Nginx invalid URL prefix

You need the http:// prefix on your unix: path, as in:

proxy_pass http://unix:/home/david/StockSearch/stocksearch/stocksearch.sock;

See

http://nginx.org/en/docs/http/ngx_http_proxy_module.html