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Similarly, we might think that increasing the default tip suggestions made some riders angry and would make them respond by tipping zero dollars. Run a

Similarly, we might think that increasing the default tip suggestions made some riders angry and would make them respond by tipping zero dollars. Run a logistic regression in which the depenent variable is the zero_tip and the independent variables are CMT, post_feb, and CMTxpost. At the mean, what was the marginal effect of increasing the default tip suggestions on the probability that a rider would decide to top zero dollars? Store your answer in the variable effect_on_zero_tip as a float. Is the effect statistically significant? Store your answer in the variable stat_sig as either the string "yes" or "no". my code is wrong: import pandas as pd
import statsmodels.api as sm
data = pd.DataFrame({
'zero_tip': [1,0,0,1,0,1,1,0,0,1],
'CMT': [1,0,1,0,1,0,1,0,1,0],
'post_feb': [1,1,1,0,1,0,1,1,0,0]
})
X = data[['CMT', 'post_feb']]
y = data['zero_tip']
X = sm.add_constant(X)
logit_model = sm.Logit(y, X)
result = logit_model.fit()
marginal_effects = result.get_margeff()
effect_on_zero_tip = marginal_effects.margeff[0]
p_value = result.pvalues['CMT']
stat_sig = 'yes' if p_value <0.05 else 'no'

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