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height: 200px; position: fixed; bottom: 10px; left: 50px" alt="Sign up for the upcoming webinar: Elevate Your Analytics with Plotly Dash Enterprise 5.7"> </a> </aside>  <section class="--page-body --tutorial-index --base"> <header class="--welcome"> <div class="--welcome-body">  <div class="--title"> <div class="--body"> <div class="nav-breadcrumb-container"> <div> <div class="breadcrumb-nav"> <a href="/ggplot2"> Ggplot2 </a> > <a href="/ggplot2/maps">Maps</a> > Scatter Plots on Maps </div> </div> <div class="nav-breadcrumb-right"> <div class="--fork"> <a id="forklink" href="https://github.com/plotly/plotly.r-docs/edit/master/ggplot2/2021-08-04-scatter-plots-on-maps.Rmd"> <div class="icon"> <svg style="width:20px;height:20px" viewbox="0 0 24 24"> <path fill="#000000" d="M2.6,10.59L8.38,4.8L10.07,6.5C9.83,7.35 10.22,8.28 11,8.73V14.27C10.4,14.61 10,15.26 10,16A2,2 0 0,0 12,18A2,2 0 0,0 14,16C14,15.26 13.6,14.61 13,14.27V9.41L15.07,11.5C15,11.65 15,11.82 15,12A2,2 0 0,0 17,14A2,2 0 0,0 19,12A2,2 0 0,0 17,10C16.82,10 16.65,10 16.5,10.07L13.93,7.5C14.19,6.57 13.71,5.55 12.78,5.16C12.35,5 11.9,4.96 11.5,5.07L9.8,3.38L10.59,2.6C11.37,1.81 12.63,1.81 13.41,2.6L21.4,10.59C22.19,11.37 22.19,12.63 21.4,13.41L13.41,21.4C12.63,22.19 11.37,22.19 10.59,21.4L2.6,13.41C1.81,12.63 1.81,11.37 2.6,10.59Z"> </path> </svg> </div> Suggest an edit to this page </a> </div> </div> </div> <h1> Scatter Plots on Maps in ggplot2 </h1> How to make Scatter Plots on Maps plots in ggplot2 with Plotly.  <details> <summary>New to Plotly?</summary> Plotly is a <a href="/r/is-plotly-free/">free and open-source</a> graphing library for R. We recommend you read our <a href="/r/getting-started/">Getting Started guide</a> for the latest installation or upgrade instructions, then move on to our <a href="/r/plotly-fundamentals/">Plotly Fundamentals tutorials</a> or dive straight in to some <a href="/r/basic-charts/">Basic Charts tutorials</a>. </details> </div> </div> </div> </header>  <section class="tutorial-content"> <h1>Default map plot</h1> <div class="highlight"><pre><code class="language-r" data-lang="r">library(plotly) </code></pre></div><div class="highlight"><pre><code class="language-" data-lang="">## Loading required package: ggplot2 </code></pre></div><div class="highlight"><pre><code class="language-" data-lang="">## ## Attaching package: 'plotly' </code></pre></div><div class="highlight"><pre><code class="language-" data-lang="">## The following object is masked from 'package:ggplot2': ## ## last_plot </code></pre></div><div class="highlight"><pre><code class="language-" data-lang="">## The following object is masked from 'package:stats': ## ## filter </code></pre></div><div class="highlight"><pre><code class="language-" data-lang="">## The following object is masked from 'package:graphics': ## ## layout </code></pre></div><div class="highlight"><pre><code class="language-r" data-lang="r">p <- if (require("maps")) { ia <- map_data("county", "iowa") mid_range <- function(x) mean(range(x)) seats <- do.call(rbind, lapply(split(ia, ia$subregion), function(d) { data.frame(lat = mid_range(d$lat), long = mid_range(d$long), subregion = unique(d$subregion)) })) ggplot(ia, aes(long, lat)) + geom_polygon(aes(group = group), fill = NA, colour = "grey60") + geom_text(aes(label = subregion), data = seats, size = 2, angle = 45) } </code></pre></div><div class="highlight"><pre><code class="language-" data-lang="">## Loading required package: maps </code></pre></div><div class="highlight"><pre><code class="language-r" data-lang="r">plotly::ggplotly(p) </code></pre></div> <div class="plotly html-widget 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(y) ","x"],"435211f57073":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script> <h1>Add capital cities data</h1> <div class="highlight"><pre><code class="language-r" data-lang="r">library(plotly) p <- if (require("maps")) { data(us.cities) capitals <- subset(us.cities, capital == 2) ggplot(capitals, aes(long, lat)) + borders("state") + geom_point(aes(size = pop)) + scale_size_area() + coord_quickmap() } plotly::ggplotly(p) </code></pre></div> <div class="plotly html-widget html-fill-item" id="htmlwidget-77aa14186e039ab40da4" style="width:672px;height:480px;"></div> <script 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(y) ","x"],"435241bbc48c":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script> <h1>Add more map data to the plot</h1> <div class="highlight"><pre><code class="language-r" data-lang="r">library(plotly) p <- if (require("maps")) { data(us.cities) capitals <- subset(us.cities, capital == 2) ggplot(capitals, aes(long, lat)) + borders("world", xlim = c(-130, -60), ylim = c(20, 50)) + geom_point(aes(size = pop)) + scale_size_area() + coord_quickmap() } plotly::ggplotly(p) </code></pre></div> <div class="plotly html-widget html-fill-item" id="htmlwidget-524f89a0a68764068764" 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(y) ","x"],"43523bffa733":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script> <h3>What About Dash?</h3> <a href="https://dashr.plot.ly/">Dash for R</a> is an open-source framework for building analytical applications, with no Javascript required, and it is tightly integrated with the Plotly graphing library. Learn about how to install Dash for R at https://dashr.plot.ly/installation. Everywhere in this page that you see <code>fig</code>, you can display the same figure in a Dash for R application by passing it to the <code>figure</code> argument of the <a href="https://dashr.plot.ly/dash-core-components/graph"><code>Graph</code> component</a> from the built-in <code>dashCoreComponents</code> package like this: <div class="highlight"><pre><code class="language-r" data-lang="r">library(plotly) fig <- plot_ly() # fig <- fig %>% add_trace( ... ) # fig <- fig %>% layout( ... ) library(dash) library(dashCoreComponents) library(dashHtmlComponents) app <- Dash$new() app$layout( htmlDiv( list( dccGraph(figure=fig) ) ) ) app$run_server(debug=TRUE, dev_tools_hot_reload=FALSE) </code></pre></div> </section>  </section> </div> </main> <script> var array = []; $('.tutorial-content :header:not(h6)').each(function (i, e) { var item = $(e); var itemText = item.text(); var hash = itemText.replace(/[^a-z0-9\s]/gi, '').replace(/[_\s]/g, '-').replace(/^-+|-+$/g, '').toLowerCase(); item.attr("id", hash); array.push({text: itemText, tag: item.prop("tagName"), hash: hash}); }); $("#nav_header_insertion_list").html(array.map(function(entry) { var text = entry.text.replace(/[^a-z0-9\s\.:\-\?\!)]/gi, ''); if(entry.tag.toLowerCase() < "h4"){ return('<li class="--sidebar-item"><a href="#' + entry.hash + '">' + text + '</a></li>'); } else { return('<li class="--sidebar-item"><a href="#' + entry.hash + '">' + text + '</a></li>'); } }).join("")); //$(".tutorial-content :header:not(h6)").append( "\<div class=\"icon copy\" data-tooltip=\"Click to copy direct link\"><svg style=\"width:24px;height:24px\" viewBox=\"0 0 24 24\"><path fill=\"#000000\" d=\"M10.59,13.41C11,13.8 11,14.44 10.59,14.83C10.2,15.22 9.56,15.22 9.17,14.83C7.22,12.88 7.22,9.71 9.17,7.76V7.76L12.71,4.22C14.66,2.27 17.83,2.27 19.78,4.22C21.73,6.17 21.73,9.34 19.78,11.29L18.29,12.78C18.3,11.96 18.17,11.14 17.89,10.36L18.36,9.88C19.54,8.71 19.54,6.81 18.36,5.64C17.19,4.46 15.29,4.46 14.12,5.64L10.59,9.17C9.41,10.34 9.41,12.24 10.59,13.41M13.41,9.17C13.8,8.78 14.44,8.78 14.83,9.17C16.78,11.12 16.78,14.29 14.83,16.24V16.24L11.29,19.78C9.34,21.73 6.17,21.73 4.22,19.78C2.27,17.83 2.27,14.66 4.22,12.71L5.71,11.22C5.7,12.04 5.83,12.86 6.11,13.65L5.64,14.12C4.46,15.29 4.46,17.19 5.64,18.36C6.81,19.54 8.71,19.54 9.88,18.36L13.41,14.83C14.59,13.66 14.59,11.76 13.41,10.59C13,10.2 13,9.56 13.41,9.17Z\"/> </svg> </div>"); </script> <footer class="--footer-main"> <section class="--footer-top"> <div class="--wrap"> <ul class="--footer-body"> <li class="--footer-column"> <h6 style="color:#119dff" class="--footer-heading">JOIN OUR MAILING LIST</h6>			 <ul> 				 <li> Sign up to stay in the loop with all things Plotly — from Dash Club to product updates, webinars, and more! <a href="https://go.plot.ly/subscription" class="subscribe-button" target="_blank"> Subscribe </a> </li> </ul> </li> 		 <li class="--footer-column"> <h6 style="color:#e763fa" class="--footer-heading">Products</h6>			 <ul> <li><a href="https://plotly.com/dash/" target="_self">Dash</a></li> 				 				 <li><a href="https://plotly.com/consulting-and-oem/" target="_self">Consulting and Training</a></li> </ul> </li> 		 <li class="--footer-column"> <h6 style="color:#636efa" class="--footer-heading">Pricing</h6>			 <ul> <li><a href="https://plotly.com/get-pricing/" target="_self">Enterprise Pricing</a></li> 				 </ul> </li> 		 <li class="--footer-column"> <h6 style="color:#00cc96" class="--footer-heading">About Us</h6>			 <ul> <li><a href="https://plotly.com/careers" target="_self">Careers</a></li> 				 <li><a href="https://plotly.com/resources/" target="_self">Resources</a></li> 				 <li><a href="https://medium.com/@plotlygraphs" target="_self">Blog</a></li> 				 </ul> </li> 		 <li class="--footer-column"> <h6 style="color:#EF553B" class="--footer-heading">Support</h6>			 <ul> <li><a href="https://community.plot.ly/" target="_self">Community Support</a></li> 				 <li><a href="https://plotly.com/graphing-libraries" target="_self">Documentation</a></li> 				 </ul> </li> </ul> </div> </section> <section class="--footer-meta"> <div class="--wrap"> <div class="left"> <article class="--copyright">Copyright © 2025 Plotly. 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