GET https://rct.dev.bbntimes.com/science/data-science-vs-data-analytics-what-are-the-similarities-differences

Response
200 OK
IP
18.189.189.100
Profiled on
Token
9e4ff5

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"_security_main"
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"264e3e"
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"science"
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"data-science-vs-data-analytics-what-are-the-similarities-differences"

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Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=u84ersnn10lgl2a7dcdm1q231i"
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 
"Sat, 22 Feb 2025 13:50:52 GMT"
link 
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x-debug-token 
"9e4ff5"

Cookies

Request Cookies

Key Value
PHPSESSID 
"u84ersnn10lgl2a7dcdm1q231i"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:48:17 +0000"
Last used 
"Sat, 22 Feb 25 13:50:50 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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_csrf/https-cookie_accept 
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Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
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    "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" => "->"
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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  [
    "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" => "->"
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    "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
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "twig_get_attribute"
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    "function" => "handle"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
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    "function" => "doRender"
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  [
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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    "function" => "handle"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
    "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"
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "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" => "->"
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  [
    "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" => "->"
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  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
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]

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_COOKIE 
"PHPSESSID=u84ersnn10lgl2a7dcdm1q231i"
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/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nWO5DyWLT8YV1VjBpdVAAAAIo"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
REDIRECT_SCRIPT_URL 
"/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nWO5DyWLT8YV1VjBpdVAAAAIo"
REDIRECT_URL 
"/public/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
REMOTE_ADDR 
"18.189.189.100"
REMOTE_PORT 
"26449"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740232251
REQUEST_TIME_FLOAT 
1740232251.8788
REQUEST_URI 
"/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
SCRIPT_URL 
"/science/data-science-vs-data-analytics-what-are-the-similarities-differences"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nWO5DyWLT8YV1VjBpdVAAAAIo"

Sub Requests 6

CookieController :: renderAnalysis (token = 18493d)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e86258"

AppController :: renderHeader (token = 763e6b)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3f171e"
slug 
"home"

ArticleController :: trendingArticle (token = 588fda)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"b50e43"
category 
"Science"

ArticleController :: relatedArticles (token = 093c26)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"33b256"
current_article 
App\Entity\Article {#1094
  -id: 11852
  -title: "Data Science vs Data Analytics: What Are The Similarities & Differences?"
  -slug: "data-science-vs-data-analytics-what-are-the-similarities-differences"
  -introtext: "<p>Data scientists and data analysts can take big data analytics and data warehousing programs to the next level.</p>\r\n"
  -content: """
    \r\n
    <p>They can help in deciphering what the data is actually telling a company. They are also able to segregate relevant data from irrelevant data. <a href="society/everything-you-need-to-know-data-scientist-vs-machine-learning-engineer" target="_blank" rel="noopener">Data scientists</a> and data analysts are able to leverage&nbsp;enterprise data warehouses, currently in place, to take a deep dive into data.&nbsp;</p>\r\n
    <h2>Brief History of Data Analytics&nbsp;</h2>\r\n
    <p>Data analytics is based on statistics.&nbsp;It has been surmised statistics were used as far back as Ancient Egypt for building pyramids. Governments worldwide have used statistics based on censuses, for a variety of planning activities, including taxation.</p>\r\n
    <p>As a discipline, business analytics has been around for 30 years, starting with the launch of MS Excel in 1985. Before this, data analytics was only limited to manual calculations using trial and error methods. There are two major trends that have contributed to the foundation of the data science phenomenon. First, the use of technology in various walks of life, particularly the use of the Internet, led to an unprecedented data boom; the kind of information that is available to organizations now is nearly infinite. Secondly, new technologies made analyzing and interpreting such vast amounts of data possible and companies can now use all this data in decision-making. Before understanding the similarities and differences between data scientists and data analysts, let’s take a look at how the role of data scientist was born.</p>\r\n
    <h2>Advent of Data Science</h2>\r\n
    <p>Data science was created in the early 1960s to describe a new profession which would support the understanding and interpretation of the large amounts of data which was being amassed at the time.</p>\r\n
    <p><img src="/images/datascience_history.jpg" alt="datascience_history.jpg" width="900" height="546" /></p>\r\n
    <p><em>Source:&nbsp;<a href="https://www.capgemini.com/gb-en/" target="_blank" rel="noopener">Capgemini</a><br /><br /></em></p>\r\n
    <p>Enterprises saw the availability of large volumes of data as a source of competitive advantage; &nbsp;companies who could utilize this data effectively would take better decisions and would be ahead of the growth curve. To make sense out of such data, there arose a need for a new skill set that&nbsp; included the skill to draw customer/user insights, business acumen, analytical abilities, programming skills, statistical skills, machine learning skills, data visualization, and much more. This led to the emergence of the role of a data scientist.</p>\r\n
    <h2>Similarities Between Data Science and Data Analytics</h2>\r\n
    <p><img src="/images/Data_Scienc_vs_Data_Analytics.png" alt="Data_Scienc_vs_Data_Analytics.png" width="901" height="351" /></p>\r\n
    <p><em>Source:&nbsp;<a href="https://www.wisc.edu/" target="_blank" rel="noopener">University of Wisconsin–Madison</a><br /><br /></em></p>\r\n
    <p>Common skills used by both data analysts and data scientists may include&nbsp;data mining, data warehousing, math, statistics and data visualization. Depending on their role in an organization, some data analysts may use programming languages such as R or Python.</p>\r\n
    <h2>Differences Between Data Science and Data Analytics</h2>\r\n
    <p>Data analytics focuses more on viewing the historical data in context while data science focuses more on machine learning and predictive modeling.&nbsp;Data science is a multi-disciplinary blend that involves algorithm development, data inference, and predictive modeling to solve analytically complex business problems. On the other hand, data analytics involves a few different branches of broader statistics and analysis.</p>\r\n
    <p><img src="/images/Data_Science_vs_Data_Analytics.jpeg" alt="Data_Science_vs_Data_Analytics.jpeg" width="900" height="675" /></p>\r\n
    <h2>Summary</h2>\r\n
    <p>Companies must know how to distinguish between these two roles and the areas where a data scientist and a data analyst can add value.</p>\r\n
    <p>Data science is a multidisciplinary field focused on finding actionable insights from large sets of raw and structured data. You can take a course <a href="https://www.odinschool.com/datascience-bootcamp" target="_blank" rel="noopener">data science course</a> to improve your knowledge.&nbsp;The field primarily fixates on unearthing answers to the things we don’t know we don’t know. <a href="science/6-reasons-why-data-science-is-crucial-in-numerous-fields" target="_blank" rel="noopener">Data scientists can predict things</a>. Data science experts use several different techniques to obtain answers, incorporating computer science,&nbsp;predictive analytics, statistics, and machine learning to parse through massive datasets in an effort to establish&nbsp;solutions&nbsp;to problems that haven’t been thought of yet.</p>\r\n
    <p>Data analytics focuses on processing and performing statistical analysis of existing datasets. Analysts concentrate on creating methods to capture, process, and organize data to uncover actionable insights for current problems, and establishing the best way to present this data. More simply, the field of&nbsp;data and analytics&nbsp;is directed toward solving problems for questions we know we don’t know the answers to. More importantly, it’s based on producing results that can lead to immediate improvements.</p>\r\n
    <p>Data science and data analytics are growing at an astronomical rate and companies are now looking for professionals who can sift through the goldmine of data and help them drive swift business decisions efficiently. Taking a&nbsp;<a href="https://datasciencedojo.com/data-science-bootcamp/" target="_blank" rel="noopener">data science bootcamp</a> to elevate your career to the next level.&nbsp;</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1663776540 {#1145
    date: 2022-09-21 16:09:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1685977375 {#1150
    date: 2023-06-05 15:02:55.0 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: 8163
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1663776540 {#1148
    date: 2022-09-21 16:09:00.0 UTC (+00:00)
  }
  -metakey: "Data Science vs Data Analytics: What Are The Similarities & Differences?"
  -metadesc: "Data scientists and data analysts can take big data analytics and data warehousing programs to the next level."
  -robots: null
  -publishedAt: DateTime @1663776540 {#1147
    date: 2022-09-21 16:09:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 569201)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e17933"

CookieController :: renderCookie (token = d56310)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"8b3e08"