There are two readme files; `README.rst` in the root directory and the one in `pylearn2/dataset_get`. However, `package_data` only matches files within Python packages. Since neither the root directory or `pylearn2/dataset_get` are Python packages (no `__init__.py` files), they never get copied when running `python setup.py install`.