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In 2025, data is being generated at an unprecedented scale, but not all of it is clean. A 2024 survey by Anaconda found that data scientists spend nearly 60% of their time cleaning and preparing data—with missing value handling being the most time-consuming subtask. Traditional methods fail in complex scenarios:

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