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MAST30034 Project 1 README.md

README

Research Goal: Analysis and forecasting of trip duration for High Volume For-hire Services in NYC

Timeline: The timeline for the research area is 02/2019 - 07/2019 Inclusive.

To run the pipeline, please visit the notebooks directory and run the files in order:

  1. download.ipynb: This downloads the raw data into the data/raw directory.
  2. preprocess.ipynb: This notebook details all preprocessing steps and outputs it to the data/curated directory.
  3. analysis.ipynb: This notebook is used to conduct analysis and visualisations on the curated data.
  4. modelling.ipynb: The notebook is used to conduct hyperparameter tuning and run the model.

External Dataset: The external data is downloaded from the Weather Underground (https://www.wunderground.com/history/monthly/us/ny/new-york-city) and stored in data/raw/weather_data directory.