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Choosing Model with Similar Accuracy but Different Numbers of Variables

I have developed machine learning model (XGBClassifier) using different sets of variables, and both sets achieve an accuracy score of around 80%. However, one model uses 17 variables, while the other model uses 18 variables. I’m unsure which model to choose for deployment. Here are some factors I’m considering: