Code Monkey home page Code Monkey logo

gfx's Introduction

#GFX

Global Events and FOREX Analysis Platform

GDELT + FOREX

===================

Documentation is a work in progress

Table of Contents

  1. Introduction
  2. Data Pipeline
  3. Application Layer

1. Introduction

How do geopolitical events affect currency markets?

FOREX is driven by macroeconomics and geopolitics. Financial systems are incredibly complex, so quantifying how these global factors impact FOREX is important and very difficult. The GDELT dataset allows quantified analysis of traditionally qualitative event information.

2. Data Pipeline

The data pipeline is quite straightforward. Historical GDELT and FOREX data is pulled into the namenode for cleaning and import into HDFS. GDELT updates are logged once a day (with yesterday's events) so a cron job runs to download the data and push it to HDFS to update the master dataset (and then use Hive for running mapreduce jobs to generate aggregate queries/views for MySQL and Postgres.

For realtime FOREX data, I am using Python and Fluentd to log the latest FOREX pairs' currency rates from Yahoo finance into a JSON format to store in HDFS.

Instructions:

  • Edit gdscr.sh and gdscrape.py in GDELT (set paths that you want)
  • Load data with gdscr.sh (schedule it in crontab every day).
  • Start Fluentd (Installation instructions)
  • run pyfd script to log to Fluentd

3. Application Layer

Instructions:

  • Install algogd (sudo pip install algogd)
  • Create mysql.conf file in GFX_flask directory
  • Deploy cmtest.py

gfx's People

Contributors

nkarnik avatar

Watchers

James Cloos avatar Adam Ezekiel 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.