Outliers in data can arise due to genuine reasons or because of dubious entries. In the latter case, you should go ahead and remove such entries immediately. Use a boxplot to observe, analyse and ...
If you wanted to use Black Friday in addition to Thanksgiving, you'd include lower_window=0,upper_window=1. You can also include a column prior_scale to set the prior scale separately for each holiday ...