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- from pandas import read_csv, DataFrame
- from pandas.plotting import scatter_matrix
- from sklearn.preprocessing import KBinsDiscretizer
- from matplotlib import pyplot as plt
- url = "https://raw.githubusercontent.com/jbrownlee/Datasets/refs/heads/master/sonar.csv"
- dataset = read_csv(url,header=None)
- data = dataset.values[:,:-1]
- trans = KBinsDiscretizer(n_bins=10, encode='ordinal', strategy='kmeans')
- data = trans.fit_transform(data)
- dataset = DataFrame(data)
- dataset.hist(figsize=(20,15))
- plt.show()
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