Variable objects#
The core internal data structure in xarray is the Variable
,
which is used as the basic building block behind xarray’s
Dataset
and DataArray
types. A
Variable
consists of:
dims
: A tuple of dimension names.data
: The N-dimensional array (typically, a NumPy or Dask array) storing the Variable’s data. It must have the same number of dimensions as the length ofdims
.attrs
: An ordered dictionary of metadata associated with this array. By convention, xarray’s built-in operations never use this metadata.encoding
: Another ordered dictionary used to store information about how these variable’s data is represented on disk. See Reading encoded data for more details.
Variable
has an interface similar to NumPy arrays, but extended to make use
of named dimensions. For example, it uses dim
in preference to an axis
argument for methods like mean
, and supports Broadcasting by dimension name.
However, unlike Dataset
and DataArray
, the basic Variable
does not
include coordinate labels along each axis.
Variable
is public API, but because of its incomplete support for labeled
data, it is mostly intended for advanced uses, such as in xarray itself or for
writing new backends. You can access the variable objects that correspond to
xarray objects via the (readonly) Dataset.variables
and
DataArray.variable
attributes.