I have both Python 2.7 and Python 3.5 installed. When I type pip install beautifulsoup4 it tells me that it is already installed in python2.7/site-package directory
pip install beautifulsoup4
Run as root:
apt-get install python3-bs4 #or pip3 install beautifulsoup4
Afterwards import it like this:
import bs4