Song Analysis Final Project

This is analysis of whether it is possible to predict how well a song will perform on the billboard charts based on its lyrics.

all_songs_data.csv

This is the original csv from the kaggle dataset found at https://www.kaggle.com/datasets/brianblakely/top-100-songs-and-lyrics-from-1959-to-2019

finalReport.pdf

This is the final report of our findings from the project

finalSet.csv

This is the cleaned up set with the feature engineered variables. This was the dataset that was used for the project

stopwords.txt

This is a list of stopwords for the model not to consider when calculating shap values.

projectWorkbook.ipynb

This is the jupyter notebook that was used for the project. It includes all the code used for data cleaning/engineering, exploratory data analysis, and all models that were fit.