well you could just run a simple program on the output on tesseract to find 
and correct those mistakes
in your case if you have http:// and you see http:II then it should be a no 
brainer to just change to http:// it's an easy case because those two 
dashes are always there
another thing is that probably after .com there is eather nothing or a 
slash.. not many cases there eather.
Give it a quick search - maybe there is already a program that checks urls..
tl; dr: with urls being standartised it is pretty easy to create a program 
that detects errors in links and correct them.

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