Lab / Clustering Visualizer
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Clustering Visualizer

Place points and watch K-Means, DBSCAN, Hierarchical, and Mean Shift clustering algorithms group them step by step.

Clusters Found
Iteration
Silhouette
Algorithm
Assign points to nearest centroid, then update centroids to cluster means.
Dataset
Playback
Click on the canvas to add individual points

All algorithms run entirely in your browser. No data is sent anywhere.