Where to filter Shortcode string prior to execution

shortcode_atts_{$shortcode} seems to be the WordPress filter you need.
https://developer.wordpress.org/reference/hooks/shortcode_atts_shortcode/

It is used in the shortcode_atts() function:
https://developer.wordpress.org/reference/functions/shortcode_atts/