Before revision:  We instantiate these ideas in Ballet, a lightweight software framework for collaborative  open-source data science and a cloud-based development environment , with a plugin for collaborative feature engineering .
After revision:  We instantiate these ideas in Ballet, a lightweight software framework for collaborative open-source data science through a focus on feature engineering, and an accompanying cloud-based development environment , with a plugin for collaborative feature engineering .