If it isn't one thing with the Wii U gamepad's battery, it's something else...
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There are replacement batterys available with larger capacity. Really worth the upgrade.
One of the two gamepads I got with my Wii U (second hand wii u) I used constantly. The back of the gamepad was bending and the battery was sooo swollen