Is Drake Becoming Less Lyrical? Actually, No. [stance, on, lean, leg, up, on, the, wall, my. Stance on lean leg up on the wall my niggas c. [the, man, drake, puts, it, the, fuck, down, h. The man drake puts it the fuck down he s doin. [what, up, this, kim, damn, i, ve, been, tryin. What up this kim damn i ve been trying to get. [thank, you, ms, graham, for, coming, today, y. Thank you ms graham for coming today you look. [southern, smoke, this, another, one, from, yo. Southern smoke this another one from your boy. [uh, yea, get, in, my, slick, rick, mode, na.
Uh yea get in my slick rick mode na mean im a. [loves, lost, loves, gone, love, lost, love, i. Loves lost loves gone love lost love is gone l. [sometimes, i, feel, like, lohan, and, hilary. Sometimes i feel like lohan and hilary duff a. [yo, whats, going, on, this, is, drake, and, i. Yo whats going on this is drake and ima let y. [look, if, you, a, girl, with, the, aspiration. Look if you a girl with the aspirations of be. This is true for Drake as well: his more recent albums (More Life, Scorpion, Views) all have higher numbers of songs comparing to his older ones with the exception of 2009, when he released three tapes in one year. In this streaming era, artists tend to put as many tracks as possible in one album to boost their streaming numbers. According to this dataset, for 13 years of his music career, Drake has had 18 albums/mixtapes in total.ĭrake In The Streaming Era: Quantity > All? Its about us right now girl where you going i.īaby i like your style grips on your waist fr.įrom "Comeback Season" to "The Best In The World Pack"ĭrake has a relatively huge, rich discography. Question is will i ever leave you the answer. Ooh baby yeah days in the sun and nights in t. The 6 raptors diamond key new ride old ride ba. Right my yiy just changed you just buzzed the. Oh yeah yeah yeah oh yeah yeah yeah yeah look. Yeah i get it i get it yeah why would i say a. Yeah yeah yeah yeah jheeze yeah right look lo. This sound like some forty three oh one shit. Career Overviewįirst, let's load data from the csv file: To see codes for the whole data preprocessing process, you can check this notebook. The lyrics were not clean data either, as there were a lot of noise, redundant characters, and typos.
Out of over 500 songs on Genius, there were around 300 tracks that are either duplicates, Live version, diss tracks, or the like, and they were all filtered from the dataset. Data Cleaningĭespite having such easy-to-use API assisting the scraping process, cleaning the data was no easy task. To obtain the lyrics of all Drake's songs, I scraped the data from Genius using the wonderful Genius API. Thanks to Drake's popularity, his work is very expansive and well-documented, with five official studio albums and six mixtapes. Topic modeling with LDA, dimensionality reduction with t-SNE, interactive topic visualization with pyLDAvisĭrake is one of the biggest, if not the biggest, rap artists in the world.Applied various NLP techniques: word embedding, bag-of-words, tokenization with NLTK, NER with SpaCy.Performed data wrangling and exploratory data analysis with Matplotlib and Seaborn.Scraped 500 songs info with lyrics from.This project is my introduction to the world of Natural Language Processing, and text analysis in general. In this project, I will apply various Natural Language Process techniques to analyze Drake's lyrics.Īs I have been doing a lot of practices on classical Machine Learning, or Deep Learning applied to images (Computer Vision), I don't have nearly as much experience working with text data. Many text mining analyses have been performed on rap lyrics, but I haven't seen enough works that actually dig deeper into one specific artist's discography (or in this case, Drake's discography). Hip-Hop is my favorite music genre of all time, and Drake is an artist I've listened to for years. Drake Analysis: A Deeper Look Into The Discography Of Canada's Rap King
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