Depends on libgdal, rasterio, fiona, shapely and numpy
Using Ubuntu 14.04:
sudo apt-get install python-numpy libgdal1h gdal-bin libgdal-dev pip install rasterstats
Or homebrew on OS X:
brew install gdal pip install rasterstats
For Windows, follow the rasterio installation and then run:
pip install rasterstats