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Consider the example in the following link for Folium: US Employment visualization per county.

The result looks like what you see below:

    enter image description here

I would like to add a search box to it to be able to search by city, and have the visualization zoom in and/or center around it.

How can I go about adding such search box to it, perhaps by adding functionality in the HTML file?

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You could use the Leaflet search control. It allows you to insert a search widget on your map, search by place names around the world (see Nominatim example), and once a place is selected, zoom/center your map to that place location.

enter image description here

In the Leaflet search's GitHub website you find examples on how to add the control to your leaflet map.

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