Seasonal Forecasting with a Trend: Step 3 - Estimating Trend with linear regression

We do a linear regression on the de-seasonalized demand numbers.
Doing the linear regression on the de-seasonalized numbers is important because it gives us much more confidence in the results of the linear regression, because we get a much higher R-squared number, indicating a much higher correlation between demand and time.
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