以下为卖家选择提供的数据验证报告:
数据描述
Predicting Artists Success
A dataset for music analysis
About this dataset
The fileSpotify_Music_Popular_10k.csv contains data on popular Spotify songs and artists, as well as information on artist followers and song genres. This data can be used to predict artist s success and song popularity
How to use the dataset
This dataset can be used to predict an artist's success on Spotify. The data includes features such as the artist's name, genre, popularity, number of followers, and release history. The data can be used to understand the popularity of different genres of music, as well as to predict an artist's success on Spotify
Research Ideas
- Predict the popularity of future Spotify releases.
- Identify new and upcoming artists likely to achieve commercial success.
- Understand the popularity of different genres of music on Spotify
Columns
File: 0000.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0001.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0002.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0003.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0004.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0005.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0006.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0007.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0008.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0009.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0010.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0011.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0012.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0013.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0014.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: 0015.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: data_w_spotify.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
genres | The genres of music the artist is associated with. (String) |
popularity | The popularity of the artist on Spotify. (Integer) |
followers | The number of followers the artist has on Spotify. (Integer) |
File: final.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
File: charts.csv
Column name | Description |
---|---|
date | The date of the song's release. (Date) |
rank | The song's rank on the Spotify charts. (Numeric) |
artist | The name of the artist. (String) |
last-week | The song's rank on the Spotify charts last week. (Numeric) |
peak-rank | The song's highest rank on the Spotify charts. (Numeric) |
weeks-on-board | The number of weeks the song has been on the Spotify charts. (Numeric) |
File: feature_corel.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
genres | The genres of music the artist is associated with. (String) |
popularity | The popularity of the artist on Spotify. (Integer) |
followers | The number of followers the artist has on Spotify. (Integer) |
File: feature_corel_100.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
genres | The genres of music the artist is associated with. (String) |
popularity | The popularity of the artist on Spotify. (Integer) |
followers | The number of followers the artist has on Spotify. (Integer) |
histogram | A histogram of the artist's popularity over time. (Array) |
num_release | The number of releases the artist has. (Integer) |
first_release | The date of the artist's first release. (String) |
last_release | The date of the artist's most recent release. (String) |
network_rank | The artist's rank in the network. (Integer) |
in_edges | The number of in-edges the artist has. (Integer) |
out_edges | The number of out-edges the artist has. (Integer) |
pop_mean | The mean popularity of the artist's songs. (Float) |
pop_std | The standard deviation of the artist's song popularity. (Float) |
pop_var | The variance of the artist's song popularity. (Float) |
pop_max | The maximum popularity of the artist's songs. (Integer) |
fol_mean | The mean number of followers of the artist's songs. (Float) |
fol_std | The standard deviation of the number of followers of the artist's songs. (Float) |
fol_var | The variance of the number of followers of the artist's songs. (Float) |
fol_max | The maximum number of followers of the artist's songs. (Integer) |
rel_mean | The mean number of releases of the artist's songs. (Float) |
rel_std | The standard deviation of the number of releases of the artist's songs. (Float) |
rel_var | The variance of the number of releases of the artist's songs. (Float) |
rel_max | The maximum number of releases of the artist's songs. (Integer) |
File: edges_100.csv
Column name | Description |
---|---|
date | The date of the song's release. (Date) |
name_1 | The name of the first artist. (String) |
name_2 | The name of the second artist. (String) |
File: nodes_100.csv
Column name | Description |
---|---|
name | The name of the artist. (String) |
isdone | Whether or not the artist is done with their career. (Boolean) |
genres | The genres of music the artist is associated with. (String) |
popularity | The popularity of the artist on Spotify. (Integer) |
followers | The number of followers the artist has on Spotify. (Integer) |
histogram | A histogram of the artist's popularity over time. (Array) |
num_release | The number of releases the artist has. (Integer) |
first_release | The date of the artist's first release. (String) |
last_release | The date of the artist's most recent release. (String) |
File: release_100.csv
Column name | Description |
---|---|
artist | The name of the artist. (String) |
song_name | The name of the song. (String) |
release_date | The date the song was released. (Date) |
File: release_20.csv
Column name | Description |
---|---|
artist | The name of the artist. (String) |
song_name | The name of the song. (String) |
release_date | The date the song was released. (Date) |
