Project Sources

Data:

All data for this projects is available in geojson format and in Google sheets. These files were last updated 2020-12-01. It is made available as is directly from the data used for the project.

Collision Data:

• PUB-1900056 records. FOI Request PUB-1900056. Thunder Bay Police Service , 3 May 2019. bit.ly/351JnfJ. Print.
• PUB-2000008 records. FOI Request PUB-2000008. Thunder Bay Police Service, 21 February 2020. bit.ly/38R2MBh Retrieved February 24, 2020.
• 2020-03005 records. Ministry of the Solicitor General Ontario, request SOLGEN-A-2020-03005. 19 October. 2020, bit.ly/34YR5Ho. Retrieved 19 October 2020.

Map / Shape Data:

• “City of Barrie. Wards.” Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/barrie-wards/?format=apibrowser. Accessed on 28 Dec. 2020.
• City of Brampton. Wards. File last modified on 20 Dec. 2020. KML file. Retrieved from geohub.brampton.ca/datasets/ward-boundaries. Accessed on 29 Dec. 2020.
• “City of Brantford. Wards.”  Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/brantford-wards/simple_shape?format=apibrowser. Accessed on 29 Dec. 2020.
• “City of Burlington. Wards.” Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/burlington-wards/simple_shape?format=apibrowser Accessed on 28 Dec. 2020.
• City of Cambridge. Wards. File last modified on 18 Dec. 2020. KML file. Retrieved from geohub.cambridge.ca/datasets/wards. Accessed on 29 Dec. 2020.
• City of Greater Subury. Ward Map and Council. File last modified on 21 Jan. 2019. KML file. Retrieved from opendata.greatersudbury.ca/datasets/ward-map-and-council-layer. Accessed on 3 Jan. 2021.
• “City of Guelph. Wards.” Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/guelph-wards/simple_shape?format=apibrowser. Accessed on 27 Dec. 2020.
• City of Hamilton. Ward Boundries. File last modified on 27 Dec. 2020. KML file. Retrieved from open.hamilton.ca/datasets/8b0b1f2bf8bb4e1da3a1bf567b17b77f_7. Accessed on 30 Dec. 2020.
• “City of Kingston. Wards.” Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/kingston-wards/simple_shape?format=apibrowser  Accessed on 27 Dec. 2020.
• City of London. Wards. File last modified on 17 Jul. 2019. KML file. Retrieved from opendata.london.ca/datasets/3f7bd8a96500488ebad6f53faa60513d_3 . Accessed on 2  January. 2021.
• City of Markham. Wards. File last modified on 26 Oct. 2020. KML file. Retrieved from data-markham.opendata.arcgis.com/datasets/wards Accessed on 29 Dec. 2020.
• City of Mississauga. 2016 Ward Boundries. File last modified on 29 Mar. 2018. Shape file. Retrieved from data.mississauga.ca/datasets/2016-ward-boundaries-1. Accessed on 3 Jan. 2021.
• “City of Oshawa. Wards.”  Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/oshawa-wards/simple_shape?format=apibrowser. Accessed on 28 Dec. 2020.
• City of Ottawa. Wards. File last modified on 9 Oct. 2020. KML file. Retrieved from open.ottawa.ca/datasets/wards. Accessed on 29 Dec. 2020.
• “City of St. Catharines. Wards.”  Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/st-catharines-wards/simple_shape?format=apibrowser  Accessed on 28 Dec. 2020.
• “City of Thunder Bay. Wards.”  Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/thunder-bay-wards/simple_shape?format=apibrowser  Accessed on 25 May. 2019.
• City of Toronto. Wards Wards. File last modified on 28 Dec. 2020. GeoJSON file. Retrieved from open.toronto.ca/dataset/city-wards/. Accessed on 29 Dec. 2020.
• “City of Vaughan. Wards.”  Represent Civic Information API. API Data. Retrieved from. represent.opennorth.ca/boundaries/vaughan-wards/simple_shape?format=apibrowser. Accessed on 28 Dec. 2020.
• City of Waterloo. Wards 2018. File last modified on 17 Apr. 2019. KML file. Retrieved from data.waterloo.ca/datasets/city-of-waterloo-wards-2018. Accessed on 30 Dec. 2020.
• “City of Windsor. Wards.”  Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/windsor-wards/simple_shape?format=apibrowser.  Accessed on 28 Dec. 2020.
• Town of Milton. Wards. File last modified on 30 Oct. 2020. KML file. Retrieved from discover-milton.hub.arcgis.com/datasets/ward-boundaries. Accessed on 29 Dec. 2020.
• “Town of Oakville. Wards.” Represent Civic Information API. API Data. Retrieved from represent.opennorth.ca/boundaries/oakville-wards/?format=apibrowser. Accessed on 28 Dec. 2020.

Population Data:

• Statistics Canada. Census Profile, 2016 Census. Statistics Canada Catalogue no. 98-316-X2016001. Ottawa. February 8, 2017. Version updated June 18, 2019. Ottawa. www12.statcan.gc.ca/census-recensement/2016/dp-pd/prof/index.cfm?Lang=E. Accessed on 28 Dec. 2020.