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An interactive predictive model for gini indices built during the 2023 Calgary Hacks hackathon.

Home Page: https://devpost.com/software/ginius

TypeScript 12.96% HTML 0.37% Jupyter Notebook 85.48% Python 1.18%

ginius's Introduction

ginius: an interactive predictive model for gini indices

The goal of ginius was to find a way to portray data from the World Bank catalog in a fun and interactive way.

Learn more on the devpost page!

Screenshot 2023-02-19 at 8 11 59 AM

To run it locally

  1. Start the back-end
  • cd ml-backend
  • python3 ml_model_api.py
  1. Start the front-end
  • cd frontend
  • npm i
  • npm start

Features

  • Scale attributes to see effect of education attainment on wealth inequality
  • Select from a list of countries (Canada, Australia, The Netherlands)
  • Choice between two regression machine learning models (Random Forest Regressor / Support Vector Regressor)

Tech stack

Front-end

  • React
  • TypeScript
  • Chakra-UI
  • Recharts

Back-end

  • Flask
  • Sci-kit learn
  • GraphQL ๐Ÿชฆ

Supporting Libraries

  • Pandas
  • Numpy
  • Matplotlib

Authors

[1] Education Statistics
[2] Poverty and Equity Database

ginius's People

Contributors

keithradford avatar kalebchisholm avatar mattbardal avatar sean-jamieson avatar

Watchers

 avatar

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