| Large || 157 || 50 || 14135

|}

What this shows is that the overhead of each parallelization technique is important to consider. Since scala+spark is meant to run across multiple computers, there is no optimization when running on a single machine, and as you can see by the chart above, the time taken to complete the program increases with the file size.