Displaying Images when hovering over point in Plotly scatter plot in python

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I am trying to plot something similar to the gif below using plotly, where an image is displayed when hovering on a point in the scatter plot, but I just don't know where to start. Is it even possible to use plotly or will I have to use Bokeh?

Image appearing on hovering in scatterplot

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