Git Product home page Git Product logo

analyzing-covid-19-s-effect-on-the-stock-market-using-twitter-api-and-nlp's Introduction

Description

In this project, I utilize Twitter API to identify if a casual relationship exists between COVID-19 and movements in the stock market. The goal of the analysis was to show how Natural Language Processing and Text Analysis could be used to study the effects of COVID on stock market price action.

The analysis begins by providing an overview of NLP and then proposes a theory for why NLP can be used in financial markets.

Data is collected from Twitter that can be categorized as COVID related. Text analysis is performed on this data. Stock data was collected over a period preceding the spread of COVID (Nov. 2019) as well as a period after the first COVID case was announced (Dec. 2019) for each stock in the S&P 500. End of Day data was used. Metrics and a benchmark was selected to compare the pre and post COVID periods effect on market activity.

Methods were created to randomly select tweets and stock trading activity on the day of the tweet and make a comparison to that stock's benchmark trading activity.

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.