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I started using hvplot for interactive plots in Jupyter notebooks, and while it doesn't support dendrograms yet (but it's in the roadmap) it looks like a nice alternative for interactive plots for sourmash. Here is an initial exploration.
Plotly also looks like a good option, but no time to explore it now =]