CSV is slow. Convert your Dukascopy data to or HDF5 . This allows Python (Pandas) to load 10 years of data in seconds instead of minutes.
Dukascopy provides a high-quality Historical Data Feed that is free for traders and analysts. It is primarily used for technical analysis and backtesting trading strategies with granular, institutional-grade precision. Key Features