pandas.DataFrame.sparse.density

DataFrame.sparse.density[source]: Ratio of non-sparse points to total (dense) data points.

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https://pandas.pydata.org/pandas-docs/version/1.5.0/reference/api/pandas.DataFrame.sparse.density.html