Using the cluster function to label clustersΒΆ

Here is an example where we generate some synthetic data, and then use the cluster function to get cluster labels, which we can then pass to the hue kwarg to color our points by cluster.

# Code source: Andrew Heusser
# License: MIT

# import
import hypertools as hyp
import numpy as np
from scipy.stats import multivariate_normal

# simulate clusters
cluster1 = np.random.multivariate_normal(np.zeros(3), np.eye(3), size=100)
cluster2 = np.random.multivariate_normal(np.zeros(3)+3, np.eye(3), size=100)
data = np.vstack([cluster1, cluster2])

# get cluster labels
cluster_labels = hyp.cluster(data, n_clusters=2)

# plot
hyp.plot(data, '.', hue=cluster_labels)

Total running time of the script: ( 0 minutes 0.093 seconds)

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