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I used Handeul's data and "scikit-learn" to build the model of "KNN" and "MLP"。 And I also considered the deciduous tree as 0 and the evergreen tree as 1 in a new dataset. The accuracy of the dataset is 41% (KNN) and 48% (MLP). The accuracy of the new dataset is 44% (KNN) and 51% (MLP).
I added the species description, too.