Giter Site home page Giter Site logo

juan-vocabulary-based-method-for-quantify-controversy's Introduction

Vocabulary-based-Method-for-Quantify-Controversy

Python and R code to identify automatically controversy on Twitter through text

Requirements

  • R version 3.6.0

  • R libraries

    • igraph
    • rtweet
    • tidyverse
    • readr
    • rgexf
  • Python 3

  • Python libraries

    • networkx
    • numpy
    • scipy

    Usage

  • File "crear_grafo.R" download data by a hashtag or key word, creates the retweet graph and save enviroment

  • Bash file "calcular" recieves as parameter the name of the saved enviroment and do the following steps:

    • Create training and test files for Fasttext
    • Train the NLP model
    • Predict tags
    • Measure controversy

-It is important to give permission to create files inside the folder and to give execution permission to file calcular if you want to use it

  • Example: ./calcular bigil

    Datasets

Tweet's ids used in the paper are in dataset folder grouped by discussion. New datasets collected by crear_grafo.R will store in same folder.

In file datasets/Discussion descriptions.pdf there are detail descriptions about each discussion

juan-vocabulary-based-method-for-quantify-controversy's People

Contributors

maor63 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.