Web Reference: Pandas handles only one dimensional data (Series) and two dimensional data (DataFrame). While you can use hierarchical indices to simulate higher dimensional arrays, you should use the xarray library, if you need proper higher-dimensional arrays with labels. Jan 22, 2026 · When upgrading to pandas 3.0, it is recommended to first upgrade to pandas 2.3 to get deprecation warnings for a subset of those changes. The migration guide explains the upgrade process in more detail. Mar 18, 2026 · Missing values appear as NaN in Pandas. Before deciding what to do with them, you need to understand why they're missing — because the right fix depends on the cause.
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