Yes you need to bring a power adapter!!
The Tanzania plug socket looks like the plug on the picture below:
|Tanzania plug socket|
Walmart carries an inexpensive Universal Power converter that looks like the one in the picture below. You may want to bring a small power strip as well so that you can plug several things with one power converter.
|Universal Power Adapter|