diff --git a/doc/user-guide/pandas.rst b/doc/user-guide/pandas.rst index 30939cbbd17..5fe5e15fa63 100644 --- a/doc/user-guide/pandas.rst +++ b/doc/user-guide/pandas.rst @@ -103,7 +103,7 @@ DataFrames: xr.DataArray.from_series(s) Both the ``from_series`` and ``from_dataframe`` methods use reindexing, so they -work even if not the hierarchical index is not a full tensor product: +work even if the hierarchical index is not a full tensor product: .. ipython:: python @@ -126,7 +126,7 @@ Particularly after a roundtrip, the following deviations are noted: To avoid these problems, the third-party `ntv-pandas `__ library offers lossless and reversible conversions between ``Dataset``/ ``DataArray`` and pandas ``DataFrame`` objects. -This solution is particularly interesting for converting any ``DataFrame`` into a ``Dataset`` (the converter find the multidimensional structure hidden by the tabular structure). +This solution is particularly interesting for converting any ``DataFrame`` into a ``Dataset`` (the converter finds the multidimensional structure hidden by the tabular structure). The `ntv-pandas examples `__ show how to improve the conversion for the previous ``Dataset`` example and for more complex examples.