Giter Club home page Giter Club logo

datacovvac's Introduction

Vaccine-critical and news media URLs

DOI

In this repository we provide dataset used and produced in:

Assessing the influence of French vaccine critics during the two first years of the COVID-19 pandemic Faccin, Gargiulo, Atlani-Duault and Ward PLOS ONE, 17(8) p.1-19 (2022).

The cited article contains a detailed description of the datasets' construction processes. If you use this in your project, please add a reference to the above article.

You may refere to this dataset as:

maurofaccin/DataCovVac Mauro Faccin Zenodo, (2023)

Datasets

Tweet IDs

The file data/tids.XX.txt.gz contains the list of tweets and retweets IDs used in the above publication, splitted in chunks of 2M IDs.

Vaccine-critical and News media URLs

The dataset contains 382 French websites and blogs that contains vaccine-critical postures (some of those URLs may not be working anymore), and 383 French websites of news media.

The dataset is saved in ./data/urls.json in the following format:

{
  "vaccine-critical: [...]",
  "news-media": [...]
}

Twitter APIs keywords

This dataset includes all the keywords used to extract tweets from Twitter using its streaming and search APIs. The dataset ./data/keywords.json is divided into three sets that corresponds to the three tweet datasets (DataVac, DataCov, DataHC) mentioned in the paper above.

The dataset format is as follows:

{
    "DataVac": [...],
    "DataCov": [...],
    "DataHC": [...]
}

Codes

In the covvac-code folder we provide a number of python scripts that extract the data needed to plot. The code requires that the tweets (once hydrated) will be separated in daily chunks of:

YYYY-MM-DD-tweets.csv.gz
YYYY-MM-DD-retweets.csv.gz
YYYY-MM-DD-users.csv.gz

Users may be repeated on different days.

WARNING: script are provided as is, and they require user intervention in order to update paths and possibly other data.

Plotting

In the covvac-plots folder one can find the python script used to reproduce the plots of the above paper.

datacovvac's People

Contributors

maurofaccin avatar

Stargazers

Léo Mignot avatar

Watchers

 avatar

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.