{"id":474,"date":"2023-07-29T19:19:54","date_gmt":"2023-07-29T19:19:54","guid":{"rendered":"https:\/\/statorials.org\/cn\/r-ggplot2-%e7%83%ad%e5%9b%be\/"},"modified":"2023-07-29T19:19:54","modified_gmt":"2023-07-29T19:19:54","slug":"r-ggplot2-%e7%83%ad%e5%9b%be","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/r-ggplot2-%e7%83%ad%e5%9b%be\/","title":{"rendered":"\u5982\u4f55\u4f7f\u7528 ggplot2 \u5728 r \u4e2d\u521b\u5efa\u70ed\u56fe"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 ggplot2 \u5728 R \u4e2d\u521b\u5efa\u70ed\u56fe\u3002<\/span><\/p>\n<h3><strong><span style=\"color: #000000;\">\u793a\u4f8b\uff1a\u5728 R \u4e2d\u521b\u5efa\u70ed\u56fe<\/span><\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u521b\u5efa\u70ed\u56fe\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u5185\u7f6e\u7684 R \u6570\u636e\u96c6<strong>mtcars<\/strong> \u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of <em>mtcars\n<\/em><\/span>head(mtcars)\n\n# mpg cyl disp hp drat wt qsec vs am gear carb\n#Mazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\n#Mazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\n#Datsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\n#Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\n#Hornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\n#Valiant 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u76ee\u524d<strong>mtcars<\/strong>\u662f\u5bbd\u683c\u5f0f\uff0c\u4f46\u6211\u4eec\u9700\u8981\u5c06\u5176\u6df7\u5408\u6210\u957f\u683c\u5f0f\u624d\u80fd\u521b\u5efa\u70ed\u56fe\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load <em>reshape2<\/em> package to use melt() function<\/span>\nlibrary(reshape2)\n\n<span style=\"color: #008080;\">#melt mtcars into long format<\/span>\nmelt_mtcars &lt;- melt(mtcars)\n\n<span style=\"color: #008080;\">#add column for car name<\/span>\nmelt_mtcars$car &lt;- rep(row.names(mtcars), 11)\n\n<span style=\"color: #008080;\">#view first six rows of <em>melt_mtcars<\/em><\/span>\nhead(melt_mtcars)\n\n# variable value char\n#1 mpg 21.0 Mazda RX4\n#2 mpg 21.0 Mazda RX4 Wag\n#3 mpg 22.8 Datsun 710\n#4 mpg 21.4 Hornet 4 Drive\n#5 mpg 18.7 Hornet Sportabout\n#6 mpg 18.1 Valiant<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u5728 ggplot2 \u4e2d\u521b\u5efa\u70ed\u56fe\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>library(ggplot2)\n\nggplot(melt_mtcars, aes(variable, char)) +\n  geom_tile(aes(fill = value),<\/strong> <strong>color = \"white\") +\n  scale_fill_gradient(low = \"white\",<\/strong> <strong>high = \"red\")<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4e0d\u5e78\u7684\u662f\uff0c\u7531\u4e8e<em>disp<\/em>\u7684\u503c\u8fdc\u5927\u4e8e\u6570\u636e\u6846\u4e2d\u6240\u6709\u5176\u4ed6\u53d8\u91cf\u7684\u503c\uff0c\u56e0\u6b64\u5f88\u96be\u770b\u5230\u5176\u4ed6\u53d8\u91cf\u7684\u989c\u8272\u53d8\u5316\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528scales()\u5305\u4e2d\u7684<strong>rescale()<\/strong>\u51fd\u6570\u548cplyr()\u5305\u4e2d\u7684<strong>ddply()<\/strong>\u51fd\u6570\u5c06\u6bcf\u4e2a\u53d8\u91cf\u7684\u503c\u4ece0\u91cd\u65b0\u7f29\u653e\u52301\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load libraries<\/span>\nlibrary(plyr)\nlibrary(scales)\n\n<span style=\"color: #008080;\">#rescale values for all variables in melted data frame<\/span>\nmelt_mtcars &lt;- ddply(melt_mtcars, .(variable), transform, rescale = rescale(value))\n\n<span style=\"color: #008080;\">#create heatmap using rescaled values<\/span>\nggplot(melt_mtcars, aes(variable, char)) +\n  geom_tile(aes(fill = rescale), color = \"white\") +\n  scale_fill_gradient(low = \"white\", high = \"red\")\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u53ef\u4ee5\u901a\u8fc7\u66f4\u6539scale_fill_gradient()\u53c2\u6570\u4e2d\u4f7f\u7528\u7684\u989c\u8272\u6765\u66f4\u6539\u70ed\u56fe\u989c\u8272\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create heatmap using blue color scale\n<\/span>ggplot(melt_mtcars, aes(variable, char)) +\n  geom_tile(aes(fill = rescale), color = \"white\") +\n  scale_fill_gradient(low = \"white\", high = \"steelblue\")<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u70ed\u56fe\u5f53\u524d\u6309\u6c7d\u8f66\u540d\u79f0\u5206\u7c7b\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6839\u636e<em>mpg<\/em>\u7b49\u53d8\u91cf\u4e4b\u4e00\u7684\u503c\u5bf9\u70ed\u56fe\u8fdb\u884c\u6392\u5e8f\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define car name as a new column, then order by <em>mpg<\/em> descending\n<\/span>mtcars$car &lt;- row.names(mtcars)\nmtcars$car &lt;- with(mtcars, reorder(car, mpg))\n\n<span style=\"color: #008080;\">#melt mtcars into long format\n<\/span>melt_mtcars &lt;- melt(mtcars)\n\n<span style=\"color: #008080;\">#rescale values for all variables in melted data frame\n<\/span>melt_mtcars &lt;- ddply(melt_mtcars, .(variable), transform, rescale = rescale(value))\n\n<span style=\"color: #008080;\">#create heatmap using rescaled values\n<\/span>ggplot(melt_mtcars, aes(variable, char)) +\n  geom_tile(aes(fill = rescale), color = \"white\") +\n  scale_fill_gradient(low = \"white\", high = \"steelblue\")<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8981\u901a\u8fc7\u589e\u52a0<em>mpg<\/em>\u5bf9\u70ed\u56fe\u8fdb\u884c\u6392\u5e8f\uff0c\u53ea\u9700\u5728 reorder() \u53c2\u6570\u4e2d\u4f7f\u7528<strong>-mpg<\/strong> \uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define car name as a new column, then order by mpg descending\n<\/span>mtcars$car &lt;- row.names(mtcars)\nmtcars$car &lt;- with(mtcars, reorder(car, <span style=\"color: #800080;\">-mpg<\/span> ))\n\n<span style=\"color: #008080;\">#melt mtcars into long format\n<\/span>melt_mtcars &lt;- melt(mtcars)\n\n<span style=\"color: #008080;\">#rescale values for all variables in melted data frame\n<\/span>melt_mtcars &lt;- ddply(melt_mtcars, .(variable), transform, rescale = rescale(value))\n\n<span style=\"color: #008080;\">#create heatmap using rescaled values\n<\/span>ggplot(melt_mtcars, aes(variable, char)) +\n  geom_tile(aes(fill = rescale), color = \"white\") +\n  scale_fill_gradient(low = \"white\", high = \"steelblue\")<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6700\u540e\uff0c\u5982\u679c\u6211\u4eec\u4e0d\u559c\u6b22\u4f7f\u7528 labs() \u548c theme() \u53c2\u6570\u7684\u5916\u89c2\uff0c\u6211\u4eec\u53ef\u4ee5\u5220\u9664 x \u548c y \u8f74\u6807\u7b7e\u4ee5\u53ca\u56fe\u4f8b\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create heatmap with no axis labels or legend\n<\/span>ggplot(melt_mtcars, aes(variable, char)) +\n  geom_tile(aes(fill = rescale), color = \"white\") +\n  scale_fill_gradient(low = \"white\", high = \"steelblue\") +\n  <span style=\"color: #800080;\">labs(x = \"\", y = \"\") +\n  theme(legend.position = \"none\")<\/span><\/strong><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 ggplot2 \u5728 R \u4e2d\u521b\u5efa\u70ed\u56fe\u3002 \u793a\u4f8b\uff1a\u5728 R \u4e2d\u521b\u5efa\u70ed\u56fe \u4e3a\u4e86\u521b\u5efa\u70ed\u56fe\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u5185 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-474","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u4f7f\u7528 ggplot2 \u5728 R \u4e2d\u521b\u5efa\u70ed\u56fe - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 ggplot2 \u5728 R 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