Addressing PUB-267. Can use R's runif to generate a vector, then push over the wire to H2O to create a new column in the remote data. However, this is limited by the max length of the URL. For generating random numbers for a large dataset, you must call h2o.runif and pass in the corresponding H2OParsedData object.