NOTE
Please select a date between 1 Jan 2023 and 1 Jan 2024.
The prediction window (1 Jan 2023 – 1 Jan 2024) is fixed because the training dataset contains sales data only for that period. The RandomForest model learns temporal patterns (daily, weekly, monthly) and depends on historical sales to compute lag and rolling statistics. Predicting outside this range would require newer data that were not part of training.
