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Initially your code was taking about 19-20 secs to complete. I added memoization, now it takes 2-3 secs to complete. Hope it helps. In case you have to rerun program many times. I have saved the 'mydict' object using 'pickle'. then reuse it. In case of reuse, program takes less than 1 second Repl link for the code #!/usr/bin/python3 import numpy import ...

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