numpy-vbench provides a collection of speed performance of benchmarks for NumPy. Results of their execution are periodically published on http://yarikoptic.github.io/numpy-vbench/.
On Debian systems::
sudo apt-get install git python-sqlalchemy python-pandas
although python-pandas probably could be made optional (check).