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tip_prediction_and_gps_noise_modeling_on_nyc_taxi_dataset's Introduction

Tip Prediction and GPS Noise Modeling on NYC Taxi Dataset

Group ID: 201612-11

Group: Transportation

UNI: yt2558, cq2192

Contents

Our codebase can be divided into two categories: One for preliminary analysis (R/, EDA/, and sql/ directories), and the other for production analysis (SPARK/ directory).

  • sql/ : sql files for adding new tables in Postgre SQL database. (you need to first prepare Postgre SQL database of toddwschneider/nyc-taxi-data).
  • R/ : R scripts for preliminary analysis. Assume scripts under sql/ are executed.
  • EDA/ : Figures and graphs of preliminary analysis (exploratory data analysis). You can query this repository by the filenames for how each file was generated.
  • SPARK/ : Python scripts for executing spark (by spark-submit or PySpark).

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