{"id":922,"date":"2019-02-26T01:10:16","date_gmt":"2019-02-25T16:10:16","guid":{"rendered":"http:\/\/141.164.34.82\/?p=922"},"modified":"2019-02-28T01:19:19","modified_gmt":"2019-02-27T16:19:19","slug":"exploratory-data-analysis","status":"publish","type":"post","link":"http:\/\/ds.sumeun.org\/?p=922","title":{"rendered":"Exploratory Data Analysis"},"content":{"rendered":"<h1>\ub370\uc774\ud130 \uc0b4\ud3b4\ubcf4\uae30(\uc694\uc57d\ud1b5\uacc4\uce58, \uac04\ud3b8\uc2dc\uac01\ud654)<\/h1>\n<p>\ub370\uc774\ud130\ub97c \uc804\uccb4\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uace0 \ubd84\uc11d\uc758 \ubc29\ud5a5\uc744 \uac00\ub2a0\ud55c\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc790\ub8cc\uc758 \uc624\ub958\ub97c \ucc3e\uc744 \uc218\ub3c4 \uc788\ub2e4. \ud2b9\ud788 \ud2b9\uc774\uac12(outlier)\uacfc \uacb0\uce21\uac12(missing value)\uc5d0 \uc8fc\ubaa9\ud55c\ub2e4.<\/p>\n<blockquote><p>\ub370\uc774\ud130\uc5d0\ub294 \ud06c\uace0 \uc791\uc740 \uc624\ub958\uac00 \uc788\uae30 \ub9c8\ub828\uc774\ub2e4.<\/p><\/blockquote>\n<ul>\n<li>\ub370\uc774\ud130 \ud504\ub808\uc784<code>df<\/code>\uc758 \uc804\uccb4\uc801\uc778 \uad6c\uc870 \ud655\uc778\ud558\uae30<\/li>\n<\/ul>\n<pre><code class=\"r\">df &lt;- mtcars\r\nhead(df, n=10); tail(df); View(df)\r\ndim(df); nrow(df); ncol(df)\r\ncolnames(df); rownames(df)\r\napply(df, 2, function(x) sum(is.na(x)))\r\nsum(duplicated(df))\r\nsum(!complete.cases(df))\r\n<\/code><\/pre>\n<ul>\n<li><a href=\"###%ED%86%B5%EA%B3%84%EC%9A%94%EC%95%BD%EC%B9%98\">\ud1b5\uacc4 \uc694\uc57d\uce58<\/a>\n<ul>\n<li>\uc9d1\uc911\uacbd\ud5a5\uce58 : \ud3c9\uade0(mean), \uc911\uc559\uac12(median), \ucd5c\ube48\uac12(mode), \uc808\uc0ac\ud3c9\uade0(trimmed mean)<\/li>\n<li>\ubcc0\uc0b0\uc131 \uce21\uc815\uce58 : \ubc94\uc704(range), \uc0ac\ubd84\uc810\uac04 \ubc94\uc704(inter-quartile range), \ubd84\uc0b0(variance), \ud45c\uc900\ud3b8\ucc28(standard deviation)<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"###%EB%8D%B0%EC%9D%B4%ED%84%B0%EC%8B%9C%EA%B0%81%ED%99%94\">\ub370\uc774\ud130 \uc2dc\uac01\ud654<\/a>\n<ul>\n<li>1\ubcc0\uc218 \uc2dc\uac01\ud654 : \uc774\uc0b0\ud615 \ub370\uc774\ud130(<code>plot<\/code>), \uc5f0\uc18d\ud615 \ub370\uc774\ud130(<code>hist<\/code>)<\/li>\n<li>2\ubcc0\uc218 \uc2dc\uac01\ud654 : <code>plot(y ~ x, data = )<\/code><\/li>\n<li>\uc870\uac74\ubd80 \uc2dc\uac01\ud654 : <code>xyplot(y ~ x | g, data = )<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uc694\uc57d \ud1b5\uacc4\uce58<\/h2>\n<pre><code class=\"r\">x &lt;- rnorm(100)\r\nx &lt;- c(x, 2, 2)\r\n\r\n# \uc9d1\uc911\uacbd\ud5a5\uce58\r\nmean(x)\r\nmedian(x)\r\nMode &lt;- function(x) {\r\n  ux &lt;- unique(x)\r\n  ux[which.max(tabulate(match(x, ux)))]\r\n}\r\nMode(x) # table\r\nmean(x, trim = 0.2)\r\n\r\n# \ubcc0\uc0b0\uc131 \uce21\uc815\uce58\r\nrange(x)\r\nIQR(x)\r\nvar(x)\r\nsd(x)\r\n<\/code><\/pre>\n<p>\ud568\uc218 <code>Mode<\/code>\ub294 <a href=\"https:\/\/stackoverflow.com\/questions\/2547402\/is-there-a-built-in-function-for-finding-the-mode\">stackoverflow<\/a>\uc5d0\uc11c \uac00\uc838\uc654\ub2e4.<\/p>\n<p>\uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130 \ud504\ub808\uc784\uc758 \ubaa8\ub4e0 \uc5f4\uc5d0 \ub300\ud574 \uc694\uc57d\ud1b5\uacc4\uce58\ub97c \uc5bb\uc73c\ub824\uba74 <code>apply(df, 2, func)<\/code>\uc744 \uc0ac\uc6a9\ud55c\ub2e4.<\/p>\n<pre><code class=\"r\">data(mtcars)\r\napply(mtcars, 2, mean)\r\n\r\ndata(\"BankWages\", package='AER')\r\napply(BankWages, 2, Mode)\r\n<\/code><\/pre>\n<p>R\uc5d0\ub294 \uc880 \ub354 \uac04\ub2e8\ud55c \ud568\uc218\ub97c \uc81c\uacf5\ud55c\ub2e4. <code>summary<\/code>, <code>psych::describe<\/code>\ub4f1\uc744 \ud65c\uc6a9\ud574\ubcf4\uc790.<\/p>\n<pre><code class=\"r\">data('singer', package='lattice')\r\nsummary(mtcars)\r\nsummary(BankWages)\r\nsummary(singer)\r\n<\/code><\/pre>\n<h2>\ub370\uc774\ud130 \uac04\ud3b8 \uc2dc\uac01\ud654<\/h2>\n<ul>\n<li>1\ubcc0\uc218\uc758 \uc2dc\uac01\ud654\n<ul>\n<li>\uc774\uc0b0\ud615 : <code>plot<\/code><\/li>\n<li>\uc5f0\uc18d\ud615 : <code>hist<\/code><\/li>\n<\/ul>\n<\/li>\n<li>2\ubcc0\uc218\uc758 \uc2dc\uac01\ud654\n<ul>\n<li><code>plot(y ~ x, data= )<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\uc870\uac74\ubd80 1\ubcc0\uc218 \uc2dc\uac01\ud654\n<ul>\n<li>\uc774\uc0b0\ud615 : <code>lattice::histogram(~ x | g, data= )<\/code><\/li>\n<li>\uc5f0\uc18d\ud615 : <code>lattice::histogram(~ x | g, data= )<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\uc870\uac74\ubd80 2\ubcc0\uc218 \uc2dc\uac01\ud654\n<ul>\n<li><code>x<\/code>, <code>y<\/code> \uc774\uc0b0\ud615 : <code>lattice::histogram(~ y | x*g, data = )<\/code><\/li>\n<li><code>x<\/code> \uc774\uc0b0\ud615, <code>y<\/code> \uc5f0\uc18d\ud615 : <code>lattice::xyplot(y ~ x | g, data = , jitter.x = TRUE)<\/code><\/li>\n<li><code>x<\/code>, <code>y<\/code> \uc5f0\uc18d\ud615 : <code>lattice::xyplot()<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\uc2dc\uac01\ud654 \uacb0\uacfc<\/h3>\n<pre><code class=\"r\">library(lattice)\r\ndata('BankWages', package='AER')\r\ndata(mtcars)\r\n# \uc77c\ubcc0\uc218\r\nhist(BankWages$education) #histogram(~education, data=BankWages)\r\nplot( ~ gender, data=BankWages)\r\n<\/code><\/pre>\n<p><img title=\"plot of chunk unnamed-chunk-5\" 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alt=\"plot of chunk unnamed-chunk-5\" width=\"50%\" \/><img title=\"plot of chunk unnamed-chunk-5\" 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alt=\"plot of chunk unnamed-chunk-5\" width=\"50%\" \/><\/p>\n<pre><code class=\"r\"># \uc774\ubcc0\uc218\r\nBank1 &lt;- BankWages %&gt;% slice(1:200) %&gt;% filter(gender == 'male')\r\nBank2 &lt;- BankWages %&gt;% slice(-(1:200))\r\nBank &lt;- rbind(Bank1, Bank2)\r\n\r\nplot(job ~ gender, data=BankWages)\r\nplot(job ~ gender, data=Bank)\r\nplot(education ~ gender, data=BankWages)\r\nplot(education ~ gender, data=Bank)\r\n<\/code><\/pre>\n<p><img title=\"plot of chunk unnamed-chunk-6\" 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alt=\"plot of chunk unnamed-chunk-6\" width=\"50%\" \/><\/p>\n<pre><code class=\"r\"># \ube44\uad50\r\nggplot(data = Bank, aes(y=education, x=gender)) + geom_boxplot()\r\nggplot(data = Bank, aes(y=education, x=gender)) + geom_point()\r\nggplot(data = Bank, aes(y=education, x=gender)) + geom_jitter()\r\nggplot(data = Bank, aes(y=education, x=gender)) + geom_violin()\r\nggplot(data = Bank, aes(y=education, x=gender)) + geom_jitter(width=0.02, alpha=0.2) + theme_minimal()\r\nggplot(data = Bank, aes(y=education, x=gender)) + \r\n  geom_jitter(width=0.02, height = 0.1, alpha=0.1) + theme_minimal()\r\nggplot(data = Bank, aes(y=education, x=gender)) + \r\n  geom_jitter(width=0.02, height = 0.1, alpha=0.1) + theme_minimal()\r\nggplot(data = Bank, aes(y=education, x=gender)) + \r\n  geom_dotplot(binaxis = 'y', stackdir = 'center', dotsize=0.3, width=0.9)\r\n<\/code><\/pre>\n<pre>## `stat_bindot()` using `bins = 30`. Pick better value with `binwidth`.\r\n<\/pre>\n<pre><code class=\"r\">ggplot(data = Bank, aes(y=ordered(education), x=gender)) + \r\n  geom_count()\r\n\r\nplot(qsec ~ hp, mtcars)\r\n<\/code><\/pre>\n<p><img title=\"plot of chunk unnamed-chunk-7\" 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alt=\"plot of chunk unnamed-chunk-7\" width=\"50%\" \/><img title=\"plot of chunk unnamed-chunk-7\" 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alt=\"plot of chunk unnamed-chunk-7\" width=\"50%\" \/><\/p>\n<pre><code class=\"r\"># \uc870\uac74\ubd80 \ud50c\ub86f\r\nhistogram( ~ job | gender * minority, BankWages)\r\nlibrary(dplyr)\r\npar(mfcol=c(1,2))\r\nBankWages %&gt;% group_by(minority) %&gt;% do({\r\n  plot(job~gender, main = .$minority[1], data=.)\r\n  data.frame()\r\n})\r\nxyplot(education ~ job | gender, BankWages)\r\nxyplot(education ~ job | gender, BankWages, jitter.x=TRUE)\r\nxyplot(qsec ~ hp | am, mtcars)\r\nxyplot(qsec ~ hp | mpg, mtcars)\r\nmpgequal &lt;- equal.count(mtcars$mpg, number=3, overlap=0)\r\nxyplot(qsec ~ hp | mpgequal, mtcars)\r\n<\/code><\/pre>\n<pre>## # A tibble: 0 x 1\r\n## # Groups:   minority [0]\r\n## # ... with 1 variable: minority &lt;fct&gt;\r\n<\/pre>\n<p><img title=\"plot of chunk unnamed-chunk-8\" 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\" 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alt=\"plot of chunk unnamed-chunk-8\" width=\"50%\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub370\uc774\ud130 \uc0b4\ud3b4\ubcf4\uae30(\uc694\uc57d\ud1b5\uacc4\uce58, \uac04\ud3b8\uc2dc\uac01\ud654) \ub370\uc774\ud130\ub97c \uc804\uccb4\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uace0 \ubd84\uc11d\uc758 \ubc29\ud5a5\uc744 \uac00\ub2a0\ud55c\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc790\ub8cc\uc758 \uc624\ub958\ub97c \ucc3e\uc744 \uc218\ub3c4 \uc788\ub2e4. \ud2b9\ud788 \ud2b9\uc774\uac12(outlier)\uacfc \uacb0\uce21\uac12(missing value)\uc5d0 \uc8fc\ubaa9\ud55c\ub2e4. \ub370\uc774\ud130\uc5d0\ub294 \ud06c\uace0 \uc791\uc740 \uc624\ub958\uac00 \uc788\uae30 \ub9c8\ub828\uc774\ub2e4. \ub370\uc774\ud130 \ud504\ub808\uc784df\uc758 \uc804\uccb4\uc801\uc778 \uad6c\uc870 \ud655\uc778\ud558\uae30 df &lt;- mtcars head(df, n=10); tail(df); View(df) dim(df); nrow(df); ncol(df) colnames(df); rownames(df) apply(df, 2, function(x) sum(is.na(x))) sum(duplicated(df)) sum(!complete.cases(df)) \ud1b5\uacc4 \uc694\uc57d\uce58 \uc9d1\uc911\uacbd\ud5a5\uce58 : \ud3c9\uade0(mean), 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