folium builds on the data wrangling strengths of the Python ecosystem and the mapping strengths of the Leaflet.js library. Manipulate your data in Python, then visualize it in a Leaflet map via folium.

$ pip install folium

or

$ conda install folium

http://python-visualization.github.io/folium/docs-v0.5.0/

The documentation for the development version can be found here: http://python-visualization.github.io/folium/docs-master/

Note that the documentation on Read the Docs is for the deprecated version 0.2.0.

There are two galleries of Jupyter notebooks with examples, which you can see using Jupyter's nbviewer:

http://nbviewer.jupyter.org/github/python-visualization/folium/tree/master/examples/

https://nbviewer.jupyter.org/github/python-visualization/folium_contrib/tree/master/notebooks/