When you install Power BI, it does not have certain features enabled. One feature that I need to use, is the Power Bi Shape Map. This quick how-to guide is the way to enable that feature.
Open Power BI
Click Options and Settings
Click Preview Features
Place a check mark next to Shape Map Visual
Now restart Power BI for the changes to take effect
And there you have it, a quick way to enable the Power BI Shape Map