Toronto Parking Infractions Analysis (2008-2020)
Approximately 2.8 million parking tickets are issued annually across the City of Toronto. This dataset contains non-identifiable information relating to each parking ticket issued for each calendar year. The tickets are issued by Toronto Police Services (TPS) personnel as well as persons certified and authorized to issue tickets by TPS.
The are three major goals for the analyzing this dataset
- Identify top 20 infraction codes for parking violations and revenue generation in city, wards and its relation to socio demographic profiles
- Determine the distribution of parking tickets & revenue generated over time period (i.e. year over year changes, month over month changes, etc)
- Identify nearest TTC stops and parking lots near the locations of top 20 infraction codes
Link to Colab notebook: https://colab.research.google.com/drive/1HGEaAh8yp85BI1iVE6_m248-4vSnLJ-D?usp=sharing
Links to download datasets used in the analysis
- Parking Tickets - https://open.toronto.ca/dataset/parking-tickets/
- Green P Parking - https://open.toronto.ca/dataset/green-p-parking/
- TTC Routes and Schedules - https://open.toronto.ca/dataset/ttc-routes-and-schedules/
- Toronto Demographics - https://open.toronto.ca/dataset/wellbeing-toronto-demographics-nhs-indicators/
- City Wards - https://open.toronto.ca/dataset/city-wards/
- Neighbourhoods - https://open.toronto.ca/dataset/neighbourhoods/