

{"id":7020,"date":"2017-11-06T17:55:05","date_gmt":"2017-11-06T22:55:05","guid":{"rendered":"https:\/\/rud.is\/b\/?p=7020"},"modified":"2018-03-10T07:54:16","modified_gmt":"2018-03-10T12:54:16","slug":"taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis","status":"publish","type":"post","link":"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/","title":{"rendered":"Taking a Shot at cdcfluview v0.7.0 (a.k.a. The Dangers of Relying on &#8216;Hidden&#8217; APIs)"},"content":{"rendered":"<p>Unlike @noamross, I am not an epidemiologist (NOTE: Noam battles pandemics before breakfast, so be super nice to him) but I do like to find kindred methodologies in other disciplines to help foster the growth of cybersecurity into something beyond it&#8217;s current Barnum &amp; Bailey state. I also love finding and exposing hidden APIs and especially enjoy killing Adobe Flash. How does all that relate to <code>cdcfluview<\/code>?<\/p>\n<p><a href=\"https:\/\/github.com\/hrbrmstr\/cdcfluview\"><code>cdcfluview<\/code>?<\/a> was one of my first R packages. Someone, somwewhere, was trying to do something with Selenium to automate downloading of data from the CDC&#8217;s <a href=\"https:\/\/www.cdc.gov\/flu\/weekly\/fluviewinteractive.htm\">FluView Portal<\/a>. It was &#8212; and, some of it still is &#8212; a Flash-based site that locked up useful data behind application screens that did little more than burn ones retinas and force folks to keep Flash alive and, hence, their browsers insecure.<\/p>\n<p>Rather than let the requester suffer under the weight of a pretty significant external dependency, I used the magic of the browser &#8220;developer tools&#8221; inspector to see that it was making fairly innocuous and useful XHR requests for real data. The package sat on GitHub for a while and eventually made its way to CRAN.<\/p>\n<p>Times change and Flash is dying, so the CDC paid some serious benjamins to have the site re-done in HTML, replicating the horrible UX and terrible visualizations (so. many. pie. charts.). Said revamp also caused changes to the back-end APIs and forced breaking changes. Craig McGowan jumped to the rescue and fixed some core functionality issues, but so much changed &#8212; <em>and so much was added<\/em> &#8212; that I felt it was time for a modern re-write of the <code>cdcfluview<\/code> package.<\/p>\n<p>This is a pretty solid, real-world example of how dangerous it is to rely on hidden APIs. If Craig hadn&#8217;t both notified me and gone the extra mile to make a PR, I&#8217;d&#8217;ve been in the dark until I tried to commiserate (I always seem get the flu no matter what I do) with code and found my package erroring out.<\/p>\n<p>Enter: <code>cdcfluview<\/code> 0.7.0.<\/p>\n<h3>What&#8217;s Different?<\/h3>\n<p>Unfortunately, everything; which is one reason I&#8217;m writing this post.<\/p>\n<p>First, to have folks that are using current-gen <code>cdcfluview<\/code> kick the tyres and let me know (via <a href=\"https:\/\/github.com\/hrbrmstr\/cdcfluview\/issues\">issues<\/a>) if you need any old API compatibility back. This isn&#8217;t anywhere near the most popular package on CRAN, but it does have users (even, I&#8217;m told, <em>within<\/em> the CDC) and I want to make sure I do as little to disrupt them as possible. But, the current package API maps much more closely to the way the revamped portal works and presents data, so I&#8217;m hoping it&#8217;s a good net-new vs crushing blow to productivity.<\/p>\n<p>Speaking of maps, the package now has actual maps! A new <code>cdc_basemap()<\/code> function returns the GeoJSON files that the CDC uses in their web views as <code>sf<\/code> objects. And, there are tons of maps and multi-labeled features to tie data to:<\/p>\n\n\t\t<style type=\"text\/css\">\n\t\t\t#gallery-1 {\n\t\t\t\tmargin: auto;\n\t\t\t}\n\t\t\t#gallery-1 .gallery-item {\n\t\t\t\tfloat: left;\n\t\t\t\tmargin-top: 10px;\n\t\t\t\ttext-align: center;\n\t\t\t\twidth: 33%;\n\t\t\t}\n\t\t\t#gallery-1 img {\n\t\t\t\tborder: 2px solid #cfcfcf;\n\t\t\t}\n\t\t\t#gallery-1 .gallery-caption {\n\t\t\t\tmargin-left: 0;\n\t\t\t}\n\t\t\t\/* see gallery_shortcode() in wp-includes\/media.php *\/\n\t\t<\/style>\n\t\t<div data-carousel-extra='{&quot;blog_id&quot;:1,&quot;permalink&quot;:&quot;https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/&quot;}' id='gallery-1' class='gallery galleryid-7020 gallery-columns-3 gallery-size-thumbnail'><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-1\/'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"107\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-1.png?fit=150%2C107&amp;ssl=1\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-7021\" data-attachment-id=\"7021\" data-permalink=\"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-1\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" 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=\"unnamed-chunk-5-1\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;National Basemap&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-1.png?fit=510%2C364&amp;ssl=1\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-7021'>\n\t\t\t\tNational Basemap\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-2\/'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"107\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-2.png?fit=150%2C107&amp;ssl=1\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-7022\" data-attachment-id=\"7022\" data-permalink=\"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-2.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" 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=\"unnamed-chunk-5-2\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;HHS Regions Basemap&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-2.png?fit=510%2C364&amp;ssl=1\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-7022'>\n\t\t\t\tHHS Regions Basemap\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-3\/'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"107\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-3.png?fit=150%2C107&amp;ssl=1\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-7023\" data-attachment-id=\"7023\" data-permalink=\"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-3.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" 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=\"unnamed-chunk-5-3\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Census Regions Basemap&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-3.png?fit=510%2C364&amp;ssl=1\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-7023'>\n\t\t\t\tCensus Regions Basemap\n\t\t\t\t<\/dd><\/dl><br style=\"clear: both\" \/><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-4\/'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"107\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-4.png?fit=150%2C107&amp;ssl=1\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-7024\" data-attachment-id=\"7024\" data-permalink=\"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-4\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-4.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" 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=\"unnamed-chunk-5-4\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;States Basemap&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-4.png?fit=510%2C364&amp;ssl=1\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-7024'>\n\t\t\t\tStates Basemap\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-5\/'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"107\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-5.png?fit=150%2C107&amp;ssl=1\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-7025\" data-attachment-id=\"7025\" data-permalink=\"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-5\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-5.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" 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=\"unnamed-chunk-5-5\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;ILI Spread Basemap&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-5.png?fit=510%2C364&amp;ssl=1\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-7025'>\n\t\t\t\tILI Spread Basemap\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon landscape'>\n\t\t\t\t<a href='https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-6\/'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"107\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-6.png?fit=150%2C107&amp;ssl=1\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-7026\" data-attachment-id=\"7026\" data-permalink=\"https:\/\/rud.is\/b\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/unnamed-chunk-5-6\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-6.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" 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=\"unnamed-chunk-5-6\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Surveillance Data Basemap&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/11\/unnamed-chunk-5-6.png?fit=510%2C364&amp;ssl=1\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-7026'>\n\t\t\t\tSurveillance Data Basemap\n\t\t\t\t<\/dd><\/dl><br style=\"clear: both\" \/>\n\t\t<\/div>\n\n<p>Here&#8217;s what&#8217;s in the tin:<\/p>\n<ul>\n<li><code>age_group_distribution<\/code>: Age Group Distribution of Influenza Positive Tests Reported by Public Health Laboratories<\/li>\n<li><code>cdc_basemap<\/code>: Retrieve CDC U.S. Basemaps<\/li>\n<li><code>geographic_spread<\/code>: State and Territorial Epidemiologists Reports of Geographic Spread of Influenza<\/li>\n<li><code>hospitalizations<\/code>: Laboratory-Confirmed Influenza Hospitalizations<\/li>\n<li><code>ilinet<\/code>: Retrieve ILINet Surveillance Data<\/li>\n<li><code>ili_weekly_activity_indicators<\/code>: Retrieve weekly state-level ILI indicators per-state for a given season<\/li>\n<li><code>pi_mortality<\/code>: Pneumonia and Influenza Mortality Surveillance<\/li>\n<li><code>state_data_providers<\/code>: Retrieve metadata about U.S. State CDC Provider Data<\/li>\n<li><code>surveillance_areas<\/code>: Retrieve a list of valid sub-regions for each surveillance area.<\/li>\n<li><code>who_nrevss<\/code>: Retrieve WHO\/NREVSS Surveillance Data<\/li>\n<li><code>mmwr_week<\/code>: Convert a Date to an MMWR day+week+year<\/li>\n<li><code>mmwr_weekday<\/code>: Convert a Date to an MMWR weekday<\/li>\n<li><code>mmwr_week_to_date<\/code>: Convert an MMWR year+week or year+week+day to a Date object<\/li>\n<\/ul>\n<p>Plus there&#8217;s a new data object <code>mmwrid_map<\/code> that makes it super-easy to convert arcane MMWR identifiers to real date objects.<\/p>\n<p>The <a href=\"https:\/\/github.com\/hrbrmstr\/cdcfluview\/blob\/master\/README.md\">README<\/a> has plenty of charts and examples, so I won&#8217;t take up post-space with said code or images.<\/p>\n<h3>Curiously Enough<\/h3>\n<p>Along the way, I was able to discern that there&#8217;s a hidden layer of this new, hidden API. Exposing said layer should be as easy as figuring out the right keyword and I&#8217;m hoping a bit of fuzzing will do the trick on that. It will be interesting to see what extra data that unlocks. (<em>Yes<\/em>, I <em>just<\/em> said relying on hidden APIs is dangerous; and, relying on <em>hidden<\/em>, <em>hidden<\/em> APIs is doubly so. I&#8217;m just a glutton for punishment.)<\/p>\n<p>I was also able to discern that multiple people or teams worked on this revamp and said folks did not communicate with each other. The per-app APIs are <em>woefully<\/em> inconsistent. Furthermore, someone goofed and forgot to expose some pretty critical information from a few data retrieval operations (said data is also missing on the clickable download versions, too). Hopefully they&#8217;ll be addressing the issue soon (the site <em>is<\/em> technically in beta release).<\/p>\n<h3>FIN<\/h3>\n<p>If you&#8217;ve been a user of <code>cdcfluview<\/code> <em>please<\/em> give the new API a try and file issues with anything you see. All contributors &#8212; testers, modders, enhancers &#8212; will get full <code>DESCRIPTION<\/code> credit (so, please also include how you&#8217;d like to be cited).<\/p>\n<p>Finally, please do check out the <a href=\"https:\/\/www.cdc.gov\/flu\/weekly\/fluviewinteractive.htm\">CDC FluView Portal<\/a>. It&#8217;s gosh awful horribad. I know there are some spiffy Shiny experts out there who could run rings around that portal and I&#8217;ll be glad to add you as a collaborator if you contribute a Shiny app (or two!) to the package. If you&#8217;d rather go your own route with a self-contained, self-published package, just let me know what API changes you&#8217;d like and I&#8217;ll gladly accommodate. The goal is to help epidemiologists and other researchers keep us all safe.<\/p>\n<p>So, <em>go get your flu shot<\/em>!!! <strong>Then<\/strong>, kick the tyres on this package update and don&#8217;t hesitate to convey your criticisms, patches or accolades.<\/p>\n<p>Now to get to my promised final review of <a href=\"https:\/\/github.com\/ropensci\/cyphr\"><code>cyphr<\/code><\/a> (I&#8217;ve not forgotten @ma_salmon ;-)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Unlike @noamross, I am not an epidemiologist (NOTE: Noam battles pandemics before breakfast, so be super nice to him) but I do like to find kindred methodologies in other disciplines to help foster the growth of cybersecurity into something beyond it&#8217;s current Barnum &amp; Bailey state. I also love finding and exposing hidden APIs and [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7024,"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":[91],"tags":[810],"class_list":["post-7020","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","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>Taking a Shot at cdcfluview v0.7.0 (a.k.a. The Dangers of Relying on &#039;Hidden&#039; APIs) - 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\/2017\/11\/06\/taking-a-shot-at-cdcfluview-v0-7-0-a-k-a-the-dangers-of-relying-on-hidden-apis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Taking a Shot at cdcfluview v0.7.0 (a.k.a. The Dangers of Relying on &#039;Hidden&#039; APIs) - rud.is\" \/>\n<meta property=\"og:description\" content=\"Unlike @noamross, I am not an epidemiologist (NOTE: Noam battles pandemics before breakfast, so be super nice to him) but I do like to find kindred methodologies in other disciplines to help foster the growth of cybersecurity into something beyond it&#8217;s current Barnum &amp; Bailey state. 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After a fairly hectic set of days since said NOTE came, I had time this morning to poke at\u2026","rel":"","context":"In &quot;macOS&quot;","block_context":{"text":"macOS","link":"https:\/\/rud.is\/b\/category\/macos\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":4852,"url":"https:\/\/rud.is\/b\/2017\/01\/08\/2017-01-authored-package-updates\/","url_meta":{"origin":7020,"position":5},"title":"2017-01 Authored Package Updates","author":"hrbrmstr","date":"2017-01-08","format":false,"excerpt":"The rest of the month is going to be super-hectic and it's unlikely I'll be able to do any more to help the push to CRAN 10K, so here's a breakdown of CRAN and GitHub new packages & package updates that I felt were worth raising awareness on: epidata I\u2026","rel":"","context":"In &quot;dplyr&quot;","block_context":{"text":"dplyr","link":"https:\/\/rud.is\/b\/category\/dplyr\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/01\/epi2.png?fit=982%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/01\/epi2.png?fit=982%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/01\/epi2.png?fit=982%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2017\/01\/epi2.png?fit=982%2C1200&ssl=1&resize=700%2C400 2x"},"classes":[]}],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts\/7020","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=7020"}],"version-history":[{"count":0,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/posts\/7020\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/media\/7024"}],"wp:attachment":[{"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/media?parent=7020"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/categories?post=7020"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rud.is\/b\/wp-json\/wp\/v2\/tags?post=7020"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}