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Repo for the MIDS w210 Synthetic Capstone Group Project

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jcweaver/broadband-capstone

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Predicting the Impact of Broadband Access

Project Motivation

Our lives are governed by how connected we are to others, and during the pandemic, it became abundantly clear that fast internet access is an integral part of that. But more than a third of the country lacks access to broadband, and accessibility is often split down demographic lines. The Infrastructure Act has set aside billions to improve broadband infrastructure and affordability, but states need help figuring out how to use the money and how to later evaluate the impact - Where should you invest in order to have the most impact?

We are working with the California Broadband Council to help answer that question. Our tool allows users to adjust broadband metrics in a region to see how they impact various socio-economic metrics. For example, it could predict that a 10 MBPs increase in broadband speed within a region would result in a 2% increase in employment rate or an increase of around 20 more people employed if in a region sized 1000. Using our tool, government agencies will have visibility into how to prioritize their funding, and help those most in need.

GitHub Repo Structure

This repo is structured in four sections:

  • Website Code: HTML and template website code
  • Notebooks: EDA, Data Cleaning, and Modeling Notebooks
  • Models: Pickle files of models
  • Data: Source data files, intermediary datasets, final dataset

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Repo for the MIDS w210 Synthetic Capstone Group Project

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