A consolidated database of police-reported motor vehicle traffic accidents in the United States for actuarial applications
Description
# GENERAL INFORMATION
A consolidated database of police-reported motor vehicle traffic accidents in the United States for actuarial applications.
Author Information
A. Author
Name: Carlos Andrés Araiza Iturria
Email: caraizai@uwaterloo.ca
B. Co-author
Name: Mary Hardy
Email: mary.hardy@uwaterloo.ca
C. Co-author
Name: Paul Marriott
Email: pmarriott@uwaterloo.ca
Institution: University of Waterloo
Address: 200 University Ave W, Waterloo, ON N2L 3G1
Funding granted by the Natural Sciences and Engineering Research Council of Canada. Hardy: RGPIN-2018-03754, Marriott: RGPIN-2020-04015.
# DATA & FILE OVERVIEW
The script to create the database was written with Python and to simplify its readability it was split into 4 different files available. The files do the following:
1 FARS_GESCRSS_Construction.py : Download the annual NHSTA files and merge them into two databases, one for GES/CRSS and another one for FARS.
2 FARS_GESCRSS_Filtering.py: Filter relevant MVTA for personal automobile insurance.
3 FARS_GESCRSS_Standardizing.py : Standardize the NHTSA historical coding practice to that of 2019.
4 FARS_GESCRSS_Sample.py : Pooling procedure to create the final database.
NOTE: The ‘Auxiliary files’ folder needs to be downloaded and the ‘.zip’ files inside need to be uncompressed for the code to work.
Estimated run time of the 4 codes:
~9 minutes
using a MacBook Pro (2020), M1, 8gb RAM.
Files
Additional details
Related works
- Is cited by
- Dataset: 10.5281/zenodo.5748416 (DOI)
- Working paper: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3977693 (URL)