CLN: use how="all" in data.py so that things that are not nan in other columns are kept
This is how i feel right now.
![everytime-you-break-the-build1](https://f.cloud.github.com/assets/417981/743286/ad704630-e3e4-11e2-826e-01e92cc3f916.png)
