I think Thee would be for family, friends, or someone of equal social status and thou is more formal (but much less used now - only as tha: “tha's gonna get it“).
Old Yorkshire phrase for telling children to mind who they address as 'thee / tha': "Don't thee tha them as thas thee" - kind of a similar sense as 'mind your Ps and Qs'.