This analysis seeks to forecast the daily number of car accidents in the county of Denver, Colorado using both traditional time series methods from the statsmodels library, as well as the Prophet forecasting framework as implemented in the prophet library.
- Crash data: Colorado Department of Transportation
- Geographic data: City and County of Denver
- Weather data: Colorado State University's Colorado Climate Center
Notebook includes additional citations.
- Python==3.10.8
- Jupyter==1.0.0
- prophet==1.1.4
- statsmodels==0.13.5
- sklearn==1.2.2
- pandas==1.5.2
- geopandas==0.13.2
- matplotlib==3.6.2
- seaborn==0.12.1
- shapely==2.0.1
- numpy==1.26.0
- scipy==1.11.3
- holidays==0.32
- re==2.2.1
- logging==0.5.1.2
- os
- calendar
- collections
- itertools
- warnings