LimitedHype / DS4400-Project

Using historical MBTA transit data, we demonstrate that machine learning models can accurately and effectively improve the wait time estimation for public transit systems.

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DS4400-Project

Recompute datasets (optional)

mkdir datasets
cd datasets
# download datasets from https://drive.google.com/drive/folders/1XFQqWuOAkiDSIUuU3IVS0DPfzgqwH1f5?usp=sharing
cd ../dataframe
python3 save.py
python3 convert_to_features.py
python3 save_weather.py

Install Conda env

conda env create -f environment.yml
conda activate machine-learning

Run code

jupyter notebook src

About

Using historical MBTA transit data, we demonstrate that machine learning models can accurately and effectively improve the wait time estimation for public transit systems.


Languages

Language:Jupyter Notebook 99.6%Language:Python 0.4%