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Effect of feature selection and optimization. (A) The percentage of features identified to be important by XGBoost for seven different encodings using four species-specific datasets. (B) Percentage of improvement in terms of accuracy compared between optimal feature set models and control. We considered only feature selection improved models and excluded deteriorated models from seven encodings. The number of improved models is mentioned in the figure.
