Using Jupyter Notebook & Plotly to Create a Scatter Plot Map

In the post Atlas of Feelings I used Plotly in Jupyter Notebook to create a simple scatter map to show the locations of the entries. All I needed was a Mapbox access token. 

Python is very effective to create simple maps however there is a lot to discover in the means of adding interactivity. Although I tried to make the plotly tools such as zoom in and out, visible on the map I only managed to achieve a scroll zoom.