Fitting a Poisson regression
Continuing with the crab dataset you will fit your first Poisson regression model in this exercise.
The crab dataset has been preloaded in the workspace.
Este exercício faz parte do curso
Generalized Linear Models in Python
Instruções do exercício
- Import
statsmodels.apilibrary assm. - Import
glmfromstatsmodels.formula.api. - Using
Poisson()for the response distribution fit the Poisson regression withsatas the response andweightfor the explanatory variable. - Display the model results using
.summary().
Exercício interativo prático
Experimente este exercício completando este código de exemplo.
# Import libraries
import ____.____ as sm
from ____.formula.api import ____
# Fit Poisson regression of sat by weight
model = ____('____ ~ ____', data = ____, family = ____.____.____).____
# Display model results
____(model.____)