from experimentation.Sets import Datasets import numpy as np dt = Datasets(normalize=False, standardize=False, set_of_files="tanveer") print("Checking normalized datasets: ") for data in dt: name = data[0] X, y = dt.load(name) min_value = X.min() max_value = X.max() media = np.mean(X) desv = np.std(X) resultado = ( "Normalizado" if min_value <= 1 and min_value >= 0 and max_value <= 1 and max_value >= 0 else "No Normalizado" ) resultado2 = ( "Standardizado" if round(media) == 0 and round(desv) == 1 else "No Standardizado" ) print(f"{name:30s}: {resultado} {resultado2}")