In the absence of my team mates, I have managed to finish coding the recommendation system. My biggest issue was the lack of credible data source.
I also lack some understanding of the utilization of APIs. I defer to my team mates,
what I have figured out from coding on my own, which I will post a little later is in python, it is pretty straight forward, I just don't have a pretty front end to hang on it right now.