Modify code for functions.php with specific twitter user url and hashtags

The request to Twitter API in that code is formulated as URL. It is easy enough to modify it.

• see GET search in Twitter API documentation
• see advanced search for formulating queries

Then put resulting query in request. Use http_build_query() or related functions to encode spaces and such properly.