How to Improve the Page Loading Speed on Mobile Devices

Please help me figure out why the site https://casinodeps.co.nz/ loading speed on PageSpeed Insights is excellent on a computer and worse on mobile devices. Where to start checking or what problem might be? Thanks in advance!