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WIP confidence intervals for suggested tags
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@ -4,6 +4,8 @@ import os
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import pickle as pkl
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import subprocess
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from contextlib import suppress
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from fractions import gcd
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import math
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import aiohttp
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import discord as d
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@ -157,3 +159,8 @@ def get_kwargs(ctx, args, *, limit=False):
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raise exc.BoundsError(arg)
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return {'destination': destination, 'remaining': remaining, 'remove': rm, 'limit': lim}
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def ci(pos, n):
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z = 1.96
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phat = float(pos) / n
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return (phat + z*z/(2*n) - z * math.sqrt((phat*(1-phat)+z*z/(4*n))/n))/(1+z*z/n)
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