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Add State Name in Choropleth Map

I having trouble with adding states’ names into the graph. I refered to this plotly website for plotting. The last map in the this website which has text “Africa” on the graph,is what I want to achieve:
https://plotly.com/r/choropleth-maps/
Please help me with this issue. I would deeply appreciate!