aaronwangj / spotif-why

Given the many song features provided by Spotify and the wide selection of songs on Spotify, we were curious if a song’s popularity could be predicted based on its features.

Final Project

This is the final project's master repo! Please use the following shortcut links to access the different components of the project.

Data Deliverable

• Data Spec

  Data spec

• Reports

  • Tech Report
  • Socio-historical Context and Impact Report

Analysis Deliverable

• Reports

  Tech Report

• Visualizations

  Visualizations

• Correlation Heatmap

• Scatter Plot: Linear Regression

• Smoothed Scatter Plots: Linear Regression

Final Deliverable

• Poster

  Poster

• Abstract

  Abstract

• Presentation

  Presentation

• Code

  Code

• Linear Regression

• Support Vector regression (SVR)

• Neural Net

• Visualizations

  Visualizations

• Correlation Heatmap

• Scatter Plot: Linear Regression

• Smoothed Scatter Plots: Linear Regression

• Scatter Plots Hexbin: Linear Regression

• Smoothed Scatter Plots: Neural Net

• Scatter Plots Hexbin: Neural Net

• Residuals: Linear Regression

• Residuals: Neural Net