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create function | |
zconf_interval_two_samples | |
(total_a float, conv_a float, total_b float, conv_b float, alpha float) | |
--INPUTS: | |
-- total_a = total number that saw A | |
-- conv_a = converters for version A | |
-- total_b = total number that saw B | |
-- conv_b = converters for version B | |
-- alpha = alpha value (0.05?) | |
RETURNS float | |
--OUTPUT: | |
--Returns confidence interval | |
STABLE | |
AS $$ | |
from scipy.stats import norm | |
import numpy as np | |
p1 = conv_a/total_a | |
p2 = conv_a/total_b | |
se = np.sqrt(p1*(1-p1)/total_a + p2*(1-p2)/total_b) | |
z_critical = norm.ppf(1-0.5*alpha) | |
return p2-p1+z_critical*se | |
$$LANGUAGE plpythonu; |
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