{"id":8329,"date":"2018-12-31T12:48:05","date_gmt":"2018-12-31T10:48:05","guid":{"rendered":"https:\/\/www.datanovia.com\/en\/?p=8329"},"modified":"2019-12-25T11:11:24","modified_gmt":"2019-12-25T09:11:24","slug":"how-to-create-a-ggplot-with-multiple-lines","status":"publish","type":"post","link":"https:\/\/www.datanovia.com\/en\/blog\/how-to-create-a-ggplot-with-multiple-lines\/","title":{"rendered":"How to Create a GGPlot with Multiple Lines"},"content":{"rendered":"<div id=\"rdoc\">\n<p>This tutorial describes how to create a ggplot with multiple lines.<\/p>\n<div class='dt-sc-hr-invisible-medium  '><\/div>\n<div class='dt-sc-ico-content type1'><div class='custom-icon' ><a href='https:\/\/www.datanovia.com\/en\/product\/ggplot2-essentials-for-great-data-visualization-in-r\/' target='_blank'><span class='fa fa-book'><\/span><\/a><\/div><h4><a href='https:\/\/www.datanovia.com\/en\/product\/ggplot2-essentials-for-great-data-visualization-in-r\/' target='_blank'> Related Book <\/a><\/h4>GGPlot2 Essentials for Great Data Visualization in R<\/div>\n<div class='dt-sc-hr-invisible-medium  '><\/div>\n<div id=\"load-ggplot2-package\" class=\"section level2\">\n<h2>Load ggplot2 package<\/h2>\n<p>Load ggplot2 and set the default theme:<\/p>\n<pre class=\"r\"><code>library(ggplot2)\r\ntheme_set(theme_minimal())<\/code><\/pre>\n<\/div>\n<div id=\"data\" class=\"section level2\">\n<h2>Data<\/h2>\n<p>The US <code>economics<\/code> time series datasets are used. This is a data frame with 478 rows and 6 variables.<\/p>\n<pre class=\"r\"><code>head(economics)<\/code><\/pre>\n<pre><code>## # A tibble: 6 x 6\r\n##   date         pce    pop psavert uempmed unemploy\r\n##   &lt;date&gt;     &lt;dbl&gt;  &lt;int&gt;   &lt;dbl&gt;   &lt;dbl&gt;    &lt;int&gt;\r\n## 1 1967-07-01  507. 198712    12.5     4.5     2944\r\n## 2 1967-08-01  510. 198911    12.5     4.7     2945\r\n## 3 1967-09-01  516. 199113    11.7     4.6     2958\r\n## 4 1967-10-01  513. 199311    12.5     4.9     3143\r\n## 5 1967-11-01  518. 199498    12.5     4.7     3066\r\n## 6 1967-12-01  526. 199657    12.1     4.8     3018<\/code><\/pre>\n<ul>\n<li>date: Month of data collection<\/li>\n<li>psavert: personal savings rate<\/li>\n<li>pce: personal consumption expenditures, in billions of dollars<\/li>\n<li>unemploy: number of unemployed in thousands<\/li>\n<li>uempmed: median duration of unemployment, in weeks<\/li>\n<li>pop: total population, in thousands<\/li>\n<\/ul>\n<\/div>\n<div id=\"basic-line-plot\" class=\"section level2\">\n<h2>Basic line plot<\/h2>\n<p>Line plot of the variable \u2018psavert\u2019 by date:<\/p>\n<pre class=\"r\"><code>ggplot(data = economics, aes(x = date, y = psavert))+\r\n  geom_line()<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/ggplot2\/figures\/107-ggplot-multiple-lines-basic-1.png\" width=\"307.2\" \/><\/p>\n<\/div>\n<div id=\"plot-with-multiple-lines\" class=\"section level2\">\n<h2>Plot with multiple lines<\/h2>\n<p>Well plot both \u2018psavert\u2019 and \u2018uempmed\u2019 on the same line chart.<\/p>\n<ul>\n<li>Solution 1: Make two calls to <code>geom_line()<\/code>:<\/li>\n<\/ul>\n<pre class=\"r\"><code>ggplot(economics, aes(x=date)) + \r\n  geom_line(aes(y = psavert), color = \"darkred\") + \r\n  geom_line(aes(y = uempmed), color=\"steelblue\", linetype=\"twodash\") <\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/ggplot2\/figures\/107-ggplot-multiple-lines-solution1-1.png\" width=\"576\" \/><\/p>\n<ul>\n<li>Solution 2:\n<ol style=\"list-style-type: decimal;\">\n<li>Prepare the data using the <code>tidyverse<\/code> packages. Collapses the two variables \u2018psavert\u2019 and \u2018uempmed\u2019 into key-value pairs<\/li>\n<li>Visualize using one geom_line() call<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<pre class=\"r\"><code># Data preparation\r\nlibrary(\"tidyverse\")\r\ndf &lt;- economics %&gt;%\r\n  select(date, psavert, uempmed) %&gt;%\r\n  gather(key = \"variable\", value = \"value\", -date)\r\nhead(df)<\/code><\/pre>\n<pre><code>## # A tibble: 6 x 3\r\n##   date       variable value\r\n##   &lt;date&gt;     &lt;chr&gt;    &lt;dbl&gt;\r\n## 1 1967-07-01 psavert   12.5\r\n## 2 1967-08-01 psavert   12.5\r\n## 3 1967-09-01 psavert   11.7\r\n## 4 1967-10-01 psavert   12.5\r\n## 5 1967-11-01 psavert   12.5\r\n## 6 1967-12-01 psavert   12.1<\/code><\/pre>\n<pre class=\"r\"><code># Visualization\r\nggplot(df, aes(x = date, y = value)) + \r\n  geom_line(aes(color = variable, linetype = variable)) + \r\n  scale_color_manual(values = c(\"darkred\", \"steelblue\"))<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/www.datanovia.com\/en\/wp-content\/uploads\/dn-tutorials\/ggplot2\/figures\/107-ggplot-multiple-lines-solution2-1.png\" width=\"576\" \/><\/p>\n<\/div>\n<\/div>\n<p><!--end rdoc--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This tutorial describes how to create a ggplot with multiple lines. Load ggplot2 package Load ggplot2 and set the default theme: library(ggplot2) theme_set(theme_minimal()) Data The US economics time series datasets [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7844,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rating_form_position":"","rating_results_position":"","mr_structured_data_type":"","footnotes":""},"categories":[124],"tags":[131],"class_list":["post-8329","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ggplot2","tag-ggplot2-faq"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Create a GGPlot with Multiple Lines - Datanovia<\/title>\n<meta name=\"description\" content=\"This tutorial describes how to create a ggplot with multiple lines.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.datanovia.com\/en\/blog\/how-to-create-a-ggplot-with-multiple-lines\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Create a GGPlot with Multiple Lines - 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