Financial Services Commission of Ontario publishes their approved Ontario automobile rate changes proposed by insurers. All such quarterly publications / filings can be found here; https://www.fsco.gov.on.ca/en/auto/rates/pages/default.aspx All rate increases from 2008 to 2018 for each company listed were collected using Python script found here; https://github.com/6ord/FSCO_AutoInsuranceRates Acknowledgements https://github.com/grantaguinaldo/taco-bell-scrape/blob/master/Taco%20Bell%20Scrape.ipynb for guidance in translating BeautifulSoup content to Pandas