iPython Notebook together with pandas comprise a data analysis system that is essentially a clone of R. The advantage over R is that Python code can be more easily converted into production code and executed, for example, on a web server. One limitation is that the Apache-recommended Python interface to Hive requires installing Hive locally, which can be problematic or inconvenient from, say, a la