Problem with a conditional probability

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hi. I'm trying to face a problem with the conditional probability. I have to simulate this probability
My idea was to find the values of API between the two values and for these values i search the corresponding values of SSM. At the end i make a simple probability on the SSM values that i take previously and sk values.
For the first part for finding API values and corresponding SSM values i write this script, but is too slow on running.
There is a more easy way for writing it? Thank you all

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