TYLER, THE CREATOR
In this project, we analyze the work of Tyler, the Creator—one of the most vibrant and distinctive performers in the contemporary hip-hop scene. For the study, we utilized a dataset from Kaggle, the Tyler, the Creator Dataset, which contains information on the musical characteristics and popularity of his tracks.
Tyler, the Creator is more than just a musician; he is an innovator and experimenter whose ideas transcend traditional genres and styles. His work is a unique fusion of hip-hop, alternative, R&B, and even punk, and each new project generates massive resonance within the music industry. His journey—from an ordinary guy working in a coffee shop to one of modern times' most influential artists—serves as inspiration not only for young musicians but also for established artists. It is important to surround ourselves with such examples to realize that success can be achieved even in the most challenging situations.
The interest in data analysis is driven not only by the performer’s unique style but also by his impact on modern music culture. Examining Tyler’s work through the dataset will allow us to identify patterns in his musical evolution and the dynamics of his popularity.
Project Stages
Data for analysis were gathered from an extensive dataset containing Tyler, the Creator’s streaming statistics, extracted from Spotify. This dataset provides detailed information about his discography—from the debut album Bastard to the penultimate release Chromakopia—as well as details on song characteristics and popularity metrics.
The project examines several key aspects:
— Percentage of albums and singles in the artist’s work—a pie chart illustrating the proportion of albums versus singles in the overall discography.
— Tyler, the Creator’s popularity over the years—a line graph allowing tracking of shifts in interest in the artist’s music across different periods.
— The average popularity of Tyler, the Creator’s albums—a bar chart demonstrating the comparative popularity level of each album.
— Energy vs. Danceability of Tyler, the Creator’s tracks—a scatter plot visualizing the relationship between the tracks' energy level and their danceability.
— Correlations between Tyler, the Creator’s track characteristics—a heatmap showing the relationship between various musical parameters of the songs.
During my work, I utilized ChatGPT for assistance in writing and simplifying parts of the code, as well as for data visualization consultations.
Project Styling
To establish the visual identity of the project, a color palette was chosen based on the covers of Tyler, the Creator’s popular albums. One key color was selected from each album to reflect its aesthetic. Shades from the artist’s covers were identified using Adobe Color. The foundation of the palette comprised four of Tyler’s most popular albums, with one or two colors selected from each cover. Subsequently, all shades were integrated into a unified set used throughout the entire project. The visual style of the palette was refined and adapted to match the aesthetic of the artist’s album, «Call Me If You Get Lost.»
Arial Black was chosen for the text and graph labels, referencing the design of one of «Flower Boy’s» earliest and most popular albums, which lends the project a highly legible visual style for the musician’s fans.
Percentage of albums and singles in the artist’s catalog
First, I decided to examine the ratio of albums to singles in Tyler, the Creator’s discography. I found it logical to represent this as a percentage to visually demonstrate the balance between major projects and individual tracks.
Albums make up the largest percentage. Interestingly, while he has the most studio albums, instrumental and collaborative projects account for the same percentage, underscoring the diversity of formats in his discography.
№ 2 Tyler, the Creator’s Popularity by Year
I decided to track the popularity of Tyler, the Creator year by year to see the dynamic of his relevance throughout his career.
The artist’s popularity rose significantly in 2017 upon the release of the album Flower Boy. However, in 2018, following the album’s success, her popularity dropped almost back to her usual level. Her career peak came in 2024.
№ 3 Average popularity of Tyler, the Creator albums
After studying the annual trend of Tyler, the Creator’s popularity, I decided the next step was to analyze the popularity of his individual albums. This allowed me to understand which records had the greatest impact on the audience and how the success of each release correlates with the artist’s overall popularity.
No. 4 Energy vs. Grooviness in Tyler, the Creator’s Tracks
The chart correlates the energy and danceability metrics of the compositions across different years. Each dot represents an individual track, and the color indicates the release year.
Most of the artist’s tracks fall into the mid-range, suggesting a balance between energy and danceability. However, it can be observed that the range of characteristics expanded across different years, demonstrating Tyler’s drive for experimentation.
№ 5 Correlations between the characteristics of Tyler, the Creator’s tracks