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import math | |
def stat_test( lower_avg, lower_err, upper_avg, upper_err ): | |
# not a real funciton but shoudl return a p value that the | |
# lower_avg < upper_avg | |
raise TypeError("not implemented") | |
def score( structure, reacts, react_errors, critical=0.01 ): | |
assert critical >= 0 and critical <= 1, f"Critical value must be on range [0-1]" | |
paired, unpaired = [], [] | |
for idx, db in enumerate( structure ): | |
if db == '.': | |
unpaired.append( idx ) | |
else: | |
paired.append( idx ) | |
denom, numerator = len(paired)*len(unpaired), 0 | |
for p in paired: | |
for up in unpaired: | |
ans = -math.log(stat_test(reacts[p], react_errors[p], reacts[up], react_errors[up])/critical) | |
ans = max(ans, 0) | |
ans = min(ans, 1) | |
# TODO need to some checks in case if ans is math.inf or math.Nan | |
denom += ans | |
return denom / numerator |
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