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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.

Questo esercizio fa parte del corso

Generalized Linear Models in Python

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Istruzioni dell'esercizio

  • Import statsmodels.api library as sm.
  • Import glm from statsmodels.formula.api.
  • Using Poisson() for the response distribution fit the Poisson regression with satas the response and weight for the explanatory variable.
  • Display the model results using .summary().

Esercizio pratico interattivo

Prova a risolvere questo esercizio completando il codice di esempio.

# Import libraries
import ____.____ as sm
from ____.formula.api import ____

# Fit Poisson regression of sat by weight
model = ____('____ ~ ____', data = ____, family = ____.____.____).____

# Display model results
____(model.____)
Modifica ed esegui il codice