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Spot-the-Future

Table of Contents:

code

  • Data_Collector.ipynb --> contains code for collecting song data and writing csv files using Spotify API
  • Line_Graph.ipynb --> contains code for plotting line graph of song features
  • Predictor.ipynb --> contains code for predicting most popular song and creating comparison plot
  • Song_Visualization.R --> contains code for creating Shiny app with wordcloud and k-means cluster plot
  • Time_Segmented_Graph.ipynb --> contains code for creating interactive scatterplot of features
  • demo_Data_Collector.ipynb --> contains demo code of Data_Collector.ipynb for presentation

data

cleandata

  • top_songs_2012.csv --> data of Billboard's top 100 songs of 2012 and their features
  • top_songs_2013.csv --> data of Billboard's top 100 songs of 2013 and their features
  • top_songs_2014.csv --> data of Billboard's top 100 songs of 2014 and their features
  • top_songs_2015.csv --> data of Billboard's top 100 songs of 2015 and their features
  • top_songs_2016.csv --> data of Billboard's top 100 songs of 2016 and their features
  • top_songs_2017.csv --> data of Billboard's top 100 songs of 2017 so far and their features

rawdata

  • billboard_top_100 - 2012.csv --> song, artist, and Spotify ID of Billboard's top 100 songs of 2012
  • billboard_top_100 - 2013.csv --> song, artist, and Spotify ID of Billboard's top 100 songs of 2013
  • billboard_top_100 - 2014.csv --> song, artist, and Spotify ID of Billboard's top 100 songs of 2014
  • billboard_top_100 - 2015.csv --> song, artist, and Spotify ID of Billboard's top 100 songs of 2015
  • billboard_top_100 - 2016.csv --> song, artist, and Spotify ID of Billboard's top 100 songs of 2016
  • billboard_top_100 - 2017.csv --> song, artist, and Spotify ID of Billboard's top 100 songs of 2017
  • demo.csv --> song, artist, and Spotify ID of demo songs for presentation

report

  • Final_Report.pdf --> finalized report for project
  • Milestone_1.docx --> report for Project Milestone 1
  • Milestone_2.pdf --> report for Project Milestone 2
  • Milestone_3.pdf --> report for Project Milestone 3
  • Presentation.pdf --> slides for class presentation

Link to Visualizations on Shiny App:

Link to Visualizations on Tableau Public:

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