Web Scraping Using Beautiful Soup:
Outlaw Ironman 2016 Results - I completed the Outlaw Ironman in 2016, and wanted to extract the results to a csv file, before doing further analysis. I iterated through 22 pages of results from the Results Base website.

Lottery Numbers - Finding the most common lottery numbers from the past 6 months

Cryptocurrency Prices - Extracting cryptocurrency prices from CoinMarketCap website

Analysing Chocolate Manufacturers - A first practice at scraping data, analysing chocolate manufacturers ratings

Example Projects:
Outlaw Ironman Results Analysis - Some analysis of triathlon results that have been web scraped (detailed in the section above)

London Marathon 2022 Analysis - Making visuals from the runners dataset

London Marathon over the Years - Concatenating tables and analysing differences between the datasets

Income and Expenses Heat Map - Making a pivot table and heatmap

Car Dataset - Inspecting a dataset, filling missing values, and creating a correlation table

Great British Bake Off - Removing NaN values