Writing tables

astropy.io.ascii is able to write ASCII tables out to a file or file-like object using the same class structure and basic user interface as for reading tables.

The write() function provides a way to write a data table as a formatted ASCII table. For example:

>>> from astropy.io import ascii
>>> x = np.array([1, 2, 3])
>>> y = x ** 2
>>> ascii.write([x, y], names=['x', 'y'], 'values.dat')

The values.dat file will then contain:

x y
1 1
2 4
3 9

All of the input Reader table formats supported by astropy.io.ascii for reading are also supported for writing. This provides a great deal of flexibility in the format for writing. The example below writes the data as a LaTeX table, using the option to send the output to sys.stdout instead of a file:

>>> ascii.write(data, sys.stdout, Writer=ascii.Latex)
\begin{table}
\begin{tabular}{cc}
x & y \\
1 & 1 \\
2 & 4 \\
3 & 9 \\
\end{tabular}
\end{table}

Input data format

The input table argument to write() can be any value that is supported for initializing a Table object. This is documented in detail in the Constructing a table section and includes creating a table with a list of columns, a dictionary of columns, or from numpy arrays (either structured or homogeneous). The sections below show a few examples.

Table or NumPy structured array

An AstroPy Table object or a NumPy structured array (or record array) can serve as input to the write() function.

>>> from astropy.io import ascii
>>> from astropy.table import Table

>>> data = Table({'a': [1, 2, 3],
                  'b': [4.0, 5.0, 6.0]},
                 names=['a', 'b'])
>>> ascii.write(data, sys.stdout)
a b
1 4.0
2 5.0
3 6.0

>>> data = np.array([(1, 2., 'Hello'), (2, 3., "World")],
                    dtype=('i4,f4,a10'))
>>> ascii.write(data, sys.stdout)
f0 f1 f2
1 2.0 Hello
2 3.0 World

The output of astropy.io.ascii.read is a Table or NumPy array data object that can be an input to the write() function.

>>> data = astropy.io.ascii.read('t/daophot.dat', Reader=astropy.io.ascii.Daophot)
>>> astropy.io.ascii.write(data, 'space_delimited_table.dat')

List of lists

A list of Python lists (or any iterable object) can be used as input:

>>> x = [1, 2, 3]
>>> y = [4, 5.2, 6.1]
>>> z = ['hello', 'world', '!!!']
>>> data = [x, y, z]

>>> ascii.write(data, sys.stdout)
col0 col1 col2
1 4.0 hello
2 5.2 world
3 6.1 !!!

The data object does not contain information about the column names so Table has chosen them automatically. To specify the names, provide the names keyword argument. This example also shows excluding one of the columns from the output:

>>> ascii.write(data, sys.stdout, names=['x', 'y', 'z'], exclude_names=['y'])
x z
1 hello
2 world
3 !!!

Dict of lists

A dictionary containing iterable objects can serve as input to write(). Each dict key is taken as the column name while the value must be an iterable object containing the corresponding column values.

Since a Python dictionary is not ordered the output column order will be unpredictable unless the names argument is provided.

>>> data = {'x': [1, 2, 3],
            'y': [4, 5.2, 6.1],
            'z': ['hello', 'world', '!!!']}
>>> ascii.write(data, sys.stdout, names=['x', 'y', 'z'])
x y z
1 4.0 hello
2 5.2 world
3 6.1 !!!

Parameters for write()

The write() function accepts a number of parameters that specify the detailed output table format. Different Reader classes can define different defaults, so the descriptions below sometimes mention “typical” default values. This refers to the Basic reader and other similar Reader classes.

Some Reader classes, e.g. Latex or AASTex accept aditional keywords, that can customize the output further. See the documentation of these classes for details.

output : output specifier

There are two ways to specify the output for the write operation:

  • Name of a file (string)
  • File-like object (from open(), StringIO, etc)
table : input table
Any value that is supported for initializing a Table object (see Constructing a table).
Writer : Writer class (default= Basic)
This specifies the top-level format of the ASCII table to be written, for example if it is a basic character delimited table, fixed format table, or a CDS-compatible table, etc. The value of this parameter must be a Reader class. For basic usage this means one of the built-in Extension Reader classes. Note: Reader classes and Writer classes are synonymous, in other words Reader classes can also write, but for historical reasons they are called Reader classes.
delimiter : column delimiter string
A one-character string used to separate fields which typically defaults to the space character. Other common values might be ”,” or “|” or “\t”.
comment : string defining a comment line in table
For the Basic Reader this defaults to “#”.
formats: dict of data type converters

For each key (column name) use the given value to convert the column data to a string. If the format value is string-like then it is used as a Python format statement, e.g. ‘%0.2f’ % value. If it is a callable function then that function is called with a single argument containing the column value to be converted. Example:

astropy.io.ascii.write(table, sys.stdout, formats={'XCENTER': '%12.1f',
                                             'YCENTER': lambda x: round(x, 1)},
names: list of names corresponding to each data column
Define the complete list of names for each data column. This will override names determined from the data table (if available). If not supplied then use names from the data table or auto-generated names.
include_names: list of names to include in output
From the list of column names found from the data table or the names parameter, select for output only columns within this list. If not supplied then include all names.
exclude_names: list of names to exlude from output
Exclude these names from the list of output columns. This is applied after the include_names filtering. If not specified then no columns are excluded.
fill_values: fill value specifier of lists

This can be used to fill missing values in the table or replace values with special meaning. The syntax is the same as used on input. See the Replace bad or missing values section for more information on the syntax. When writing a table, all values are converted to strings, before any value is replaced. Thus, you need to provide the string representation (stripped of whitespace) for each value. Example:

astropy.io.ascii.write(table, sys.stdout, fill_values = [('nan', 'no data'),
                                                   ('-999.0', 'no data')])
fill_include_names: list of column names, which are affected by fill_values.
If not supplied, then fill_values can affect all columns.
fill_exclude_names: list of column names, which are not affected by fill_values.
If not supplied, then fill_values can affect all columns.