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[MUSIC PLAYING] SPEAKER: Welcome back. Its great to see you again. So lets talk about analysis. Weve learned how to ask the right questions, prepare data for exploration, and then process that data to make sure its squeaky clean. Now its time for the heart of the process, the actual analysis. Finally, right? But what is analysis? Basically, analysis is the process used to make sense of the data collected. It means taking the right steps to perceive and think about your data in different ways. The goal of analysis is to identify trends and relationships within the data so that you can accurately answer the question youre asking. To do this, you should stick to the four phases of analysis-- organize data, format and adjust data, get input from others and transform data by observing relationships between data points and making calculations. OK, lets apply the four phases of analysis to a real-world scenario. Imagine you want to buy a gift for your friend Zaras wedding. The proble