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In Crash Course Statistics, Adriene Hill explains the importance of collecting samples to understand larger data sets. Samples provide insights into the overall data distribution and help us visualize patterns. By studying the shape of data, we can learn valuable information without analyzing every data point individually. Histograms and frequency plots are effective tools for representing data visually and identifying trends. Sampling allows us to gain a glimpse of the bigger picture and make informed conclusions about the entire data set.