R package data.table extends data.frame.  Fast aggregation of large data, fast ordered joins, fast add/modify/delete of columns by reference by group using no copies at all, cells can contain vectors, chained queries and a fast file reader (fread). Offers a natural and flexible syntax, for faster development.