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In [45]: df = pd.DataFrame(np.random.rand(10, 2), columns=["Col1", "Col2"])

In [46]: df["X"] = pd.Series(["A", "A", "A", "A", "A", "B", "B", "B", "B", "B"])

In [47]: plt.figure();

In [48]: bp = df.boxplot(by="X")

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