The PoC notebook differs from Ragas in some of the steps that it takes in order to generate the results from the evaluation. 

In order to truly understand how well the Ragas framework correlates against the existing approach, we want to re-implement the evaluation done in the notebook using the Ragas framework and compare the results from each approach. We will run this through several PoC datasets.