Code Monkey home page Code Monkey logo

crude-oil-sentiment-analysis's Introduction

Sentiment Analysis in Energy Markets

This project leverages on text data sourced from Twitter in addition to Natural Language Processing packages in R (E.g. qdap and tidytext) to perform basic Sentiment Analysis.

The objective will be to see if applying such methods to Twitter-sourced text data leads to any interesting insights. Future implementations might involve the integration of such findings with an algorithmic trading strategy to take positions based on market sentiment.

Usage

Due to conflicts between the twitteR and qdap packages, the code sections to query data and to analyze it are segregated into separate scripts.

First, git clone to a local folder with

git clone https://github.com/NicholasTanWeiHong/crude-oil-sentiment-analysis.git

Next, run twitter_query.R with custom API Keys - accessible by signing up for an account on Twitter Developers.

Finally, run the code in crude-oil-sentiment-analysis.R to perform Sentiment Analysis on the queried text data.

Alternatively, open crude-oil-sentiment-analysis.md for a report-style RMarkdown document.

crude-oil-sentiment-analysis's People

Contributors

nicholastanweihong avatar

Stargazers

Ken Reitz avatar

Watchers

James Cloos avatar

Forkers

arksss007

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.