Code Monkey home page Code Monkey logo

dj-social-network's Introduction

DJ-Social-Network

This repository is designed to share the dataset used in my project/academic paper - The Charted DJ Network of Resident Advisor: Detecting Collaborative Connections & Measuring Popularity in EDM DJ Communities

Abstract: Collected & visualised the temporal & social development of the intra-chartings of DJs on RA. Using social network analysis, graph theory, & modularity algorithms, we found 7 discrete communities of DJs (N=7,888) formed on the basis of 54,360 edges or chartings over 9 years. Further research, revealed these networks to be strongly rooted in shared geography, musical style, collaborative connections, & label affiliation. The most influential DJs – measured using eigenvector-centrality – tended to also be music producers. Popularity in each community was measured as an aggregation of ‘likes’ on RA. The most collaborative & reciprocal group of DJs – partitioned on mutual edges then k-core percolated to its minimum – shares more likes on RA than the 7 algorithmically detected ones do.

All research was completed in Spring 2016 at the Oxford Internet Institute, University of Oxford, England, UK as course work towards M.Sc. in Computational Social Science. The data itself originates from ResidentAdvisor.net. The technology used to access/scrape the site was Import.io software. The visualization and analysis were performed using Gephi. The full dataset contains 11.333 DJs as nodes and 93.515 chartings as edges.

Included files:

  1. 3x .PNGs showcasing visualization in Gephi
  2. Dataset in .gephi
  3. Final submitted paper/analysis

N.B. The original csv/graphml files uploaded into Gephi are not provided here but are available on request.

dj-social-network's People

Contributors

eliracho37 avatar

Watchers

 avatar  avatar

Forkers

eliduarte37

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.