GET https://rct.dev.bbntimes.com/financial/benefits-challenges-of-machine-learning-in-property-valuation

Response
200 OK
IP
3.145.71.171
Profiled on
Token
b4e044

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 {#3548
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      -attributes: [
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    3667 => Symfony\Component\WebLink\Link {#3667
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      -rel: [
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      -attributes: [
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    3666 => Symfony\Component\WebLink\Link {#3666
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      -rel: [
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      -attributes: [
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    3665 => Symfony\Component\WebLink\Link {#3665
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      -attributes: [
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      -attributes: [
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    3663 => Symfony\Component\WebLink\Link {#3663
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3662 => Symfony\Component\WebLink\Link {#3662
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3661 => Symfony\Component\WebLink\Link {#3661
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3660 => Symfony\Component\WebLink\Link {#3660
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      -attributes: [
        "as" => "style"
      ]
    }
    3659 => Symfony\Component\WebLink\Link {#3659
      -href: "/build/cookie-style.css"
      -rel: [
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      -attributes: [
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      ]
    }
    3658 => Symfony\Component\WebLink\Link {#3658
      -href: "/build/term-condition-css.css"
      -rel: [
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      -attributes: [
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      ]
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    3657 => Symfony\Component\WebLink\Link {#3657
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      -attributes: [
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      ]
    }
    3656 => Symfony\Component\WebLink\Link {#3656
      -href: "/build/comment-css.css"
      -rel: [
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      -attributes: [
        "as" => "style"
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}
_route 
"article_show"
_route_params 
[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"666877"
category 
"financial"
slug 
"benefits-challenges-of-machine-learning-in-property-valuation"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=2evtkdv42ntst5f90dl8n601kn"
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 13:44:31 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 
"b4e044"

Cookies

Request Cookies

Key Value
PHPSESSID 
"2evtkdv42ntst5f90dl8n601kn"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:44:26 +0000"
Last used 
"Sat, 22 Feb 25 13:44:30 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"WvYpcok38QwoOh0woNCpi2k8m8o9acyHp6DTIKULm3A"
_csrf/https-cookie_accept 
"epYtzKvSDL8JH0fPqnUR_24cPbeUiLv-iZmC2h0GUJ4"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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  [
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
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    "type" => "->"
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    "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" => "->"
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  [
    "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" => "->"
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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" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "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" => "render"
    "class" => "Twig\Template"
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    "function" => "render"
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "render"
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    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "class" => "Twig\Template"
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  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
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  [
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    "function" => "render"
    "class" => "Twig\Environment"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
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    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
    "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" => "->"
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  [
    "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" => "->"
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  [
    "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\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" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "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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    "function" => "handle"
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    "type" => "->"
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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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    "function" => "require_once"
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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=2evtkdv42ntst5f90dl8n601kn"
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/financial/benefits-challenges-of-machine-learning-in-property-valuation"
REDIRECT_REDIRECT_SCRIPT_URL 
"/financial/benefits-challenges-of-machine-learning-in-property-valuation"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nUvpDyWLT8YV1VjBpauwAAAIk"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/financial/benefits-challenges-of-machine-learning-in-property-valuation"
REDIRECT_SCRIPT_URL 
"/financial/benefits-challenges-of-machine-learning-in-property-valuation"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nUvpDyWLT8YV1VjBpauwAAAIk"
REDIRECT_URL 
"/public/financial/benefits-challenges-of-machine-learning-in-property-valuation"
REMOTE_ADDR 
"3.145.71.171"
REMOTE_PORT 
"37416"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740231870
REQUEST_TIME_FLOAT 
1740231870.9672
REQUEST_URI 
"/financial/benefits-challenges-of-machine-learning-in-property-valuation"
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/financial/benefits-challenges-of-machine-learning-in-property-valuation"
SCRIPT_URL 
"/financial/benefits-challenges-of-machine-learning-in-property-valuation"
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 
"Z7nUvpDyWLT8YV1VjBpauwAAAIk"

Sub Requests 6

CookieController :: renderAnalysis (token = cf7e9c)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7b2ca8"

AppController :: renderHeader (token = bffc16)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"99e311"
slug 
"home"

ArticleController :: trendingArticle (token = c2f26e)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"0ea814"
category 
"Finance"

ArticleController :: relatedArticles (token = bdf0a4)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"1e2d33"
current_article 
App\Entity\Article {#1094
  -id: 14120
  -title: "Benefits & Challenges of Machine Learning in Property Valuation"
  -slug: "benefits-challenges-of-machine-learning-in-property-valuation"
  -introtext: "<p>Property valuation is a critical aspect of the real estate industry.</p>\r\n"
  -content: """
    \r\n
    <p>Accurate property valuations are essential for mortgage lending, <a href="companies/insuring-your-success-with-business-insurance" target="_blank" rel="noopener">insurance,</a> property tax assessment, and investment analysis. Historically, property valuations were done by trained professionals who would visit the property, assess its condition and location, and consider comparable properties in the area.</p>\r\n
    <p>With the advent of machine learning, property valuation is changing. <a href="technology/machine-learning-needs-our-attention" target="_blank" rel="noopener">Machine learning algorithms </a>can analyze vast amounts of data to provide accurate property valuations quickly and efficiently. In this article, we will explore how machine learning is changing property valuation including its potential benefits, challenges and future.</p>\r\n
    <h2>How Machine Learning Can Improve Property Valuation</h2>\r\n
    <p><img src="/images/How_Machine_Learning_Improves_Property_Valuation.png" alt="How_Machine_Learning_Improves_Property_Valuation.png" width="700" height="286" /></p>\r\n
    <p><em><a href="https://tryolabs.com/blog/2021/06/25/real-estate-pricing-with-machine-learning--non-traditional-data-sources" target="_blank" rel="noopener">Source: Tryolabs</a></em></p>\r\n
    <h3>1. Advanced Data Collection</h3>\r\n
    <p>One of the significant benefits of using machine learning in property valuation is the ability to collect and analyze vast amounts of data. Machine learning algorithms can process data from multiple sources, including property listings, public records, and satellite imagery.</p>\r\n
    <p>By analyzing this data, machine learning algorithms can identify patterns and trends that human valuers may miss. This allows for a more accurate and comprehensive valuation of the property.</p>\r\n
    <h3>2. Fairer Property Valuation</h3>\r\n
    <p>Machine learning can also be used to automate property valuations. Automated valuations are faster and more efficient than traditional valuations, and they can be done remotely.</p>\r\n
    <p>Automated valuations use machine learning algorithms to analyze data from multiple sources and generate a valuation for the property. This eliminates the need for a human valuer to visit the property, which can be time-consuming and costly.</p>\r\n
    <h3>3. Increased Accuracy</h3>\r\n
    <p>One of the significant advantages of using machine learning in property valuation is increased accuracy. Machine learning algorithms can process vast amounts of data, including historical sales data and market trends, to generate a more accurate valuation.</p>\r\n
    <p>Additionally, machine learning algorithms can analyze data in real-time, which allows for adjustments to be made quickly as market conditions change.</p>\r\n
    <h2>What Are the Challenges Machine Learning in Property Valuation?</h2>\r\n
    <p><img src="/images/What_Are_the_Challenges_Machine_Learning_in_Property_Valuation.png" alt="What_Are_the_Challenges_Machine_Learning_in_Property_Valuation.png" width="700" height="276" /></p>\r\n
    <p><em><a href="https://www.researchgate.net/figure/A-BIM-ML-framework-for-automated-Property-valuation_fig4_351518023" target="_blank" rel="noopener">Source: Research Gate</a></em></p>\r\n
    <p>While there are many potential benefits to using machine learning in property valuation, there are also some challenges. One of the significant challenges is the quality of the data used in the algorithms. If the data is incomplete or inaccurate, it can result in an incorrect valuation.</p>\r\n
    <p>Another challenge is the lack of human oversight. While machine learning algorithms can analyze data and identify patterns, they cannot replace the human element entirely. Human valuers bring experience and judgment to the process, which is difficult to replicate with a machine.</p>\r\n
    <h2>The Future of Property Valuation with Machine Learning</h2>\r\n
    <p><img src="/images/The_Future_of_Property_Valuation_with_Machine_Learning.png" alt="The_Future_of_Property_Valuation_with_Machine_Learning.png" width="700" height="373" /></p>\r\n
    <p><em><a href="https://www.mdpi.com/2073-445X/11/3/334" target="_blank" rel="noopener">Source: MDPI</a></em></p>\r\n
    <p>Machine learning is changing <a href="financial/how-computer-vision-can-optimize-property-valuation" target="_blank" rel="noopener">property valuation</a>, and it has the potential to revolutionize the real estate industry. By analyzing vast amounts of data, machine learning algorithms can provide more accurate and efficient property valuations.</p>\r\n
    <p>While there are challenges to using machine learning in property valuation, such as data quality and the lack of human oversight, these challenges can be overcome with proper training and development of the algorithms.</p>\r\n
    <p>Machine learning has the potential to increase the speed, efficiency, and accuracy of property valuations, which could have significant benefits for the real estate industry as a whole. As the technology continues to develop, we can expect to see more widespread adoption of machine learning in property valuation.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1698432420 {#1145
    date: 2023-10-27 18:47:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1698432504 {#1150
    date: 2023-10-27 18:48:24.0 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: 4111
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1698432420 {#1148
    date: 2023-10-27 18:47:00.0 UTC (+00:00)
  }
  -metakey: "Benefits & Challenges of Machine Learning in Property Valuation"
  -metadesc: "Property valuation is a critical aspect of the real estate industry."
  -robots: null
  -publishedAt: DateTime @1698432420 {#1147
    date: 2023-10-27 18:47:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = b7b977)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7b0bd3"

CookieController :: renderCookie (token = 1d4bdb)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"25bccf"