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doc/modules/clustering.rst
@@ -132,6 +132,11 @@ and the new centroids is the inertia and the algorithm repeats these last two
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steps until this value is less than a threshold. In other words, it repeats
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until the centroids do not move significantly.
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+.. image:: ../auto_examples/cluster/images/plot_kmeans_digits_1.png
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+ :target: ../auto_examples/cluster/plot_kmeans_digits.html
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+ :align: right
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+ :scale: 35
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+
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The algorithm can be identified through the concept of `Voronoi diagrams
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<https://en.wikipedia.org/wiki/Voronoi_diagram>`_. First the Voronoi diagram
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of the points is calculated using the current centroids. Each segment in the
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