Forecasting how many bikes are rented from the TFL (Transport for London) Cycle Hire scheme.
Task
- Using ONLY the TFL dataset
- Using the TFL and electrical power generation dataset, check if there are any relationship between electrical power and rented bikes.
Data
- tfl-daily-cycle-hires.xlsx : the daily number of hired bikes
- electrical_power_data.csv: eletrical power consumption
- ukbankholidays.csv: uk bank holidays
Method
- ARIMA models
- Prophet by Facebook
- XGboost