Q: Are you saying, however, that feature is not reasonable?

A: It's an interesting point, but in this case I want to go back to thinking about what my data set looks like, and there's going to be very high correlation between the feature effects and the price discounts. For my data set, then, it doesn't make a lot of sense to include this interaction term, because essentially these feature effects are saying that you know what is the incremental effect on promoting the brand. And that's very highly correlated to asking what's the price elasticity, or what's the effect of the price decrease on that brand.

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