.. note that if this is changed from the default approach of using an *include* (in index.rst) to a separate performance page, the header needs to be changed from === to ***, the filename extension needs to be changed from .inc.rst to .rst, and a link needs to be added in the subpackage toctree .. _astropy-table-performance: Performance Tips ================ Constructing |Table| objects row-by-row using :meth:`~astropy.table.Table.add_row` can be very slow:: >>> from astropy.table import Table >>> t = Table(names=['a', 'b']) >>> for i in range(100): ... t.add_row((1, 2)) If you do need to loop in your code to create the rows, a much faster approach is to construct a list of rows and then create the Table object at the very end:: >>> rows = [] >>> for i in range(100): ... rows.append((1, 2)) >>> t = Table(rows=rows, names=['a', 'b']) Writing a |Table| with |MaskedColumn| to ``.ecsv`` using :meth:`~astropy.table.Table.write` can be very slow:: >>> from astropy.table import Table >>> import numpy as np >>> x = np.arange(10000, dtype=float) >>> tm = Table([x], masked=True) >>> tm.write('tm.ecsv', overwrite=True) # doctest: +SKIP If you want to write ``.ecsv`` using :meth:`~astropy.table.Table.write`, then use ``serialize_method='data_mask'``. It uses the non-masked version of data and it is faster:: >>> tm.write('tm.ecsv', overwrite=True, serialize_method='data_mask') # doctest: +SKIP