Start Date Forecasting Fix

Fixed

• Fixed start_date being ignored when set to a date after the dataset, causing forecasts to always begin from the last data point instead of the requested start date.
• The gap between the dataset end and the requested start_date is now zero-filled at the target frequency, so the model trains on a continuous series and naturally produces forecasts from the correct date.