No video found for track_url

Web2MP3 uses youtube_search_python to search a URL on YouTube to get a video title and creator.
However, sometimes oddly enough this throws a
"No Video Found" error
I've currently implemented a breakpoint() to investigate the ussue
I may switch to another search YouTube search API. Maybe pytube which is already used in this project can fullfill this role.
Example: https://youtu.be/qlmpkzfwDHU