Resources make the world go round! In this case, they're spent to create units and buildings that allow you to put the other players' holdings to the torch. Resources are generated primarily by villages scattered over the map, making controlling them a vital element of gameplay.
All income is expressed in units per minute. Divide by 60 to get your per-second amount.