It is important to note that the Bing lexicon canвЂ™t pick up on negation or irony.

Views is Drake's only album where half of the songs are neutral or positive. Take Care and Nothing Was The Same are infamously melancholy albums, but I did not expect that none of his albums would have a majority of tracks with positive lyrical sentiment. I was surprised to find that most of Drake's lyrics have a negative sentiment attributed to them. Songs closer to -1 in sentiment are seen as more negative and songs closer to 1 are perceived as more positive. I plotted the results for each song separated by album below. I normalized the number by dividing it by the total number of Bing lexicon words present in the song. I joined the lyrics with the Bing lexicon, a list of words which are deemed by humans as either positive or negative, and subtracted the negative words from the positive ones to get a general measure of lyrical sentiment. In order to extract the lyrics from all of Drake's individual albums, I scraped his tracklists from the Genius API. Did his lyrics become more positive or more negative as he became more successful? How does sentiment compare to Drake's record sales? How common is profanity in his music as his career progresses? I think that his music overall will prove to be more positive now than when he dropped his first album in 2008.

He is one of the few rappers that has been able to bridge the gap between underground hype and mainstream commercial success.ДЇor this project, I wanted to examine Drake's lyrical and musical evolution throughout the years. He is currently ranked number one on Spotify's monthly listeners list and his latest album, 'More Life', reached number one on the Billboard top 200 with ease. Aubrey Graham, aka Drake, is arguably one of the greatest rappers of all time.

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