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In the context of analyzing a large dataset for a machine learning project, you are tasked with identifying outliers to ensure the quality of your data. The dataset includes numerical features with varying scales and distributions. Considering the need for an effective visualization that not only highlights outliers but also provides insights into the data's distribution and central tendency, which of the following chart types would you choose? (Choose one correct option)
A
Line chart, as it can show trends over time and potential anomalies in the data.
B
Pie chart, for its ability to display proportions and highlight any disproportionate segments that could indicate outliers.
C
Box plot, which is specifically designed to summarize the distribution of numerical data and clearly mark outliers.
D
Histogram, useful for understanding the frequency distribution of a numerical variable but less effective at explicitly marking outliers.