Our datasets consists of : Four synthetic time series datasets designed for benchmarking forecasting models in controlled, unbiased conditions. The data are generated from combinations of sinusoidal signals with varying levels of complexity and periodic structure. Elec_Consumption, a proprietary dataset consisting of daily electricity consumption records from a single household, collected over two years (2023–2024).