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Fix dataset loading in clt_plot.py #42

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Fix dataset loading in clt_plot.py #42

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7 changes: 5 additions & 2 deletions examples/clt_plot.py
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Original file line number Diff line number Diff line change
@@ -1,11 +1,14 @@
import numpy as np
from sklearn.datasets import load_boston
import pandas as pd

import deeprob.spn.structure as spn

if __name__ == '__main__':
# Load the boston dataset and binarize it
data, _ = load_boston(return_X_y=True)
data_url = "http://lib.stat.cmu.edu/datasets/boston"
raw_df = pd.read_csv(data_url, sep="\s+", skiprows=22, header=None)
data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])

avg_features = np.mean(data, axis=0)
data = (data < avg_features).astype(np.float32)
n_samples, n_features = data.shape
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