The potential pitfalls in visual discovery include the complexity of the data, lack of prior knowledge, and the open-ended nature of the work. The larger and more complex the data, the more difficult it can be to identify patterns, trends, and anomalies. Additionally, if you don't have a clear hypothesis or understanding of the data going in, the process can become even more challenging and time-consuming.
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