We can take a rest but in the next few days I would like you to explain to me what you mean with this. 
In particular I would like you to ponder the question.
What do you get if you use the quantile model in the end. 

The result of your model tell you what?
What type of relationship you have between the price and time?

Please let me know when you feel like to discuss. Thanks.