web material related to the 2021 federal election in three northwestern ontario ridings: kenora, thunder bay-rainy river, and thunder bay-superior north. candidate sites and social media were captured regularly throughout the election period.

web material related to the 2018 municipal elections in municipalities across northwestern ontario.

sites crawled include those of municipalities, candidates, news sources, and third party groups making endorsements or recommendations.

web material related to the 2022 municipal elections in municipalities across northwestern ontario.

sites crawled include those of municipalities and candidates. candidate social media accounts include facebook, instagram, twitter, and tiktok. all sites are publicly listed as related to the election.