Eh. I'm in the southern hemisphere, and the Github Globe first appears in the middle of the Philippines Sea. They're just assuming everyone is in the northern hemisphere.
I think the combination of timezone and language settings would work for the obviously problematic cases (eg, Australia vs Japan/China/Asia, and South vs North America. Africa is still a problem though.)
Source: https://youtu.be/p-MGKz4qjJw