Pandas contributor Adam Klein has released a kindred in spirit toolkit, Saddle, for the Scala language:
Saddle is a high-performance data manipulation library for Scala.
Saddle provides array-backed, indexed, one- and two-dimensional data structures; vectorized numerical calculations; automatic data alignment; and robustness to missing values.
Scala, Pandas, Spark. Are you thinking what I’m thinking?