Adrian Price-Whelan, Adam Ginsburg, Stephanie T. Douglas, Kelle Cruz
Read a FITS file
Retrieve FITS header metadata
Edit the FITS header
Write the modified file as a FITS file
FITS, file input/output
This tutorial describes how to read in and edit a FITS header, and then write
it back out to disk. For this example we're going to change the OBJECT
keyword.
from astropy.io import fits
astropy.io.fits
provides a lot of flexibility for reading FITS
files and headers, but most of the time the convenience functions are
the easiest way to access the data. fits.getdata()
reads only the
data from a FITS file, but with the header=True
keyword argument will
also read the header.
data, header = fits.getdata("https://sciencedata.dk/public/6e3ed434c0fa43df906ce2b6d1ba9fc6/astropy-tutorials/tutorials/FITS-header/input_file.fits", header=True)
There is also a dedicated function for reading only the
header:
hdu_number = 0 # HDU means header data unit
fits.getheader('https://sciencedata.dk/public/6e3ed434c0fa43df906ce2b6d1ba9fc6/astropy-tutorials/tutorials/FITS-header/input_file.fits', hdu_number)
But getdata()
can get both the data and the header, so it's a useful
command to remember. Since the primary HDU of a FITS file must contain image data,
the data is now stored in a numpy
array. The header is stored in an
object that acts like a standard Python dictionary.
# But hdu_number = 0 is the PRIMARY HDU.How many HDUs are in this file?
fits_inf = fits.open("https://sciencedata.dk/public/6e3ed434c0fa43df906ce2b6d1ba9fc6/astropy-tutorials/tutorials/FITS-header/input_file.fits")
fits_inf.info()
fits_inf[0].header
Using fits.open
allows us to look more generally at our data. fits_inf[0].header
gives us the same output as fits.getheader
. What will you learn if you type fits_inf[1].header
? Based on fits_inf.info()
can you guess what will happen if you type fits_inf[2].header
?
Now let's change the header to give it the correct object:
header['OBJECT'] = "M31"
Finally, we have to write out the FITS file. Again, the convenience
function for this is the most useful command to remember:
fits.writeto('output_file.fits', data, header, overwrite=True)
That's it; you're done!
If you wish to keep the output file beyond the life of the pod this notebook is running in, you can write it back to sciencedata with the following (change tmp
to some folder in your ScienceData homedir).
import requests
with open('output_file.fits', mode='rb') as f:
requests.put('https://sciencedata/files/tmp/output_file.fits', data=f)
f.close()
Two common and more complicated cases are worth mentioning (but if your needs
are much more complex, you should consult the full documentation http://docs.astropy.org/en/stable/io/fits/).
The first complication is that the FITS file you're examining and
editing might have multiple HDU's (extensions), in which case you can
specify the extension like this:
data1, header1 = fits.getdata("https://sciencedata.dk/public/6e3ed434c0fa43df906ce2b6d1ba9fc6/astropy-tutorials/tutorials/FITS-header/input_file.fits", ext=1, header=True)
This will get you the data and header associated with the index=1
extension
in the FITS file. Without specifying a number, getdata()
will get the
0th extension (equivalent to saying ext=0
).
Another useful tip is if you want to overwrite an existing FITS
file. By default, writeto()
won't let you do this, so you need to
explicitly give it permission using the clobber
keyword argument:
fits.writeto('output_file.fits', data, header, overwrite=True)
A final example is if you want to make a small change to a FITS file, like updating a header keyword, but you don't want to read in and write out the whole file, which can take a while. Instead you can use the mode='update'
read mode to do this. This requires the file to be avalable locally though, so we first download it to local/volatile pod storage.
import os
os.system("curl -LO https://sciencedata.dk/public/6e3ed434c0fa43df906ce2b6d1ba9fc6/astropy-tutorials/tutorials/FITS-header/input_file.fits")
with fits.open('input_file.fits', mode='update') as filehandle:
filehandle[0].header['MYHDRKW'] = "My Header Keyword"
Again, you can write it back to sciencedata (change tmp
to some folder in your ScienceData homedir).
with open('output_file.fits', mode='rb') as f:
requests.put('https://sciencedata/files/tmp/output_file.fits', data=f)
f.close()
Read in the file you just wrote and add three header keywords:
'RA' for the Right Ascension of M31
'DEC' for the Declination of M31
'RADECSRC' with text indicating where you found the RA/Dec (web URL, textbook name, your photographic memory, etc.)
Then write the updated header back out to a new file: