Time Series Model for multiple trends
I think you should look into multivariate regression. You could use these variables (type, area etc) along with other factors such as seasonality. Create dummy variables such as date of the week, week number , month etc to capture seasonality. For example rainy month may have less bike demand. These are inherent features from the data.