Analyze Spotify Data in R via JDBC
Access Spotify data with pure R script and standard SQL on any machine where R and Java can be installed. You can use the CData JDBC Driver for Spotify and the RJDBC package to work with remote Spotify data in R. By using the CData Driver, you are leveraging a driver written for industry-proven standards to access your data in the popular, open-source R language. This article shows how to use the driver to execute SQL queries to Spotify and visualize Spotify data by calling standard R functions.
Install R
You can match the driver's performance gains from multi-threading and managed code by running the multithreaded Microsoft R Open or by running open R linked with the BLAS/LAPACK libraries. This article uses Microsoft R Open 3.2.3, which is preconfigured to install packages from the Jan. 1, 2016 snapshot of the CRAN repository. This snapshot ensures reproducibility.
Load the RJDBC Package
To use the driver, download the RJDBC package. After installing the RJDBC package, the following line loads the package:
library(RJDBC)
Connect to Spotify as a JDBC Data Source
You will need the following information to connect to Spotify as a JDBC data source:
- Driver Class: Set this to cdata.jdbc.api.APIDriver
- Classpath: Set this to the location of the driver JAR. By default this is the lib subfolder of the installation folder.
The DBI functions, such as dbConnect and dbSendQuery, provide a unified interface for writing data access code in R. Use the following line to initialize a DBI driver that can make JDBC requests to the CData JDBC Driver for Spotify:
driver <- JDBC(driverClass = "cdata.jdbc.api.APIDriver", classPath = "MyInstallationDir\lib\cdata.jdbc.api.jar", identifier.quote = "'")
You can now use DBI functions to connect to Spotify and execute SQL queries. Initialize the JDBC connection with the dbConnect function.
Using OAuth Authentication
Spotify uses OAuth 2.0 for authentication. You will need to create an application in the Spotify Developer Dashboard to obtain your client credentials.
Setting Up Your Spotify Application
- Visit the Spotify Developer Dashboard.
- Log in with your Spotify account and click Create app.
- Provide an app name, description, and set a Redirect URI (e.g.,
http://localhost:33333
for desktop applications). - Copy your Client ID and Client Secret from the app settings.
Connection Properties
After setting the following connection properties, you are ready to connect:
- AuthScheme: Set this to OAuth.
- InitiateOAuth: Set this to GETANDREFRESH. You can use InitiateOAuth to manage the process to obtain the OAuthAccessToken.
- OAuthClientId: Set this to your Spotify application's Client ID.
- OAuthClientSecret: Set this to your Spotify application's Client Secret.
- Scope: Set this to the required OAuth scopes (space-separated). The default includes all read scopes needed for the tables in this profile.
- CallbackURL: Set this to the Redirect URI configured in your Spotify application (e.g., http://localhost:33333).
Example Connection String
Profile=C:\profiles\Spotify.apip;AuthScheme=OAuth;InitiateOAuth=GETANDREFRESH;OAuthClientId=your_client_id;OAuthClientSecret=your_client_secret;CallbackURL=http://localhost:33333;
Available OAuth Scopes
- user-read-private: Read access to user's subscription details and explicit content settings.
- user-read-email: Read access to user's email address.
- user-library-read: Read access to a user's saved tracks, albums, episodes, shows, and audiobooks.
- playlist-read-private: Read access to user's private playlists.
- playlist-read-collaborative: Read access to collaborative playlists the user follows.
- user-follow-read: Read access to the list of artists the current user follows.
- user-read-playback-state: Read access to a user's player state (device, current track, progress).
- user-read-currently-playing: Read access to a user's currently playing content.
- user-read-playback-history: Read access to a user's recently played tracks.
- user-top-read: Read access to a user's top artists and tracks.
Built-in Connection String Designer
For assistance in constructing the JDBC URL, use the connection string designer built into the Spotify JDBC Driver. Either double-click the JAR file or execute the jar file from the command-line.
java -jar cdata.jdbc.api.jar
Fill in the connection properties and copy the connection string to the clipboard.
Below is a sample dbConnect call, including a typical JDBC connection string:
conn <- dbConnect(driver,"jdbc:api:Profile=C:\profiles\Spotify.apip;AuthScheme=OAuth;InitiateOAuth=GETANDREFRESH;OAuthClientId=your_client_id;OAuthClientSecret=your_client_secret;CallbackURL=http://localhost:33333;")
Schema Discovery
The driver models Spotify APIs as relational tables, views, and stored procedures. Use the following line to retrieve the list of tables:
dbListTables(conn)
Execute SQL Queries
You can use the dbGetQuery function to execute any SQL query supported by the Spotify API:
albums <- dbGetQuery(conn,"SELECT , FROM Albums WHERE Id = '4aawyAB9vmqN3uQ7FjRGTy'")
You can view the results in a data viewer window with the following command:
View(albums)
Plot Spotify Data
You can now analyze Spotify data with any of the data visualization packages available in the CRAN repository. You can create simple bar plots with the built-in bar plot function:
par(las=2,ps=10,mar=c(5,15,4,2)) barplot(albums$, main="Spotify Albums", names.arg = albums$, horiz=TRUE)