A micro trading tool to predict Magic The Gathering cards prices. 💥
- This project crawls data from different sources and uses machine learning model to predict Magic The Gathering cards price.
- Collected data are cards prices and last major tournaments. Price data are collected from magiccardmarket.eu, and tournament data from mtgtop8.com.
- All data in the application can be accessed through a REST API
This project contains two parts:
- a Django application that contains all the logic.
- a VueJS application to display results.
To start the hole application:
$ ./script/install_app.sh
$ ./script/restart_app.shThe Django application allows the user to:
- view data in a REST API
- manage database and schedule tasks in the Django admin interface (with django-celery-beat plugin)
- manage queues and exchanges in RabbitMQ management interface
- visualize monitoring dashboards about tasks (with Flower, a celery plugin). Picture is below.
This project relies on a research paper "Prediction of Price Increase for Magic: The Gathering Cards", published by Matthew Pawlicki, Joseph Polin and Jesse Zhang, from Stanford University. This paper is available in the doc folder.