The challenges in visual discovery include the complexity of the data, the lack of prior knowledge, and the open-ended nature of the work. The process involves testing hypotheses and mining for patterns, trends, and anomalies, which can be difficult due to the size and complexity of the data. Additionally, the less you know going in, the more open-ended the work becomes, adding to the challenge.
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