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theory - How to change Neural Network to adapt to a changing COVID environment not described by the available variables?

I have built a forecasting model based on environmental variables. I didn't include economical variables. It worked fine. But in a new Covid reality model is overestimating all predictions due to economic impact. The training was conducted over a 5-year period data. Is there any option to rebuild NN to put more emphasis on last year's data? Probably feeding a model with data from 2020 several times make sens, but how can I get better results without manipulating with data?

question from:https://stackoverflow.com/questions/66061878/how-to-change-neural-network-to-adapt-to-a-changing-covid-environment-not-descri

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