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city_datascience_miniproject's Introduction

Is number of residential units a good predictor of volumn of citibike trips?

Dataset:

Jan and August 2015 Citibike data; MapPluto of Manhattan and Brooklyn

Results:

Manhattan
units_biketrips_linefit_mn

Brooklyn
units_biketrips_polyfit_bkl.png

Is there an optimal city size for reducing carbon emissions?

Dataset:

2002 total carbon emission (unit: million tons) and population by county from ASU Vulcan Project; geographic relationship file between CBSA (used to identify cities) and county

Results:

All Cities
emission_population.png Metropolitan
emission_population_metro.png

NYC Citibike Stations' Inflow to Outflow Trips Ratio

Collaborators: Cindy Y.Liu, Yuxiang Zhang

Dateset:

We choose the August 2015 Citibike data because more people would use the citibike service during the warmer time period.

External package: In order to run the code of geocoding reverse process, python geopy package needs to be installed. Instruction: type 'pip install geopy' in command terminal to install.

city_datascience_miniproject's People

Contributors

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