Running a statistical test / Forming a hypothesis

[Homer]

Can someone explain how one goes about doing this? Often, someone on the internet gambling will claim that Party Poker is rigged because their flush draws don't come in often enough, more of a certain card comes on the turn and river than is expected, etc. I would like to prove them wrong statistically.