ub9cc\uc57d g\ub77c\ub294 \ubca1\ud130\uc5d0 \ubca1\ud130 v\uc758 \uac01 \uc6d0\uc18c\uac00 \ub0a8\uc790(Male) \ud0a4\uc778\uc9c0 \uc5ec\uc790(Female) \ud0a4\uc778\uc9c0\uac00 \uc800\uc7a5\ub418\uc5c8\ub2e4\uace0 \ud55c\ub2e4\uba74 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