My canvas is way too large. And so is the text. Tried repeating the steps in “Displaying the Score and Text” part of the tutorial multiple times. Not sure what I am missing. Please see screenshots for more detail: Imgur: The magic of the Internet
It looks normal to me. Click on 2D to see it properly and use your scroll button to resize it to fit your screen. Good luck! 
If anyone else is facing the same issue, first make sure you can see both Scene and Game view in the same window. Then reset the text. It’ll look weird in Scene view, but will look fine in Game view.