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How do you merge two points like the ones shown
You can use the shortcut Alt + M to open the menu and select where you want to merge them like this:
Edit (2020): The shortcut has changed to M instead of Alt + M for anyone that finds this thread.
Select both vertices and press Alt+M to merge, or W>remove doubles, to remove vertices which directly overlap.