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Which feature extraction technique achieves 100% accuracy while reducing the number of features from 117 to 1?

Which feature extraction technique achieves 100% accuracy while reducing the number of features from 117 to 1?: a task in SmolDataEnvs-harbor-train (Harbor dataset). Files (in /home/user/input, no subfolders): - mushrooms.csv

The task

Files (in /home/user/input, no subfolders): - mushrooms.csv

Part of FineEnvs/SmolDataEnvs-harbor-train.