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This is not related to the code. I post it here because I'm referring to an ebook (though seems that it's the 4th release), so not sure what's happening in your latest book :)
In 3.5.2 Agglomerative Clustering
The following three choices are implemented in scikit-learn
ward ... average ... complete...
We now have the forth choice single (smallest minimum distance). Maybe it's worthwhile to mention it.
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