Your question is Optimize Python for 50GB. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How would you optimize a Python script that is running out of memory while processing a 50GB dataset?