{"id":2637,"date":"2013-09-08T07:59:09","date_gmt":"2013-09-08T12:59:09","guid":{"rendered":"http:\/\/rud.is\/b\/?p=2637"},"modified":"2017-04-02T22:51:55","modified_gmt":"2017-04-03T03:51:55","slug":"rforecastio-simple-r-package-to-access-forecast-io-weather-data","status":"publish","type":"post","link":"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/","title":{"rendered":"Rforecastio &#8211; Simple R Package To Access forecast.io Weather Data"},"content":{"rendered":"<p>It doesn&#8217;t get much better for me than when I can combine R and weather data in new ways. I&#8217;ve got something brewing with my Nest thermostat and needed to get some current wx readings plus forecast data. I could have chosen a number of different sources or API&#8217;s but I wanted to play with the data over at <a href=\"https:\/\/darksky.net\/forecast\/40.7143,-74.006\/us12\/en\">forecast.io<\/a> (if you haven&#8217;t loaded their free weather &#8220;app&#8221; on your phone\/tablet you should do that NOW) so I whipped together a small R package to fetch and process the JSON to make it easier to work with in R.<\/p>\n<p>The package contains a singular function and the magic is all in the conversion of the JSON hourly\/minutely weather data into R data frames, which is dirt simple to do since <code>RJSONIO<\/code> and <code>sapply<\/code> do all the hard work for us:<\/p>\n<pre lang=\"rsplus\"># take the JSON blob we got from forecast.io and make an R list from it\r\nfio <- fromJSON(fio.json)\r\n  \r\n# extract hourly forecast data  \r\nfio.hourly.df <- data.frame(\r\n  time = ISOdatetime(1960,1,1,0,0,0) + sapply(fio$hourly$data,\"[[\",\"time\"),\r\n  summary = sapply(fio$hourly$data,\"[[\",\"summary\"),\r\n  icon = sapply(fio$hourly$data,\"[[\",\"icon\"),\r\n  precipIntensity = sapply(fio$hourly$data,\"[[\",\"precipIntensity\"),\r\n  temperature = sapply(fio$hourly$data,\"[[\",\"temperature\"),\r\n  apparentTemperature = sapply(fio$hourly$data,\"[[\",\"apparentTemperature\"),\r\n  dewPoint = sapply(fio$hourly$data,\"[[\",\"dewPoint\"),\r\n  windSpeed = sapply(fio$hourly$data,\"[[\",\"windSpeed\"),\r\n  windBearing = sapply(fio$hourly$data,\"[[\",\"windBearing\"),\r\n  cloudCover = sapply(fio$hourly$data,\"[[\",\"cloudCover\"),\r\n  humidity = sapply(fio$hourly$data,\"[[\",\"humidity\"),\r\n  pressure = sapply(fio$hourly$data,\"[[\",\"pressure\"),\r\n  visibility = sapply(fio$hourly$data,\"[[\",\"visibility\"),\r\n  ozone = sapply(fio$hourly$data,\"[[\",\"ozone\")\r\n)\r\n<\/pre>\n<p>You can view the full code over <a href=\"https:\/\/github.com\/hrbrmstr\/Rforecastio\">at github<\/a> and there's some sample usage below.<\/p>\n<pre lang=\"rsplus\">library(\"devtools\")\r\ninstall_github(\"Rforecastio\", \"hrbrmstr\")\r\n\r\nlibrary(Rforecastio)\r\nlibrary(ggplot2)\r\n\r\n# NEVER put credentials or api keys in script bodies or github repos!!\r\n# the \"config\" file has one thing in it, the api key string on one line\r\n# this is all it takes to read it in\r\nfio.api.key = readLines(\"~\/.forecast.io\")\r\n\r\nmy.latitude = \"43.2673\"\r\nmy.longitude = \"-70.8618\"\r\n\r\nfio.list <- fio.forecast(fio.api.key, my.latitude, my.longitude)\r\n\r\n# setup \"forecast\" highlight plot area\r\n\r\nforecast.x.min <- ISOdatetime(1960,1,1,0,0,0) + unclass(Sys.time())\r\nforecast.x.max <- max(fio.list$hourly.df$time)\r\nif (forecast.x.min > forecast.x.max) forecast.x.min <- forecast.x.max\r\nfio.forecast.range.df <- data.frame(xmin=forecast.x.min, xmax=forecast.x.max,\r\n                                    ymin=-Inf, ymax=+Inf)\r\n\r\n# plot the readings\r\n\r\nfio.gg <- ggplot(data=fio.list$hourly.df,aes(x=time, y=temperature))\r\nfio.gg <- fio.gg + labs(y=\"Readings\", x=\"Time\")\r\nfio.gg <- fio.gg + geom_rect(data=fio.forecast.range.df,\r\n                             aes(xmin=xmin, xmax=xmax,\r\n                                 ymin=ymin, ymax=ymax), \r\n                             fill=\"yellow\", alpha=(0.15),\r\n                             inherit.aes = FALSE)\r\nfio.gg <- fio.gg + geom_line(aes(y=humidity*100), color=\"green\")\r\nfio.gg <- fio.gg + geom_line(aes(y=temperature), color=\"red\")\r\nfio.gg <- fio.gg + geom_line(aes(y=dewPoint), color=\"blue\")\r\nfio.gg <- fio.gg + theme_bw()\r\nfio.gg\r\n<\/pre>\n<p><center><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2638\" data-permalink=\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/test\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?fit=500%2C300&amp;ssl=1\" data-orig-size=\"500,300\" 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;}\" data-image-title=\"test\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?fit=300%2C180&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?fit=500%2C300&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?resize=500%2C300&#038;ssl=1\" alt=\"test\" width=\"500\" height=\"300\" class=\"aligncenter size-full wp-image-2638\" srcset=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?w=500&amp;ssl=1 500w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?resize=150%2C90&amp;ssl=1 150w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?resize=300%2C180&amp;ssl=1 300w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/center><\/p>\n","protected":false},"excerpt":{"rendered":"<p>It doesn&#8217;t get much better for me than when I can combine R and weather data in new ways. I&#8217;ve got something brewing with my Nest thermostat and needed to get some current wx readings plus forecast data. I could have chosen a number of different sources or API&#8217;s but I wanted to play with [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"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":true,"_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":[63,91,680],"tags":[702],"class_list":["post-2637","post","type-post","status-publish","format-standard","hentry","category-development","category-r","category-weather","tag-rforecastio"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Rforecastio - Simple R Package To Access forecast.io Weather Data - 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\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Rforecastio - Simple R Package To Access forecast.io Weather Data - rud.is\" \/>\n<meta property=\"og:description\" content=\"It doesn&#8217;t get much better for me than when I can combine R and weather data in new ways. 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I could have chosen a number of different sources or API&#8217;s but I wanted to play with [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\" \/>\n<meta property=\"og:site_name\" content=\"rud.is\" \/>\n<meta property=\"article:published_time\" content=\"2013-09-08T12:59:09+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2017-04-03T03:51:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png\" \/>\n<meta name=\"author\" content=\"hrbrmstr\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"hrbrmstr\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\"},\"author\":{\"name\":\"hrbrmstr\",\"@id\":\"https:\/\/rud.is\/b\/#\/schema\/person\/d7cb7487ab0527447f7fda5c423ff886\"},\"headline\":\"Rforecastio &#8211; Simple R Package To Access forecast.io Weather Data\",\"datePublished\":\"2013-09-08T12:59:09+00:00\",\"dateModified\":\"2017-04-03T03:51:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\"},\"wordCount\":172,\"commentCount\":15,\"publisher\":{\"@id\":\"https:\/\/rud.is\/b\/#\/schema\/person\/d7cb7487ab0527447f7fda5c423ff886\"},\"image\":{\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png\",\"keywords\":[\"Rforecastio\"],\"articleSection\":[\"Development\",\"R\",\"Weather\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\",\"url\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\",\"name\":\"Rforecastio - Simple R Package To Access forecast.io Weather Data - rud.is\",\"isPartOf\":{\"@id\":\"https:\/\/rud.is\/b\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png\",\"datePublished\":\"2013-09-08T12:59:09+00:00\",\"dateModified\":\"2017-04-03T03:51:55+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?fit=500%2C300&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2013\/09\/test.png?fit=500%2C300&ssl=1\",\"width\":500,\"height\":300},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/rud.is\/b\/2013\/09\/08\/rforecastio-simple-r-package-to-access-forecast-io-weather-data\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/rud.is\/b\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Rforecastio &#8211; Simple R Package To Access forecast.io Weather Data\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/rud.is\/b\/#website\",\"url\":\"https:\/\/rud.is\/b\/\",\"name\":\"rud.is\",\"description\":\"&quot;In God we trust. 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