A Table is a sequence of chunked arrays. They have a similar interface to record batches, but they can be composed from multiple record batches or chunked arrays.
S3 Methods and Usage
Tables are data-frame-like, and many methods you expect to work on
a data.frame are implemented for Table. This includes [, [[,
$, names, dim, nrow, ncol, head, and tail. You can also pull
the data from an Arrow table into R with as.data.frame(). See the
examples.
A caveat about the $ method: because Table is an R6 object,
$ is also used to access the object's methods (see below). Methods take
precedence over the table's columns. So, tab$Slice would return the
"Slice" method function even if there were a column in the table called
"Slice".
R6 Methods
In addition to the more R-friendly S3 methods, a Table object has
the following R6 methods that map onto the underlying C++ methods:
- $column(i): Extract a- ChunkedArrayby integer position from the table
- $ColumnNames(): Get all column names (called by- names(tab))
- $nbytes(): Total number of bytes consumed by the elements of the table
- $RenameColumns(value): Set all column names (called by- names(tab) <- value)
- $GetColumnByName(name): Extract a- ChunkedArrayby string name
- $field(i): Extract a- Fieldfrom the table schema by integer position
- $SelectColumns(indices): Return new- Tablewith specified columns, expressed as 0-based integers.
- $Slice(offset, length = NULL): Create a zero-copy view starting at the indicated integer offset and going for the given length, or to the end of the table if- NULL, the default.
- $Take(i): return an- Tablewith rows at positions given by integers- i. If- iis an Arrow- Arrayor- ChunkedArray, it will be coerced to an R vector before taking.
- $Filter(i, keep_na = TRUE): return an- Tablewith rows at positions where logical vector or Arrow boolean-type- (Chunked)Array- iis- TRUE.
- $SortIndices(names, descending = FALSE): return an- Arrayof integer row positions that can be used to rearrange the- Tablein ascending or descending order by the first named column, breaking ties with further named columns.- descendingcan be a logical vector of length one or of the same length as- names.
- $serialize(output_stream, ...): Write the table to the given OutputStream
- $cast(target_schema, safe = TRUE, options = cast_options(safe)): Alter the schema of the record batch.
There are also some active bindings:
- $num_columns
- $num_rows
- $schema
- $metadata: Returns the key-value metadata of the- Schemaas a named list. Modify or replace by assigning in (- tab$metadata <- new_metadata). All list elements are coerced to string. See- schema()for more information.
- $columns: Returns a list of- ChunkedArrays