Underground water is without dubt one of the best source of fresh water you can use assuming there is a water tanble or an aquifer in your area, and it's not uncommon
to have potable water directly from the source without any filtering at all.
Source water from underground can be done by drilling a borehole or by digging a wellpoint. There are many differences in those two, and the quality of the water is also different.