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| # reduce the dimensionality of the dataset | |
| pca = PCA(n_components=2) | |
| x_principal = pca.fit_transform(x_normal) | |
| x_principal = pd.DataFrame(x_principal) | |
| x_principal.columns = ['V1', 'V2'] | |
| print(x_principal.head()) |
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