The study took 2020 as the base year for analysis and 2021-2031 for forecast. However, as the point of this study being the beginning of 2021, some of the figures of 2020 may not be available at the moment from public statistical sources. Frost & Sullivan will use the latest information available (e.g. 2020) or make projections based on historical trends.