When you reshingle a roof and replace the underlayment is the underlayment supposed to laid out top-to-bottom or side-to-side??

Watching the roofers across the street roll it out top to bottom...and it just don't look right?

After the recent hail storms out here everyone (and their mother) is doing roofing.