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Deerhacks NBA prediction

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Introduction

This is our submission for Deerhacks 2022. It is a python based application to predict who would win the next NBA game.

Technologies

  • Flask
  • Selenium
  • Scikit Learn
  • Numpy
  • React

Tools

  • Visual Studio Code
  • Jupyter Notebook
  • Terminal
  • Git and GitHub

Webscraping

The project used Python Selenium to gather reference data from basketball-reference.com. Using XPath to identify HTML elements in tables based off their relative position to the names of the playoffs team, automation was used to gather the League stats for years 1990-2019. The script then pulled the text content from each HTML element, which would be the raw data the ML model would need, and wrote it into an easy to read CSV.

Contributers

๐Ÿ‘ค Manik Rana

  • Jeremy Scraped the web
  • Arhum Build ML model and flask backend
  • Manik Developed frontend
  • James Developed frontend

deerhacks-web-scraping's People

Contributors

maniktherana avatar canadiak avatar arhumahmad avatar

Stargazers

Xabier Rey Barreiro avatar  avatar

Watchers

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