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add test as examples
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@ -49,3 +49,17 @@ fn customer_spend_example() {
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let pred = model.predict(&new_customers);
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println!("Cluster of new customers: {:?}", pred);
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}
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#[test]
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fn k_means_store_locations() {
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let raw = vec![
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1.0, 2.0, 1.5, 1.8, 5.0, 8.0, 8.0, 8.0, 1.0, 0.6, 9.0, 11.0, 8.0, 2.0, 10.0, 2.0, 9.0, 3.0,
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];
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let x = Matrix::from_rows_vec(raw, 9, 2);
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let (model, labels) = KMeans::fit(&x, 2, 100, 1e-4);
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assert_eq!(labels.len(), 9);
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assert_eq!(model.centroids.rows(), 2);
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let new_points = Matrix::from_rows_vec(vec![0.0, 0.0, 8.0, 3.0], 2, 2);
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let pred = model.predict(&new_points);
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assert_eq!(pred.len(), 2);
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}
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