Selecting A Battery
Voltage - 2 to 3 volts for LEDs, 9V for circuits.
Weight - You can only lift so much.
Internal Resistance - How much current can the battery supply continuously.
Capacity - How much current for how long. In mah at a specified drain rate. Duration = Capacity/Current Drain
Note: Two batteries in series does not double the capacity.