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In this video tutorial, the speaker demonstrates how to use awk to remove lines with missing data, specifically longitude and latitude, from a csv file. The speaker also mentions using awk to handle fields with commas inside them, such as address fields. The first step is to go to the OneDrive folder and download a script called "remove_missing.sh" from a bash scripts directory. The script is saved in the downloads folder. After downloading, the speaker goes back to Git Bash and clears the screen. They show the initialdata.csv file, which currently contains only one line.