We present the winning strategy for IEEE DataPort Competition on Day-Ahead Electricity Load Forecasting: Post-Covid Paradigm. This competition was organized to design new forecasting methods unstable periods such as one starting in Spring 2020. First, we pre-process data with a statistical correction of meteorological variables. Second, apply standard and machine learning models. Third, rely st...