Lab 7: Songs
You are welcome to collaborate with one or two classmates on this lab, though it is expected that every student in any such group contribute equally to the lab.
GitHub now requires that you use SSH or a personal access token instead of a password to log in, but you can still use check50
and submit50
! See cs50.ly/github for instructions if you haven’t already!
Write SQL queries to answer questions about a database of songs.
When to Do It
By .
Getting Started
Here’s how to download this lab into your own CS50 IDE. Log into CS50 IDE and then, in a terminal window, execute each of the below.
- Execute
cd
to ensure that you’re in~/
(i.e., your home directory, aka~
). - Execute
wget https://cdn.cs50.net/2020/fall/labs/7/lab7.zip
to download a (compressed) ZIP file with this problem’s distribution. - Execute
unzip lab7.zip
to uncompress that file. - Execute
rm lab7.zip
followed byyes
ory
to delete that ZIP file. - Execute
ls
. You should see a directory calledlab7
, which was inside of that ZIP file. - Execute
cd lab7
to change into that directory. - Execute
ls
. You should see asongs.db
file, and some empty.sql
files as well.
Understanding
Provided to you is a file called songs.db
, a SQLite database that stores data from Spotify about songs and their artists. This dataset contains the top 100 streamed songs on Spotify in 2018. In a terminal window, run sqlite3 songs.db
so that you can begin executing queries on the database.
First, when sqlite3
prompts you to provide a query, type .schema
and press enter. This will output the CREATE TABLE
statements that were used to generate each of the tables in the database. By examining those statements, you can identify the columns present in each table.
Notice that every artist
has an id
and a name
. Notice, too, that every song has a name
, an artist_id
(corresponding to the id
of the artist of the song), as well as values for the danceability, energy, key, loudness, speechiness (presence of spoken words in a track), valence, tempo, and duration of the song (measured in milliseconds).
The challenge ahead of you is to write SQL queries to answer a variety of different questions by selecting data from one or more of these tables.
Implementation Details
For each of the following problems, you should write a single SQL query that outputs the results specified by each problem. Your response must take the form of a single SQL query, though you may nest other queries inside of your query. You should not assume anything about the id
s of any particular songs or artists: your queries should be accurate even if the id
of any particular song or person were different. Finally, each query should return only the data necessary to answer the question: if the problem only asks you to output the names of songs, for example, then your query should not also output each song’s tempo.
- In
1.sql
, write a SQL query to list the names of all songs in the database.- Your query should output a table with a single column for the name of each song.
- In
2.sql
, write a SQL query to list the names of all songs in increasing order of tempo.- Your query should output a table with a single column for the name of each song.
- In
3.sql
, write a SQL query to list the names of the top 5 longest songs, in descending order of length.- Your query should output a table with a single column for the name of each song.
- In
4.sql
, write a SQL query that lists the names of any songs that have danceability, energy, and valence greater than 0.75.- Your query should output a table with a single column for the name of each song.
- In
5.sql
, write a SQL query that returns the average energy of all the songs.- Your query should output a table with a single column and a single row containing the average energy.
- In
6.sql
, write a SQL query that lists the names of songs that are by Post Malone.- Your query should output a table with a single column for the name of each song.
- You should not make any assumptions about what Post Malone’s
artist_id
is.
- In
7.sql
, write a SQL query that returns the average energy of songs that are by Drake.- Your query should output a table with a single column and a single row containing the average energy.
- You should not make any assumptions about what Drake’s
artist_id
is.
- In
8.sql
, write a SQL query that lists the names of the songs that feature other artists.- Songs that feature other artists will include “feat.” in the name of the song.
- Your query should output a table with a single column for the name of each song.
Walkthrough
Hints
- See this SQL keywords reference for some SQL syntax that may be helpful!
Not sure how to solve?
Testing
Execute the below to evaluate the correctness of your code using check50
.
check50 cs50/labs/2021/x/songs
How to Submit
Execute the below to submit your work.
submit50 cs50/labs/2021/x/songs
Acknowledgements
Dataset from Kaggle.