#Tong hop beat gui tar archive

Posting 4 song lyrics can be a bit much so I’ve posted highlights for each song. We trained TensorFlow using all the lyrics we had for each genre. We used TensorFlow and this training model to create the lyrics. Now finally for our last trick, we will generate a typical song for each genre.

Despite that, Country music as a whole is much less repetitive than Pop as seen in the histogram above.

Genre wise, it seems as though Country and Pop music have become increasingly repetitive while R&B/Hip-Hop and Rock have stayed relatively the same. Below, you’ll find our best attempt at making pretty word clouds for each genre:Īs a whole it seems as though songs have become more repetitive starting at 0.58 in 1980 to 0.67 in 2018. The Fun Stuffįor the most commonly sung words, we thought the nicest way to represent this data was through word clouds. After that grueling task, we finally came to the fun part: data manipulation and visualization. After removing duplicates, we ended up with 2,568 songs across the 4 genres. Next, we read in our CSV files, looped through each song, and found the lyrics on Genius using their API.

#Tong hop beat gui tar archive

And finally, just for fun, create a typical song of each genre using Natural Language Processing and TensorFlowįirst, we scraped the top songs and their artists from Billboard’s archive from 1980 to 2018 and then saving them into CSV files separated by genre.Find if songs have gotten more repetitive over time.Measure the repetitiveness of each genre.Find the most commonly sung swear words for each genre.Find the most commonly sung words for each genre (Pop, R&B/Hip Hop, Country, and Rock).…So maybe, just maybe, by this logic, the most popular songs should become more repetitive, right? To help us answer this question, we used Big Dataīut why just measure repetition? Can’t we do so many interesting things with all of this data? Music producers strive to create their next big hit and what better way to increase their chances of success than by looking at last year’s big hits? Didn’t you just hear this artist sing the exact same words just moments ago or are you just getting that feeling of déjà vu? The music industry is a billion dollar booming business and, like any other business, their main goal is to make money.