Web Reference: Jul 23, 2025 · When concatenating DataFrames you can use the keys argument to create a hierarchical index also known as a MultiIndex. This helps you organize and distinguish the data more clearly by assigning a label to each DataFrame being concatenated. Concatenate pandas objects along a particular axis. Allows optional set logic along the other axes. Can also add a layer of hierarchical indexing on the concatenation axis, which may be useful if the labels are the same (or overlapping) on the passed axis number. Feb 18, 2026 · Master how to concatenate two DataFrames in Pandas. Learn vertical and horizontal stacking with real-world US data examples and expert optimization tips.
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