What resources or techniques can be used to troubleshoot and refine PHP regex patterns effectively?

When troubleshooting and refining PHP regex patterns, it is helpful to use online regex testers such as regex101.com or regexr.com to visually see how the pattern matches against test strings. Additionally, using PHP functions like preg_match() or preg_replace() with the regex pattern can help test and refine the pattern in your code. It's also beneficial to refer to the official PHP documentation for regex patterns to understand the syntax and modifiers available.

$pattern = '/^[a-zA-Z0-9_]+$/'; // Example regex pattern to match alphanumeric characters and underscore
$string = 'Hello_World123';

if (preg_match($pattern, $string)) {
    echo 'Regex pattern matched successfully!';
} else {
    echo 'Regex pattern did not match.';
}