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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.

Diese Übung ist Teil des Kurses

Generalized Linear Models in Python

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Anleitung zur Übung

  • 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().

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.____)
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