ArticleController :: show
Request
GET Parameters
None
POST Parameters
None
Uploaded Files
None
Request Attributes
Key | Value |
---|---|
_controller | "App\Controller\ArticleController::show" |
_firewall_context | "security.firewall.map.context.main" |
_links | Symfony\Component\WebLink\GenericLinkProvider {#3695 -links: [ 3816 => Symfony\Component\WebLink\Link {#3816 -href: "/build/runtime.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3814 => Symfony\Component\WebLink\Link {#3814 -href: "/build/644.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3813 => Symfony\Component\WebLink\Link {#3813 -href: "/build/502.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3812 => Symfony\Component\WebLink\Link {#3812 -href: "/build/app.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3811 => Symfony\Component\WebLink\Link {#3811 -href: "/build/view-more.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3810 => Symfony\Component\WebLink\Link {#3810 -href: "/build/term-condition.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3809 => Symfony\Component\WebLink\Link {#3809 -href: "/build/contact.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3808 => Symfony\Component\WebLink\Link {#3808 -href: "/build/scroll-infinite-article.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3807 => Symfony\Component\WebLink\Link {#3807 -href: "/build/app.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3806 => Symfony\Component\WebLink\Link {#3806 -href: "/build/cookie-style.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3805 => Symfony\Component\WebLink\Link {#3805 -href: "/build/term-condition-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3804 => Symfony\Component\WebLink\Link {#3804 -href: "/build/contact-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3803 => Symfony\Component\WebLink\Link {#3803 -href: "/build/comment-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } ] } |
_route | "article_show" |
_route_params | [ "category" => "technology" "slug" => "5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" ] |
_security_firewall_run | "_security_main" |
_stopwatch_token | "a3c18a" |
category | "technology" |
slug | "5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
Request Headers
Header | Value |
---|---|
accept | "*/*" |
accept-encoding | "gzip, br, zstd, deflate" |
connection | "close" |
host | "rct.dev.bbntimes.com" |
user-agent | "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" |
x-php-ob-level | "1" |
Request Content
Request content not available (it was retrieved as a resource).
Response
Response Headers
Header | Value |
---|---|
cache-control | "no-cache, private" |
content-type | "text/html; charset=UTF-8" |
date | "Wed, 15 Jan 2025 10:57:08 GMT" |
link | "</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style"" |
x-debug-token | "76901e" |
Cookies
Request Cookies
No request cookies
Response Cookies
No response cookies
Session 11
Session Metadata
Key | Value |
---|---|
Created | "Wed, 15 Jan 25 10:57:07 +0000" |
Last used | "Wed, 15 Jan 25 10:57:07 +0000" |
Lifetime | 0 |
Session Attributes
Attribute | Value |
---|---|
_csrf/https-comment | "CvHzg063NMbD1vHxvySvYBKMITz71XvnApDKW5z_I0g" |
_csrf/https-cookie_accept | "REbAr0v4GTIPzafG9RDlYyJKHDBlMRV9wIDaktN2x7g" |
Session Usage
11
Usages
Stateless check enabled
Usage |
---|
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:69
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
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Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:69
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Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:70
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Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:71
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Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:72
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Symfony\Component\HttpKernel\DataCollector\RequestDataCollector:73
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"type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php" "line" => 220 "function" => "__invoke" "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php" "line" => 56 "function" => "callListeners" "class" => "Symfony\Component\EventDispatcher\EventDispatcher" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php" "line" => 139 "function" => "dispatch" "class" => "Symfony\Component\EventDispatcher\EventDispatcher" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php" "line" => 214 "function" => "dispatch" "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher" "type" => "->" 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"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php" "line" => 76 "function" => "handleRaw" "class" => "Symfony\Component\HttpKernel\HttpKernel" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php" "line" => 197 "function" => "handle" "class" => "Symfony\Component\HttpKernel\HttpKernel" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php" "line" => 35 "function" => "handle" "class" => "Symfony\Component\HttpKernel\Kernel" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php" "line" => 29 "function" => "run" "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php" "line" => 5 "args" => [ "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php" ] "function" => "require_once" ] ] |
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
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"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php" "line" => 277 "function" => "render" "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php" "line" => 181 "function" => "show" "class" => "App\Controller\ArticleController" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php" "line" => 76 "function" => "handleRaw" "class" => "Symfony\Component\HttpKernel\HttpKernel" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php" "line" => 197 "function" => "handle" "class" => "Symfony\Component\HttpKernel\HttpKernel" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php" "line" => 35 "function" => "handle" "class" => "Symfony\Component\HttpKernel\Kernel" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php" "line" => 29 "function" => "run" "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner" "type" => "->" ] [ "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php" "line" => 5 "args" => [ "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php" ] "function" => "require_once" ] ] |
Flashes
Flashes
No flash messages were created.
Server Parameters
Server Parameters
Defined in .env
Key | Value |
---|---|
APP_ENV | "dev" |
APP_SECRET | "0a988e63f011514eaabfc650b599af4d" |
CORS_ALLOW_ORIGIN | "*" |
DATABASE_URL | "mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes" |
GOOGLE_RECAPTCHA_SECRET_KEY | "6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x" |
GOOGLE_RECAPTCHA_SITE_KEY | "6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP" |
MAILER_DSN | "smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465" |
MARIADB_PASSWORD | "i!87pK&!85ezc8" |
Defined as regular env variables
Key | Value |
---|---|
APP_DEBUG | "1" |
BASE | "/public" |
CONTEXT_DOCUMENT_ROOT | "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com" |
CONTEXT_PREFIX | "" |
DOCUMENT_ROOT | "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com" |
FCGI_ROLE | "RESPONDER" |
GATEWAY_INTERFACE | "CGI/1.1" |
HTTPS | "on" |
HTTP_ACCEPT | "*/*" |
HTTP_ACCEPT_ENCODING | "gzip, br, zstd, deflate" |
HTTP_CONNECTION | "close" |
HTTP_HOST | "rct.dev.bbntimes.com" |
HTTP_USER_AGENT | "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" |
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY | "0" |
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY | "0" |
PATH | "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin" |
PHP_SELF | "/public/index.php" |
PP_CUSTOM_PHP_CGI_INDEX | "plesk-php81-fastcgi" |
PP_CUSTOM_PHP_INI | "/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini" |
QUERY_STRING | "" |
REDIRECT_BASE | "/public" |
REDIRECT_HTTPS | "on" |
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY | "0" |
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY | "0" |
REDIRECT_REDIRECT_HTTPS | "on" |
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY | "0" |
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY | "0" |
REDIRECT_REDIRECT_SCRIPT_URI | "https://rct.dev.bbntimes.com/technology/5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
REDIRECT_REDIRECT_SCRIPT_URL | "/technology/5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
REDIRECT_REDIRECT_SSL_TLS_SNI | "rct.dev.bbntimes.com" |
REDIRECT_REDIRECT_STATUS | "200" |
REDIRECT_REDIRECT_UNIQUE_ID | "Z4eUgjdXRidvKZRjdwaE2QAAAAg" |
REDIRECT_SCRIPT_URI | "https://rct.dev.bbntimes.com/technology/5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
REDIRECT_SCRIPT_URL | "/technology/5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
REDIRECT_SSL_TLS_SNI | "rct.dev.bbntimes.com" |
REDIRECT_STATUS | "200" |
REDIRECT_UNIQUE_ID | "Z4eUgjdXRidvKZRjdwaE2QAAAAg" |
REDIRECT_URL | "/public/technology/5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
REMOTE_ADDR | "3.139.239.25" |
REMOTE_PORT | "40013" |
REQUEST_METHOD | "GET" |
REQUEST_SCHEME | "https" |
REQUEST_TIME | 1736938627 |
REQUEST_TIME_FLOAT | 1736938627.2232 |
REQUEST_URI | "/technology/5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" |
SCRIPT_FILENAME | "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php" |
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current_article | App\Entity\Article {#1094 -id: 7146 -title: "5-Minute Guide to Calling Functions from R Scripts: R Code Tutorial Using Google Trends Data" -slug: "5-minute-guide-to-calling-functions-from-r-scripts-r-code-tutorial-using-google-trends-data" -introtext: "<p id="3659" class="ic id dp ie b ej if ig ih em ii ij ik il im er in io ip eu iq ir is ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">You’ve likely heard the popular guideline that if you find yourself copying and pasting code more than 3 times, you should write it as a function. </span></p>\r\n" -content: """ \r\n <p id="3659" class="ic id dp ie b ej if ig ih em ii ij ik il im er in io ip eu iq ir is ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">While you can write and store these functions at the top of your R Markdown files, this approach can get messy and is counterproductive if you end up copying and pasting the functions into multiple files. Often, the best way to stay organized is to write your functions in a script and to call them from any additional files where they’re needed.</span></p>\r\n <p id="a9f4" class="ic id dp ie b ej if ig ih em ii ij ik il im er in io ip eu iq ir is ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">To demonstrate this process, I will use 3 functions to conduct a very simple change point analysis of Google searches containing the words “supreme court” over the past month.</span></p>\r\n <h2 id="75db" class="iv iw dp cf ix iy iz ja jb jc jd je jf jg jh ji jj jk jl jm jn eh"><span style="color: #10228b;"><strong class="ay">First, Create Your Functions</strong></span></h2>\r\n <p id="3536" class="ic id dp ie b ej jo ig ih em jp ij ik il jq er in io jr eu iq ir js ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">In an R script, we write three simple functions. The first plots the Google Trends data, the second performs a simple change point analysis using the bcp() function from the “bcp” package, and the third plots the results of this analysis.<br /><br /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/google_graph.png" alt="google_graph.png" width="565" height="761" /></span></p>\r\n <p><span style="color: #000000;"><br />I’ve also checked this “Source on Save” box. If you check this box, then the file will be sourced automatically to the global environment when you save changes to your functions in the script.<br /><br /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/Source_on_Save.png" alt="Source_on_Save.png" width="565" height="338" /></span></p>\r\n <h2 id="d5c7" class="iv iw dp cf ix iy iz ja jb jc jd je jf jg jh ji jj jk jl jm jn eh"><span style="color: #10228b;">Connect to Your Functions</span></h2>\r\n <p id="d7a7" class="ic id dp ie b ej jo ig ih em jp ij ik il jq er in io jr eu iq ir js ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">Connecting to functions stored in a script from an R Markdown file is very similar to connecting to functions stored in a package. Instead of using a library() statement, we use a source() statement and indicate the script’s path name. In this case, we use the following code:<br /><br /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/source.functions.R.png" alt="source.functions.R" width="565" height="44" /></span></p>\r\n <p> </p>\r\n <p><span style="color: #000000;"><br />When we run this line of code, the functions contained within the script automatically appear in the Global Environment. The connection was successful!<br /><br /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/The_connection_was_successful.png" alt="The_connection_was_successful.png" width="565" height="131" /></span></p>\r\n <h2 id="ba43" class="iv iw dp cf ix iy iz ja jb jc jd je jf jg jh ji jj jk jl jm jn eh"><span style="color: #10228b;">Use Your Functions</span></h2>\r\n <p id="4f7e" class="ic id dp ie b ej jo ig ih em jp ij ik il jq er in io jr eu iq ir js ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">First, we’ll just use the gtrends() function from the “gtrendsR” package to pull Google search volume for searches containing the words “supreme court” in the United States over the past month. A mutate step is also used to convert the “date” variable to a date format:</span></p>\r\n <p><span style="color: #000000;"><img src="/images/data_gtrends.png" alt="data_gtrends.png" width="565" height="73" /></span></p>\r\n <p><span style="color: #000000;"><br />Now we have data to use in our functions! We use the google_graph() function the same way we would use any other function, allowing us to easily plot the data:<br /><br /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/google_graph_data.png" alt="google_graph_data.png" width="565" height="56" /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/Google_Searches_for_Supreme_Court.png" alt="Google Searches for Supreme Court" width="565" height="348" /></span></p>\r\n <p><span style="color: #000000;"><br />The plot looks good! Unsurprisingly, there is a massive surge in searches containing “supreme court” following the death of Supreme Court Justice Ruth Bader Ginsburg. Let’s use the bcp_analysis() and bcp_plot() functions to see if this spike represents a significant change point in this time-series object. Again, we use the functions the same way we would if we were using functions from a loaded package:<br /><br /></span></p>\r\n <p><span style="color: #000000;"><img src="/images/bcp_dataframe.png" alt="bcp_dataframe.png" width="565" height="82" /></span></p>\r\n <p> </p>\r\n <p><span style="color: #000000;"><img src="/images/Changepoint_Probabilities.png" alt="Changepoint_Probabilities.png" width="565" height="322" /></span></p>\r\n <p id="3d38" class="ic id dp ie b ej if ig ih em ii ij ik il im er in io ip eu iq ir is ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;"><br />Several days following the death of Ruth Bader Ginsburg have posterior probabilities of 1.00, indicating that searches containing the words “supreme court” likely changed in a statistically meaningful way around this time.</span></p>\r\n <p id="0a95" class="ic id dp ie b ej if ig ih em ii ij ik il im er in io ip eu iq ir is ex it iu dh eh" data-selectable-paragraph><span style="color: #000000;">It’s as simple as that! If we wanted to plot and analyze several different sources of data in separate Rmd files, it would be as easy as connecting those files to our “functions” script with a source() statement and using our functions.</span></p> """ -user: Proxies\__CG__\App\Entity\User {#1092 …} -createdAt: DateTime @1602595385 {#1145 : 2020-10-13 13:23:05.0 UTC (+00:00) } -updatedAt: DateTime @1602595688 {#1150 : 2020-10-13 13:28:08.0 UTC (+00:00) } -deletedAt: null -category: App\Entity\Category {#445 …} -status: "published" -imageCard: Proxies\__CG__\App\Entity\File {#1184 …} -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …} -featured: false -mainView: false -clicks: 2051 -comments: Doctrine\ORM\PersistentCollection {#1125 …} -reviewed_at: DateTime @1602595383 {#1148 : 2020-10-13 13:23:03.0 UTC (+00:00) } -metakey: "5-Minute Guide to Calling Functions from R Scripts: R Code Tutorial Using Google Trends Data" -metadesc: "You’ve likely heard the popular guideline that if you find yourself copying and pasting code more than 3 times, you should write it as a function." -robots: null -publishedAt: DateTime @1602595383 {#1147 : 2020-10-13 13:23:03.0 UTC (+00:00) } -canonical: null -superTag: null } |
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