ADS_project

Understand New York Tourist mobility and Hotspot Taxi Demand prediction

Cluster new york taxi zone based on normalized taxi pickup and dropoff in each region. Run regression models to predict next hour taxi demand at a given taxi zone.

Folder Organization

data

cleaned data

• contain processed data output by taxi_processing.ipynb to be used in model.ipynb

data_scripts

• contain data processing, visualization， model training and selection code.

raw_data

• contain taxi zone shape files. New York Weather data from 2017 to 2018. Taxi trip data is too large to be included. is can be downloaded at https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page

docs

Contain Project Report