kaylaipp / spotifyr

R wrapper for Spotify's Web API

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spotifyr

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Overview

spotifyr is a wrapper for pulling track audio features and other information from Spotify's Web API in bulk. By automatically batching API requests, it allows you to enter an artist's name and retrieve their entire discography in seconds, along with Spotify's audio features and track/album popularity metrics. You can also pull song and playlist information for a given Spotify User (including yourself!).

Installation

Stable version 1.0.0 on CRAN

install.packages('spotifyr')

Development version

devtools::install_github('charlie86/spotifyr')

Authenication

You'll have to set up a Dev account with Spotify to access their Web API here. This will give you your Client ID and Client Secret. Once you have those, you can pull your access token into R with get_spotify_access_token.

The easiest way to authenticate is to set your credentials to the System Environment variables SPOTIFY_CLIENT_ID and SPOTIFY_CLIENT_SECRET. The default arguments to get_spotify_access_token (and all other functions in this package) will refer to those. Alternatively, you can set them manually and make sure to explicitly refer to your access token in each subsequent function call.

Sys.setenv(SPOTIFY_CLIENT_ID = 'xxxxxxxxxxxxxxxxxxxxx')
Sys.setenv(SPOTIFY_CLIENT_SECRET = 'xxxxxxxxxxxxxxxxxxxxx')

access_token <- get_spotify_access_token()

Usage

What was The Beatles' favorite key?

library(spotifyr)
beatles <- get_artist_audio_features('the beatles')

library(tidyverse)
count(beatles, key_mode, sort = T)
#> # A tibble: 22 x 2
#>    key_mode     n
#>    <chr>    <int>
#>  1 C major     46
#>  2 D major     41
#>  3 G major     39
#>  4 A major     36
#>  5 E major     21
#>  6 F major     18
#>  7 A minor     10
#>  8 B minor     10
#>  9 E minor     10
#> 10 C# minor     9
#> # ... with 12 more rows

What's the most joyful Joy Division song?

My favorite audio feature has to be "valence," a measure of musical positivity.

joy <- get_artist_audio_features('joy division')

joy %>% 
 arrange(-valence) %>% 
 select(track_name, valence) %>% 
 head(10)
#> # A tibble: 10 x 2
#>    track_name                                    valence
#>    <chr>                                           <dbl>
#>  1 These Days                                      0.949
#>  2 Passover - 2007 Remastered Version              0.941
#>  3 Colony - 2007 Remastered Version                0.808
#>  4 Atrocity Exhibition - 2007 Remastered Version   0.787
#>  5 Wilderness                                      0.775
#>  6 Twenty Four Hours                               0.773
#>  7 A Means To An End - 2007 Remastered Version     0.752
#>  8 Interzone - 2007 Remastered Version             0.746
#>  9 She's Lost Control - 2007 Remastered Version    0.743
#> 10 Disorder - 2007 Remastered Version              0.740

Now if only there was some way to plot joy...

Joyplot of the emotional rollercoasters that are Joy Division's albums

library(ggjoy)
#> Loading required package: ggridges
#> The ggjoy package has been deprecated. Please switch over to the
#> ggridges package, which provides the same functionality. Porting
#> guidelines can be found here:
#> https://github.com/clauswilke/ggjoy/blob/master/README.md

ggplot(joy, aes(x = valence, y = album_name)) + 
  geom_joy() + 
  theme_joy() +
  ggtitle("Joyplot of Joy Division's joy distributions", subtitle = paste0("Based on valence pulled from Spotify's Web API with spotifyr"))
#> Picking joint bandwidth of 0.112

Sentify: A Shiny app

This app, powered by spotifyr, allows you to visualize the energy and valence (musical positivity) of all of Spotify's artists and playlists.

Dope stuff other people have done with spotifyr

The coolest thing about making this package has definitely been seeing all the awesome stuff other people have done with it. Here are a few examples:

Sentiment analysis of musical taste: a cross-European comparison - Paul Elvers

Blue Christmas: A data-driven search for the most depressing Christmas song - Caitlin Hudon

KendRick LamaR - David K. Laing

Vilken är Kents mest deprimerande låt? (What is Kent's most depressing song?) - Filip Wästberg

Чёрное зеркало Arcade Fire (Black Mirror Arcade Fire) - TheSociety

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R wrapper for Spotify's Web API

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