This is a benchmark I ran on Dask Dataframes, comparing them to regular Pandas Dataframes. See for yourself, or read my medium article for the results here:
tle4336/dask-dataframe-benchmarking
A Jupyter Notebook I made to try out dask's Dataframes
Jupyter Notebook