Odds ratio
Odds ratios compare the probability of something happening with the probability of it not happening. This is sometimes easier to reason about than probabilities, particularly when you want to make decisions about choices. For example, if a customer has a 20% chance of churning, it may be more intuitive to say "the chance of them not churning is four times higher than the chance of them churning".
mdl_churn_vs_relationship
, explanatory_data
, and prediction_data
are available from the previous exercise.
This exercise is part of the course
Introduction to Regression with statsmodels in Python
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Update prediction data with odds_ratio
prediction_data["odds_ratio"] = ____
# Print the head
print(____)