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.
Diese Übung ist Teil des Kurses
Generalized Linear Models in Python
Anleitung zur Übung
- Import
statsmodels.api
library assm
. - Import
glm
fromstatsmodels.formula.api
. - Using
Poisson()
for the response distribution fit the Poisson regression withsat
as the response andweight
for the explanatory variable. - Display the model results using
.summary()
.
Interaktive Übung
Versuche dich an dieser Übung, indem du diesen Beispielcode vervollständigst.
# Import libraries
import ____.____ as sm
from ____.formula.api import ____
# Fit Poisson regression of sat by weight
model = ____('____ ~ ____', data = ____, family = ____.____.____).____
# Display model results
____(model.____)