Data Science, Machine Learning, Time Series Analysis, Analytics, Linear Regression.
performing decomposition, we can also tell that the data does have seasonality within a 12-month cycle. From the graph above, it is apparent that the seasonality is small relative to the mean price, with a range between -4,000 and 2,500. To make it easier to see, we will isolate the seasonality