{"id":1005,"date":"2019-03-12T23:46:30","date_gmt":"2019-03-12T14:46:30","guid":{"rendered":"http:\/\/141.164.34.82\/?p=1005"},"modified":"2019-03-18T12:09:28","modified_gmt":"2019-03-18T03:09:28","slug":"ggplot2-%ec%a2%8c%ed%91%9c%ea%b3%84","status":"publish","type":"post","link":"http:\/\/ds.sumeun.org\/?p=1005","title":{"rendered":"ggplot2: \uc88c\ud45c\uacc4"},"content":{"rendered":"<h1>ggplot2 : \uc88c\ud45c\uacc4(Coordinate System)<\/h1>\n<ul>\n<li>\n<p>\uce74\ud2f0\uc2dc\uc5b8(Cartesian) \uc88c\ud45c\uacc4\ub780 \uc9c1\uad50 \uc88c\ud45c\uacc4\ub97c \uc758\ubbf8\ud55c\ub2e4. &#39;\ub370\uce74\ub974\ud2b8\uc758&#39; \uc88c\ud45c\uacc4\ub780 \uc758\ubbf8\uc774\ub2e4. (&#39;\ub098\ub294 \uc0dd\uac01\ud55c\ub2e4, \uace0\ub85c \uc874\uc7ac\ud55c\ub2e4&#39;\ub85c \uc798 \uc54c\ub824\uc9c4 \ub974\ub124 \ub370\uce74\ub974\ud2b8\ub294 \ub77c\ud2f4\uc5b4\ub85c \uce74\ub974\ud14c\uc2dc\uc6b0\uc2a4(Cartesius)\ub77c\uace0 \ubd88\ub9b0\ub2e4.) \uc6b0\ub9ac\uac00 \ub2f9\uc5f0\ud558\uac8c \uc0dd\uac01\ud558\ub294 xy-\uc88c\ud45c\uacc4\ub97c \ucca0\ud559\uc790 \ub370\uce74\ub974\ud2b8\uac00 \ucd5c\ucd08\ub85c \uc81c\uc548\ud588\uae30 \ub54c\ubb38\uc774\ub2e4.<\/p>\n<\/li>\n<li>\n<p>\uadf9\uc88c\ud45c\uacc4(Polar Coordinate System)\ub294 \uc704\uce58\ub97c \\((x,y)\\) \uac00 \uc544\ub2c8\ub77c \\((r, \\theta)\\) \ub85c \ub098\ud0c0\ub0b4\uba70, \uc6d0\uc810\uc5d0\uc11c\uc758 \uac70\ub9ac \\(r\\) \uacfc \\(x\\) -\ucd95\uacfc \uac01\ub3c4 \\(\\theta\\) \ub85c \uacb0\uc815\ud55c\ub2e4. <\/p>\n<\/li>\n<\/ul>\n<h3>\uc790\ub8cc \uc2dc\uac01\ud654\uc758 \uc8fc\uc694 \uc694\uc18c<\/h3>\n<ol>\n<li>\n<p>\uc790\ub8cc(Data)<\/p>\n<\/li>\n<li>\n<p>\uc2dc\uac01\uc801 \ub9f5\ud551(Aesthetic mapping)<\/p>\n<\/li>\n<li>\n<p>\uae30\ud558\ud559\uc801 \ub300\uc0c1(Geoms)<\/p>\n<\/li>\n<li>\n<p>\ubcf4\uc870\uc120(Auxillary lines)<\/p>\n<\/li>\n<li>\n<p><strong>\uc88c\ud45c\uacc4(Coordinate System)<\/strong><\/p>\n<ul>\n<li>\uc88c\ud45c\uacc4(Coordinate System)\n<ul>\n<li>\uc9c1\uad50(Cartesian) vs. \uadf9(Polar)<\/li>\n<li><code>coord_fixed(ratio = )<\/code>, <code>coord_flip()<\/code>, <code>coord_trans()<\/code><\/li>\n<li><code>coord_quickmap()<\/code>, <code>coord_map()<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\uc88c\ud45c \ub808\uc774\ube14(Coordinate label)\n<ul>\n<li><code>+ labs(x=&#39;  &#39;, y=&#39;  &#39;)<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\uc88c\ud45c\ucd95 \ub208\uae08\uacfc \ub808\uc774\ube14(Breaks &amp; Labels)\n<ul>\n<li><code>scale_x_continuous(breaks=c())<\/code><\/li>\n<li><code>scale_x_continuous(labels=c())<\/code> or <code>scale_x_continuous(labels=NULL)<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\ud655\ub300(Zooming)\n<ul>\n<li>\ub370\uc774\ud130\ub97c \uc81c\ud55c\ud558\uc9c0 \uc54a\uace0 \uc88c\ud45c\uc758 \ubc94\uc704\ub97c \uc124\uc815\ud558\ub294 \uacbd\uc6b0 : <code>coord_cartesian(xlim = c( , ), ylim = c( , ))<\/code><\/li>\n<li>\ub370\uc774\ud130\ub97c \uc77c\uc815\ud55c \ubc94\uc704\ub85c \uc81c\ud55c\ud558\ub294 \uacbd\uc6b0\n<ul>\n<li><code>+ xlim( , ) + ylim( , )<\/code><\/li>\n<li><code>+ scale_x_continuous(limits=c( , ))+scale_y_continuous(limits=c( , ))<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\uc88c\ud45c\uacc4(Coordinate System)<\/h3>\n<ul>\n<li>2\ucc28\uc6d0 \ud3c9\uba74 \uc0c1\uc758 \ud55c <strong>\uc810<\/strong>\uc740 \uc88c\ud45c\uacc4\uc5d0 \ub530\ub77c \uc5ec\ub7ec\uac00\uc9c0 \ubc29\ubc95\uc73c\ub85c \ud45c\ud604\ub420 \uc218 \uc788\ub2e4.\n<ul>\n<li>\uac00\uc7a5 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc740 <strong>\uc810<\/strong>\uc5d0\uc11c \uc9c1\uad50 \uc88c\ud45c\uacc4 x-\ucd95, y-\ucd95\uc5d0 \uc218\uc120\uc744 \uadf8\uc740 \uc811\uc810\uacfc \uc6d0\uc810\uc758 \uac70\ub9ac\ub85c \ub098\ud0c0\ub0b4\ub294 \ubc29\ubc95\uc774\ub2e4. \uc6b0\ub9ac\uac00 \uc790\uc8fc \uc4f0\ub294 \ubc29\ubc95\uc73c\ub85c \\((x,y)\\) \ub85c \ub098\ud0c0\ub0b4\uba74, \\(x\\) -\ucd95 \uc0c1\uc5d0\uc11c \uc6d0\uc810\uc73c\ub85c\ubd80\ud130\uc758 \uac70\ub9ac, \\(y\\) -\ucd95 \uc0c1\uc5d0\uc11c \uc6d0\uc810\uc73c\ub85c\ubd80\ud130\uc758 \uac70\ub9ac\ub97c \uc758\ubbf8\ud55c\ub2e4. \uc774\ub7f0 \uc88c\ud45c\uacc4\ub97c <strong>\uc9c1\uad50\uc88c\ud45c\uacc4<\/strong> \ub610\ub294 <strong>\uce74\ud2f0\uc2dc\uc5b8 \uc88c\ud45c\uacc4<\/strong>\ub77c\uace0 \ud55c\ub2e4.<\/li>\n<li><strong>\uadf9\uc88c\ud45c\uacc4<\/strong>\ub294 \uc88c\ud45c \ud3c9\uba74 \uc0c1\uc758 \uc704\uce58\ub97c \uc6d0\uc810\uc5d0\uc11c\uc758 \uac70\ub9ac \\(r\\) \uacfc x-\ucd95\uacfc\uc758 \uac01\ub3c4 \\(\\theta\\) \ub97c \uacb0\uc815\ud55c\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li>\uc810 \\((x,y)\\) \ub97c \uc88c\ud45c\uc5d0 \ub098\ud0c0\ub0bc \ub54c \uc5ec\ub7ec \uac00\uc9c0 \uace0\ub824 \uc0ac\ud56d\uc774 \uc0dd\uae34\ub2e4.\n<ul>\n<li>x-\ucd95\uacfc y-\ucd95\uc758 \uc704\uce58(<code>coord_flip()<\/code>) : \ubcf4\ud1b5 x-\ucd95\uc744 \uc218\ud3c9\uc73c\ub85c \ub193\uc9c0\ub9cc \uc218\uc9c1\uc73c\ub85c \ub193\uc744 \uc218\ub3c4 \uc788\ub2e4. <\/li>\n<li>x-\ucd95\uacfc y-\ucd95\uc758 \ube44\uc728(<code>coord_fixed(ratio=)<\/code>) : x-\ucd95 \uc0c1\uc758 1\uacfc y-\ucd95 \uc0c1\uc758 1\uc744 \ubc18\ub4dc\uc2dc \ub3d9\uc77c\ud55c \uac70\ub9ac\ub85c \ud45c\uc2dc\ud560 \ud544\uc694\ub294 \uc5c6\ub2e4. <code>ratio=<\/code>\ub294 \\(y\/x\\) \ub97c \ub098\ud0c0\ub0b8\ub2e4. <code>ratio=2<\/code>\ub294 \ub370\uc774\ud130 \uc0c1\uc5d0\uc11c x, y \ubaa8\ub450 1 \uc99d\uac00\uc2dc \uc88c\ud45c \uc0c1 \uac70\ub9ac\ub294 x:y=1:2\uac00 \ub41c\ub2e4. \ubc94\uc8fc \ub370\uc774\ud130\uc758 \uacbd\uc6b0 \ubc14\ub85c \uc778\uc811\ud55c \ubc94\uc8fc\ub85c \ubcc0\ud55c \uacbd\uc6b0 \ucc28\uc774\uac00 1\ub85c \uc0dd\uac01\ud55c\ub2e4. <\/li>\n<li>\ubcc0\ud658(<code>coord_trans(x=, y=)<\/code>) : x \ub610\ub294 y-\ucd95 \uc0c1\uc758 \uc704\uce58\ub97c \ud568\uc218(\uc608. \uc81c\uacf1\uadfc)\ub85c \ubcc0\ud658\ud560 \uc218\ub3c4 \uc788\ub2e4. <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<pre><code class=\"r\">d &lt;- ggplot(mpg, aes(x=fl))\nr &lt;- d + geom_bar() \n\nr + coord_cartesian(xlim = c(0, 5))\nr + coord_fixed(ratio = 1\/10) \nr + coord_flip()\nr + coord_polar(theta = &quot;x&quot;, direction=1 ) \nr + coord_trans(y = &quot;sqrt&quot;) \n<\/code><\/pre>\n<p><img src=\"data:image\/png;base64,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\" alt=\"\"\/><\/p>\n<h3>\uc88c\ud45c \ub808\uc774\ube14(Coordinate label)<\/h3>\n<ul>\n<li>\uc88c\ud45c \ub808\uc774\ube14\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \ubcc0\uc218 \uc774\ub984\uc774\ub2e4. \ub9cc\uc57d \uc880 \ub354 \uc790\uc138\ud55c \ub808\uc774\ube14\uc744 \uc6d0\ud55c\ub2e4\uba74 <code>+lab(x=, y=)<\/code>\ub97c \ud1b5\ud574 \uc218\uc815\ud560 \uc218 \uc788\ub2e4. <\/li>\n<\/ul>\n<pre><code class=\"r\">r\nr + labs(x=&#39;fuel type&#39;, y=&#39;frequency&#39;)\n#r + labs(x=&#39;\uc5f0\ub8cc \uc885\ub958&#39;, y=&#39;\ud69f\uc218&#39;)\n<\/code><\/pre>\n<p><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-3\" alt=\"plot of chunk unnamed-chunk-3\" width=\"50%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-3\" alt=\"plot of chunk unnamed-chunk-3\" width=\"50%\" \/><\/p>\n<h3>\uc88c\ud45c \ub208\uae08\uacfc \ub208\uae08 \ub808\uc774\ube14(Breaks and Labels)<\/h3>\n<ul>\n<li>\uc88c\ud45c \ub208\uae08\uacfc \ub208\uae08 \ub808\uc774\ube14\uc740 <code>scale_*_*()<\/code> \ud568\uc218\uc758 \uc778\uc790 <code>breaks=<\/code>\uc640 <code>labels=<\/code>\ub85c \uc124\uc815\ud560 \uc218 \uc788\ub2e4.<\/li>\n<\/ul>\n<pre><code class=\"r\">(n &lt;- d + geom_bar(aes(fill = fl)))\nn + scale_fill_manual( \n  values = c(&quot;skyblue&quot;, &quot;royalblue&quot;, &quot;blue&quot;, &quot;navy&quot;), \n  limits = c(&quot;d&quot;, &quot;e&quot;, &quot;p&quot;, &quot;r&quot;), breaks =c(&quot;d&quot;, &quot;e&quot;, &quot;p&quot;, &quot;r&quot;), \n  name = &quot;fuel&quot;, labels = c(&quot;D&quot;, &quot;E&quot;, &quot;P&quot;, &quot;R&quot;))\nn + scale_fill_discrete( \n  #palette = &quot;Blues&quot;,\n  breaks =c(&quot;d&quot;, &quot;p&quot;), \n  labels = c(&quot;D&quot;, &quot;E&quot;)) +\n  guides(fill=&#39;none&#39;)\nt &lt;- ggplot(mpg, aes(cty, hwy)) + geom_point() \nt + scale_x_continuous(\n  breaks=seq(10,40,10), \n  labels=c(&#39;ten&#39;, &#39;twenty&#39;, &#39;thirty&#39;, &#39;forty&#39;))\n<\/code><\/pre>\n<p><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-4\" alt=\"plot of chunk unnamed-chunk-4\" width=\"50%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-4\" alt=\"plot of chunk unnamed-chunk-4\" width=\"50%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-4\" alt=\"plot of chunk unnamed-chunk-4\" width=\"50%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-4\" alt=\"plot of chunk unnamed-chunk-4\" width=\"50%\" \/><\/p>\n<h3>\ud655\ub300(Zooming)<\/h3>\n<ul>\n<li>\ud655\ub300\ub97c \ud558\ub294 \ubc29\ubc95\uc740 \ub450 \uac00\uc9c0\uac00 \uc788\ub2e4.\n<ul>\n<li>\uae30\uc874\uc758 \ub370\uc774\ud130\ub97c \ubaa8\ub450 \ubcf4\uc874\ud558\uc5ec \ud070 \uadf8\ub798\ud504\ub97c \uadf8\ub9b0 \ud6c4, \uadf8 \uc911 \uc77c\ubd80\ub9cc\uc744 \ud655\ub300\ud558\ub294 \uacbd\uc6b0<\/li>\n<li>\uae30\uc874\uc758 \ub370\uc774\ud130 \uc911 \uc77c\uc815\ud55c \ubc94\uc704 \uc548\uc758 \ub370\uc774\ud130\ub9cc\uc744 \uc120\ubcc4\ud55c \uadf8\ub798\ud504\ub97c \uadf8\ub9ac\ub294 \uacbd\uc6b0 \uc120\ubcc4\ub41c \ub370\uc774\ud130\ub294 \uc6d0\ub798 \ub370\uc774\ud130\ubcf4\ub2e4 \ubc94\uc704\uac00 \uc881\uace0, \uc881\uc740 \ubc94\uc704\ub97c \ub3d9\uc77c\ud55c \ud06c\uae30\uc758 \uadf8\ub798\ud504\ub85c \uadf8\ub9ac\uba74 \uadf8\ub798\ud504\ub294 \uc0c1\ub300\uc801\uc73c\ub85c \ud655\ub300\ub41c\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<pre><code class=\"r\">t &lt;- ggplot(mpg, aes(displ, hwy)) + geom_point() \n\n# \uc6d0\ubcf8\nt\n<\/code><\/pre>\n<p><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-5\" alt=\"plot of chunk unnamed-chunk-5\" width=\"50%\" \/><\/p>\n<ul>\n<li>\ub370\uc774\ud130\ub97c \uc81c\ud55c\ud558\uc9c0 \uc54a\uace0 \uc88c\ud45c\uc758 \uc77c\ubd80\ub97c \uc2dc\uac01\ud654(No Clipping)<\/li>\n<\/ul>\n<pre><code class=\"r\">t + geom_smooth(method=&quot;lm&quot;) + \n  coord_cartesian(xlim = c(1.5, 2), ylim = c(20, 50)) \n<\/code><\/pre>\n<p><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-6\" alt=\"plot of chunk unnamed-chunk-6\" width=\"50%\" \/><\/p>\n<ul>\n<li>\ub370\uc774\ud130\uc758 \ubc94\uc704\ub97c \uc81c\ud55c\ud568\uc73c\ub85c\uc368 \ud655\ub300\ub418\ub294 \ud6a8\uacfc(Cliping)<\/li>\n<\/ul>\n<pre><code class=\"r\">t + geom_smooth(method=&quot;lm&quot;) + xlim(1.5, 2) + ylim(20, 50) \n<\/code><\/pre>\n<pre>## Warning: Removed 191 rows containing non-finite values (stat_smooth).\n<\/pre>\n<pre>## Warning: Removed 191 rows containing missing values (geom_point).\n<\/pre>\n<pre><code class=\"r\">t + geom_smooth(method=&quot;lm&quot;) + scale_x_continuous(limits = c(1.5, 2)) + scale_y_continuous(limits = c(20, 50)) \n<\/code><\/pre>\n<pre>## Warning: Removed 191 rows containing non-finite values (stat_smooth).\n\n## Warning: Removed 191 rows containing missing values (geom_point).\n<\/pre>\n<p><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-7\" alt=\"plot of chunk unnamed-chunk-7\" width=\"50%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-7\" alt=\"plot of chunk unnamed-chunk-7\" width=\"50%\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ggplot2 : \uc88c\ud45c\uacc4(Coordinate System) \uce74\ud2f0\uc2dc\uc5b8(Cartesian) \uc88c\ud45c\uacc4\ub780 \uc9c1\uad50 \uc88c\ud45c\uacc4\ub97c \uc758\ubbf8\ud55c\ub2e4. &#39;\ub370\uce74\ub974\ud2b8\uc758&#39; \uc88c\ud45c\uacc4\ub780 \uc758\ubbf8\uc774\ub2e4. (&#39;\ub098\ub294 \uc0dd\uac01\ud55c\ub2e4, \uace0\ub85c \uc874\uc7ac\ud55c\ub2e4&#39;\ub85c \uc798 \uc54c\ub824\uc9c4 \ub974\ub124 \ub370\uce74\ub974\ud2b8\ub294 \ub77c\ud2f4\uc5b4\ub85c \uce74\ub974\ud14c\uc2dc\uc6b0\uc2a4(Cartesius)\ub77c\uace0 \ubd88\ub9b0\ub2e4.) \uc6b0\ub9ac\uac00 \ub2f9\uc5f0\ud558\uac8c \uc0dd\uac01\ud558\ub294 xy-\uc88c\ud45c\uacc4\ub97c \ucca0\ud559\uc790 \ub370\uce74\ub974\ud2b8\uac00 \ucd5c\ucd08\ub85c \uc81c\uc548\ud588\uae30 \ub54c\ubb38\uc774\ub2e4. \uadf9\uc88c\ud45c\uacc4(Polar Coordinate System)\ub294 \uc704\uce58\ub97c \\((x,y)\\) \uac00 \uc544\ub2c8\ub77c \\((r, \\theta)\\) \ub85c \ub098\ud0c0\ub0b4\uba70, \uc6d0\uc810\uc5d0\uc11c\uc758 \uac70\ub9ac \\(r\\) \uacfc \\(x\\) -\ucd95\uacfc \uac01\ub3c4 \\(\\theta\\) \ub85c \uacb0\uc815\ud55c\ub2e4. \uc790\ub8cc \uc2dc\uac01\ud654\uc758 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1009,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[187,28,165],"tags":[200,188,202,201,199],"jetpack_featured_media_url":"http:\/\/ds.sumeun.org\/wp-content\/uploads\/2019\/03\/ggplot2_coord.png","_links":{"self":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts\/1005"}],"collection":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1005"}],"version-history":[{"count":7,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts\/1005\/revisions"}],"predecessor-version":[{"id":1045,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts\/1005\/revisions\/1045"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/media\/1009"}],"wp:attachment":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1005"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}