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StaticFrame is an immutable DataFrame library that offers solutions to such problems. In StaticFrame, alternative fill value representations can be used to preserve columnar types in reindexing, shifting, and many other operations that require fill_value arguments. For operations on heterogeneously typed columnar data, one fill value is simply not enough.
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Related posts
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- static-frame: Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.