Tokens are individual units of text prepared for analysis. Now we’ve got the lines separated, we can bring in the tidytext package from Julia Silge and David Robinson to break the lines into ‘tokens’ for further text analysis. Thank you for all of the glory, you will be remembered, aw Shit could get menacin’, frightenin’, find help It’s a different type of rules that we obey # get lyricsĭplyr::mutate(line_number = row_number()) %>% We can do this using map_df() again to apply the scrape_lyrics_url() function to each row of our dataframe, where each row represents a single song. We can fecth the lyrics from Genius for each song now that we have their details. # filter songs from album 'ye'ĭplyr::select(ye, song_name) # A tibble: 7 x 1 Maybe we’ll explore the other lyrics more deeply another day. So you can see ye is definitely in the list of albums and we can filter our data frame so we just get the seven tracks from that particular album. # "Coach Carter (Music from the Motion Picture)" # "The Man With the Iron Fists (Original Motion Picture Soundtrack)" # "Kanye West Presents Good Music Cruel Summer" # "Graduation \"Bonus Tracks, Remixes, Unreleased\" EP" # "Zane Lowe BBC Radio Interviews (Kanye West)"
# "Kanye West's Visionary Streams of Consciousness"
Looking at the album names, it seems we’ve got songs from 37 albums at least plus a bunch that are unknown or unclassified. library(purrr) # functional programmingīET Cypher 2010 (Kanye West, Big Sean, Pusha T, & Common) (Ft. Big Sean, Common, CyHi The Prynce & Pusha-T)Įlectric Relaxation 2003 (Ft. Consequence)ĭrive Slow (A-Trak remix) (Ft. GLC & Paul Wall) We can use the map_df function from the purrr package to look for the meta data for each song in turn. We can also access a greater list of data for each song, including the album name and release date.
See You In My Nightmares (Live From VH1 Storytellers)įather Stretch My Hands Pt. # get all songs for a given artist idĬan’t Tell Me Nothing (Official Remix) (Ft. Jeezy) Now we can use Kanye’s artist ID to obtain all his songs on Genius. This includes the web address for his artist page on Genius, a link to the image of him used on the site and the number of people ‘following’ his lyrics page. We can save this value as the object kanye_id and use it to get metadata about him. Kanye’s ID on Genius is 72 as a solo artist. Knitr::kable() # prints the table nice artist_id We can use search_artist() to look for him. First we need to find the artist ID for Kanye.
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