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ML Final Project

Contributors: Michael Dunlap, Cole Whittington, Lucas Rayder, Isaac Tabor, and Seth Spire


Data Overview

The raw data for this project is sourced from NASA EarthData: ORNL Cloud Arctic Treeline Dendrometry Env

Note: The raw data size exceeds 3 GB. Downloading and running this locally may be challenging depending on your hardware.

Processed Data:

  • File Name: categorical_data.csv
  • Location: Final App folder

Project Structure & Code

The repository is organized as follows:

  • Data Engineering:
    • Data_Engineering.R (Main Repo)
    • adding_cats.ipynb (Main Repo)
  • Application Source:
    • Located in the Final App folder.
  • Combined.ipynb:
    • Located in the Final App folder
    • Is a combination of all of our code, separate from the app

Workflow

To replicate our process, execute the files in the following order:

  1. Data Engineering.R
  2. Adding Cats.ipynb
  3. Final_App Source Code

Live Application

The final published application is hosted on Posit Cloud. You can view it here:

View Final App

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