The goal of {taylor} is to provide easy access to a curated data set of Taylor Swift songs, including lyrics and audio characteristics. Data comes Genius and the Spotify API.
You can install the released version of {taylor} from CRAN with:
install.packages(taylor)To install the development version from GitHub use:
# install.packages("remotes")
remotes::install_github("wjakethompson/taylor")There are three main data sets. The first is taylor_album_songs, which
includes lyrics and audio features from the Spotify API for all songs on
Taylor’s official studio albums. Notably this excludes singles released
separately from an album (e.g., Only the Young, Christmas Tree Farm,
etc.), and non-Taylor-owned albums that have a Taylor-owned alternative
(e.g., Fearless is excluded in favor of Fearless (Taylor’s
Version)). We stan artists owning their own songs.
taylor_album_songs
#> # A tibble: 194 × 29
#> album_name ep album_re…¹ track…² track…³ artist featu…⁴ bonus…⁵ promotio…⁶
#> <chr> <lgl> <date> <int> <chr> <chr> <chr> <lgl> <date>
#> 1 Taylor Sw… FALSE 2006-10-24 1 Tim Mc… Taylo… <NA> FALSE NA
#> 2 Taylor Sw… FALSE 2006-10-24 2 Pictur… Taylo… <NA> FALSE NA
#> 3 Taylor Sw… FALSE 2006-10-24 3 Teardr… Taylo… <NA> FALSE NA
#> 4 Taylor Sw… FALSE 2006-10-24 4 A Plac… Taylo… <NA> FALSE NA
#> 5 Taylor Sw… FALSE 2006-10-24 5 Cold A… Taylo… <NA> FALSE NA
#> 6 Taylor Sw… FALSE 2006-10-24 6 The Ou… Taylo… <NA> FALSE NA
#> 7 Taylor Sw… FALSE 2006-10-24 7 Tied T… Taylo… <NA> FALSE NA
#> 8 Taylor Sw… FALSE 2006-10-24 8 Stay B… Taylo… <NA> FALSE NA
#> 9 Taylor Sw… FALSE 2006-10-24 9 Should… Taylo… <NA> FALSE NA
#> 10 Taylor Sw… FALSE 2006-10-24 10 Mary's… Taylo… <NA> FALSE NA
#> # … with 184 more rows, 20 more variables: single_release <date>,
#> # track_release <date>, danceability <dbl>, energy <dbl>, key <int>,
#> # loudness <dbl>, mode <int>, speechiness <dbl>, acousticness <dbl>,
#> # instrumentalness <dbl>, liveness <dbl>, valence <dbl>, tempo <dbl>,
#> # time_signature <int>, duration_ms <int>, explicit <lgl>, key_name <chr>,
#> # mode_name <chr>, key_mode <chr>, lyrics <list>, and abbreviated variable
#> # names ¹album_release, ²track_number, ³track_name, ⁴featuring, …You can access Taylor’s entire discography with taylor_all_songs. This
includes all of the songs in taylor_album_songs plus EPs, individual
singles, and the original versions of albums that have been re-released
as Taylor’s Version.
taylor_all_songs
#> # A tibble: 274 × 29
#> album_name ep album_re…¹ track…² track…³ artist featu…⁴ bonus…⁵ promotio…⁶
#> <chr> <lgl> <date> <int> <chr> <chr> <chr> <lgl> <date>
#> 1 Taylor Sw… FALSE 2006-10-24 1 Tim Mc… Taylo… <NA> FALSE NA
#> 2 Taylor Sw… FALSE 2006-10-24 2 Pictur… Taylo… <NA> FALSE NA
#> 3 Taylor Sw… FALSE 2006-10-24 3 Teardr… Taylo… <NA> FALSE NA
#> 4 Taylor Sw… FALSE 2006-10-24 4 A Plac… Taylo… <NA> FALSE NA
#> 5 Taylor Sw… FALSE 2006-10-24 5 Cold A… Taylo… <NA> FALSE NA
#> 6 Taylor Sw… FALSE 2006-10-24 6 The Ou… Taylo… <NA> FALSE NA
#> 7 Taylor Sw… FALSE 2006-10-24 7 Tied T… Taylo… <NA> FALSE NA
#> 8 Taylor Sw… FALSE 2006-10-24 8 Stay B… Taylo… <NA> FALSE NA
#> 9 Taylor Sw… FALSE 2006-10-24 9 Should… Taylo… <NA> FALSE NA
#> 10 Taylor Sw… FALSE 2006-10-24 10 Mary's… Taylo… <NA> FALSE NA
#> # … with 264 more rows, 20 more variables: single_release <date>,
#> # track_release <date>, danceability <dbl>, energy <dbl>, key <int>,
#> # loudness <dbl>, mode <int>, speechiness <dbl>, acousticness <dbl>,
#> # instrumentalness <dbl>, liveness <dbl>, valence <dbl>, tempo <dbl>,
#> # time_signature <int>, duration_ms <int>, explicit <lgl>, key_name <chr>,
#> # mode_name <chr>, key_mode <chr>, lyrics <list>, and abbreviated variable
#> # names ¹album_release, ²track_number, ³track_name, ⁴featuring, …Finally, there is a small data set, taylor_albums, summarizing
Taylor’s album release history.
taylor_albums
#> # A tibble: 14 × 5
#> album_name ep album_release metacritic_…¹ user_…²
#> <chr> <lgl> <date> <int> <dbl>
#> 1 Taylor Swift FALSE 2006-10-24 67 9.1
#> 2 The Taylor Swift Holiday Collection TRUE 2007-10-14 NA NA
#> 3 Beautiful Eyes TRUE 2008-07-15 NA NA
#> 4 Fearless FALSE 2008-11-11 73 8.4
#> 5 Speak Now FALSE 2010-10-25 77 8.7
#> 6 Red FALSE 2012-10-22 77 8.6
#> 7 1989 FALSE 2014-10-27 76 8.2
#> 8 reputation FALSE 2017-11-10 71 8.3
#> 9 Lover FALSE 2019-08-23 79 8.4
#> 10 folklore FALSE 2020-07-24 88 9
#> 11 evermore FALSE 2020-12-11 85 8.9
#> 12 Fearless (Taylor's Version) FALSE 2021-04-09 82 8.9
#> 13 Red (Taylor's Version) FALSE 2021-11-12 91 9
#> 14 Midnights FALSE 2022-10-21 85 8.3
#> # … with abbreviated variable names ¹metacritic_score, ²user_scorePlease note that the {taylor} project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.