 So, we initially started with a million song data set, it had a lot of song metadata, so we did some interesting analysis on that, we found out like who are the most popular artists from different decades and what are the most popular songs and what are the, what is that, there's a song Hotness indicated, so we found some hottest songs over time and then we plotted it, this guy plotted it using D3.js, so this is how it looks like and it's pretty cool. Don't worry, it's all printed. Anyway, just give us a sneak review. And then we did all the analysis we can on music, so we moved on to movies and we found out what are the most popular, most highest rated movies, those are some really obscure movies like 3 people rated 100% and so to remove those outliers, we had a cutoff, most popular movies with at least 20,000 reviews, so I think which was the highest movie? Shawshank Redemption was the highest rated and most reviewed movie and then second was Forrest Gump, Skinner's List. And then we found an interesting trend in music, so he hasn't come up with a theory that it might be because of Pink Floyd, I'm not really sure. We also believe. Yeah, we believe. Our team strongly believes that it's because of Pink Floyd coming in, so the song duration peaked in late, in the mid-1960s, so until then the average song duration was around 3 minutes, beyond that it became 4 minutes. And that coincided exactly with entry of Pink Floyd into the thing, so we think it's a Pink Floyd effect, we don't know. We want to believe that it's a Pink Floyd effect. So this is how the graph looks like, so you can clearly see that there's a jump. Hold on, hold on. Alright, whoa. Yeah, that's a clear judge. And that's when Pink Floyd came in. Yeah, 1963. A lot of things happened in 1963, but yeah, we like to believe. We like to believe in Pink Floyd. And now we are like really, really sleepy. We hope that we'll get some Ridley Sambar before we go and crash. Okay, yeah. Yeah, so we mess around with all the tools. All the tools. Pandas. D3. D3. Pandas is like really kick ass, hasn't it? Kick ass as well. Yes. But it was fun, finally managed what we wanted to do. It was great. Awesome. You guys want to sign up with your names? Hi, this is Indranil. Hi, I'm Abhishek. I'm Karthik. I'm trying to recall Ashwin. So sleepy. Cool. Thank you guys. Thank you.