{"id":3832,"date":"2015-12-28T14:57:44","date_gmt":"2015-12-28T19:57:44","guid":{"rendered":"http:\/\/rud.is\/b\/?p=3832"},"modified":"2018-03-10T08:01:08","modified_gmt":"2018-03-10T13:01:08","slug":"world-map-panel-plots-with-ggplot2-2-0-ggalt","status":"publish","type":"post","link":"https:\/\/rud.is\/b\/2015\/12\/28\/world-map-panel-plots-with-ggplot2-2-0-ggalt\/","title":{"rendered":"World Map Panel Plots with ggplot2 2.0 &#038; ggalt"},"content":{"rendered":"<p>James Austin (@awhstin) made some #spiffy <span class=\"removed_link\" title=\"http:\/\/austinwehrwein.com\/data-visualization\/fun-with-r-multiple-plots-on-a-single-panel\/\">4-panel maps with base R graphics<\/span> but also posited he didn&#8217;t use <code>ggplot2<\/code> because:<\/p>\n<blockquote><p>\n  &hellip;<i><code>ggplot2<\/code> and maps currently do not support world maps at this point, which does not give us a great overall view.<\/i>\n<\/p><\/blockquote>\n<p>That is certainly a box I would not put <code>ggplot2<\/code> into, especially with the newly updated R <code>maps<\/code> (et al) packages, <code>ggplot2<\/code> 2.0 and my (still in development) <code>ggalt<\/code> package (though this was all possible before <code>ggplot2<\/code> 2.0 and <code>ggalt<\/code>). NOTE: I have no idea why I get so defensive about <code>ggplot2<\/code> besides the fact that it&#8217;s one the best visualization tools ever created.<\/p>\n<p>Here&#8217;s all you need to use the built-in facet options of <code>ggplot2<\/code> to make the 4-panel plot (as James points out, you can get the data file from here: <span class=\"removed_link\" title=\"http:\/\/austinwehrwein.com\/wp-content\/uploads\/2015\/12\/CLIWOC15.csv\">CLIWOC15.csv<\/span>):<\/p>\n<p><\/p>\n<pre lang=\"rsplus\">library(ggplot2)  # FYI you need v2.0\nlibrary(dplyr)    # yes, i could have not done this and just used 'subset' instead of 'filter'\nlibrary(ggalt)    # devtools::install_github(\"hrbrmstr\/ggalt\")\nlibrary(ggthemes) # theme_map and tableau colors\n\nworld <- map_data(\"world\")\nworld <- world[world$region != \"Antarctica\",] # intercourse antarctica\n\ndat <- read.csv(\"CLIWOC15.csv\")        # having factors here by default isn't a bad thing\ndat <- filter(dat, Nation != \"Sweden\") # I kinda feel bad for Sweden but 4 panels look better than 5 and it doesn't have much data\n\ngg <- ggplot()\ngg <- gg + geom_map(data=world, map=world,\n                    aes(x=long, y=lat, map_id=region),\n                    color=\"white\", fill=\"#7f7f7f\", size=0.05, alpha=1\/4)\ngg <- gg + geom_point(data=dat, \n                      aes(x=Lon3, y=Lat3, color=Nation), \n                      size=0.15, alpha=1\/100)\ngg <- gg + scale_color_tableau()\ngg <- gg + coord_proj(\"+proj=wintri\")\ngg <- gg + facet_wrap(~Nation)\ngg <- gg + theme_map()\ngg <- gg + theme(strip.background=element_blank())\ngg <- gg + theme(legend.position=\"none\")\ngg<\/pre>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"3835\" data-permalink=\"https:\/\/rud.is\/b\/2015\/12\/28\/world-map-panel-plots-with-ggplot2-2-0-ggalt\/facetmaps\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/12\/facetmaps.png?fit=1154%2C722&amp;ssl=1\" data-orig-size=\"1154,722\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"facetmaps\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/12\/facetmaps.png?fit=510%2C319&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/12\/facetmaps.png?resize=510%2C319&#038;ssl=1\" alt=\"facetmaps\" width=\"510\" height=\"319\" class=\"aligncenter size-full wp-image-3835\" \/><\/p>\n<p>You can use a separate shapefile if you want, but this is quite minimalist (a feature James suggests is desirable) and emphasizes the routes quite nicely IMO.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>James Austin (@awhstin) made some #spiffy 4-panel maps with base R graphics but also posited he didn&#8217;t use ggplot2 because: &hellip;ggplot2 and maps currently do not support world maps at this point, which does not give us a great overall view. That is certainly a box I would not put ggplot2 into, especially with the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3835,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[721,678,673,674,753,91],"tags":[810],"class_list":["post-3832","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cartography","category-data-visualization","category-datavis-2","category-dataviz","category-ggplot","category-r","tag-post"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>World Map Panel Plots with ggplot2 2.0 &amp; ggalt - rud.is<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/rud.is\/b\/2015\/12\/28\/world-map-panel-plots-with-ggplot2-2-0-ggalt\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"World Map Panel Plots with ggplot2 2.0 &amp; ggalt - rud.is\" \/>\n<meta property=\"og:description\" content=\"James Austin (@awhstin) made some #spiffy 4-panel maps with base R graphics but also posited he didn&#8217;t use ggplot2 because: &hellip;ggplot2 and maps currently do not support world maps at this point, which does not give us a great overall view. 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All others must bring data&quot;","publisher":{"@id":"https:\/\/rud.is\/b\/#\/schema\/person\/d7cb7487ab0527447f7fda5c423ff886"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/rud.is\/b\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":["Person","Organization"],"@id":"https:\/\/rud.is\/b\/#\/schema\/person\/d7cb7487ab0527447f7fda5c423ff886","name":"hrbrmstr","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1","url":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1","contentUrl":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1","width":460,"height":460,"caption":"hrbrmstr"},"logo":{"@id":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2023\/10\/ukr-shield.png?fit=460%2C460&ssl=1"},"description":"Don't look at me\u2026I do what he does \u2014 just slower. #rstats avuncular \u2022 ?Resistance Fighter \u2022 Cook \u2022 Christian \u2022 [Master] Chef des Donn\u00e9es de S\u00e9curit\u00e9 @ @rapid7","sameAs":["http:\/\/rud.is"],"url":"https:\/\/rud.is\/b\/author\/hrbrmstr\/"}]}},"jetpack_featured_media_url":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/12\/facetmaps.png?fit=1154%2C722&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/p23idr-ZO","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":4345,"url":"https:\/\/rud.is\/b\/2016\/04\/17\/ggplot2-exercising-with-ggalt-dumbbells\/","url_meta":{"origin":3832,"position":0},"title":"(ggplot2) Exercising with (ggalt) dumbbells","author":"hrbrmstr","date":"2016-04-17","format":false,"excerpt":"I follow the most excellent Pew Research folks on Twitter to stay in tune with what's happening (statistically speaking) with the world. Today, they tweeted this excerpt from their 2015 Global Attitudes survey: The age gap in social media use around the world https:\/\/t.co\/0Dq1PcbExG pic.twitter.com\/9HBM7gLxwR\u2014 PewResearch Internet (@pewinternet) April 17,\u2026","rel":"","context":"In &quot;Charts &amp; Graphs&quot;","block_context":{"text":"Charts &amp; Graphs","link":"https:\/\/rud.is\/b\/category\/charts-graphs\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/RStudio.png?fit=811%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/RStudio.png?fit=811%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/RStudio.png?fit=811%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/RStudio.png?fit=811%2C1200&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":5050,"url":"https:\/\/rud.is\/b\/2017\/02\/15\/ggalt-0-4-0-now-on-cran\/","url_meta":{"origin":3832,"position":1},"title":"ggalt 0.4.0 now on CRAN","author":"hrbrmstr","date":"2017-02-15","format":false,"excerpt":"I'm uncontainably excited to report that the ggplot2 extension package ggalt is now on CRAN. The absolute best part of this package is the R community members who contributed suggestions and new geoms, stats, annotations and integration features. This release would not be possible without the PRs from: Ben Bolker\u2026","rel":"","context":"In &quot;ggplot&quot;","block_context":{"text":"ggplot","link":"https:\/\/rud.is\/b\/category\/ggplot\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/02\/RStudio-1.png?fit=1200%2C510&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/02\/RStudio-1.png?fit=1200%2C510&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/02\/RStudio-1.png?fit=1200%2C510&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/02\/RStudio-1.png?fit=1200%2C510&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/02\/RStudio-1.png?fit=1200%2C510&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":3665,"url":"https:\/\/rud.is\/b\/2015\/09\/08\/roll-your-own-stats-and-geoms-in-ggplot2-part-1-splines\/","url_meta":{"origin":3832,"position":2},"title":"Roll Your Own Stats and Geoms in ggplot2 (Part 1: Splines!)","author":"hrbrmstr","date":"2015-09-08","format":false,"excerpt":"A huge change is coming to ggplot2 and you can get a preview of it over at Hadley's github repo. I've been keenly interested in this as I will be fixing, finishing & porting coord_proj to it once it's done. Hadley & Winston have re-built ggplot2 with an entirely new\u2026","rel":"","context":"In &quot;Data Visualization&quot;","block_context":{"text":"Data Visualization","link":"https:\/\/rud.is\/b\/category\/data-visualization\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":4285,"url":"https:\/\/rud.is\/b\/2016\/04\/12\/beating-lollipops-into-dumbbells\/","url_meta":{"origin":3832,"position":3},"title":"Beating lollipops into dumbbells","author":"hrbrmstr","date":"2016-04-12","format":false,"excerpt":"Shortly after I added lollipop charts to ggalt I had a few requests for a dumbbell geom. It wasn't difficult to do modify the underlying lollipop Geoms to make a geom_dumbbell(). Here it is in action: library(ggplot2) library(ggalt) # devtools::install_github(\"hrbrmstr\/ggalt\") library(dplyr) # from: https:\/\/plot.ly\/r\/dumbbell-plots\/ URL","rel":"","context":"In &quot;Charts &amp; Graphs&quot;","block_context":{"text":"Charts &amp; Graphs","link":"https:\/\/rud.is\/b\/category\/charts-graphs\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/Fullscreen_4_12_16__8_38_PM.png?fit=1200%2C1046&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/Fullscreen_4_12_16__8_38_PM.png?fit=1200%2C1046&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/Fullscreen_4_12_16__8_38_PM.png?fit=1200%2C1046&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/Fullscreen_4_12_16__8_38_PM.png?fit=1200%2C1046&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/04\/Fullscreen_4_12_16__8_38_PM.png?fit=1200%2C1046&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":3700,"url":"https:\/\/rud.is\/b\/2015\/10\/04\/replicating-natgeos-proper-earthquake-map-in-r\/","url_meta":{"origin":3832,"position":4},"title":"Replicating NatGeo&#8217;s &#8220;Proper&#8221; Earthquake Map in R","author":"hrbrmstr","date":"2015-10-04","format":false,"excerpt":"I saw this post over at NatGeo over the weekend and felt compelled to replicate this: with ggplot2. Three shapefiles later and we have it close enough to toss into a post (and I really don't believe the continent names are necessary). library(rgdal) library(ggplot2) library(ggthemes) library(ggalt) # devtools::install_github(\"hrbrmstr\/ggalt\") # grab\u2026","rel":"","context":"In &quot;cartography&quot;","block_context":{"text":"cartography","link":"https:\/\/rud.is\/b\/category\/cartography\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/10\/unnamed-chunk-1-1.png?fit=1200%2C685&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/10\/unnamed-chunk-1-1.png?fit=1200%2C685&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/10\/unnamed-chunk-1-1.png?fit=1200%2C685&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/10\/unnamed-chunk-1-1.png?fit=1200%2C685&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2015\/10\/unnamed-chunk-1-1.png?fit=1200%2C685&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":4217,"url":"https:\/\/rud.is\/b\/2016\/03\/29\/easier-composite-u-s-choropleths-with-albersusa\/","url_meta":{"origin":3832,"position":5},"title":"Easier Composite U.S. Choropleths with albersusa","author":"hrbrmstr","date":"2016-03-29","format":false,"excerpt":"Folks who've been tracking this blog on R-bloggers probably remember [this post](https:\/\/rud.is\/b\/2014\/11\/16\/moving-the-earth-well-alaska-hawaii-with-r\/) where I showed how to create a composite U.S. map with an Albers projection (which is commonly referred to as AlbersUSA these days thanks to D3). I'm not sure why I didn't think of this earlier, but you\u2026","rel":"","context":"In &quot;cartography&quot;","block_context":{"text":"cartography","link":"https:\/\/rud.is\/b\/category\/cartography\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/03\/Fullscreen_3_29_16__9_06_AM.png?fit=1200%2C747&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/03\/Fullscreen_3_29_16__9_06_AM.png?fit=1200%2C747&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/03\/Fullscreen_3_29_16__9_06_AM.png?fit=1200%2C747&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/03\/Fullscreen_3_29_16__9_06_AM.png?fit=1200%2C747&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2016\/03\/Fullscreen_3_29_16__9_06_AM.png?fit=1200%2C747&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts\/3832","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/comments?post=3832"}],"version-history":[{"count":0,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts\/3832\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/media\/3835"}],"wp:attachment":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/media?parent=3832"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/categories?post=3832"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/tags?post=3832"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}