Loading an HMI daily synoptic image into a Map

In this example we load the Daily Synoptic Maps produced by the HMI team. This data is an interesting demonstration of SunPy’s Map class as it is not in the more common Helioprojective coordinate system, it is in Heliographic Carrington coordinates and in a non-trivial Cylindrical Equal Area projection.

import matplotlib.pyplot as plt
import numpy as np

from astropy.utils.data import download_file

import sunpy.map

Let’s download the file and read it into a Map

filename = download_file(
    'http://jsoc.stanford.edu/data/hmi/synoptic/hmi.Synoptic_Mr.2191.fits', cache=True)
syn_map = sunpy.map.Map(filename)

There are a couple of oddities with this file, firstly the value of ‘CUNIT2’:

print(syn_map.meta['CUNIT2'])

Out:

Sine Latitude

That is not a unit! What this is telling us is that the latitude coordinate is actually the sine of latitude. This is a cyclindrical equal area (CEA) projection, which can be checed by looking at the CTYPE keywords.

print(syn_map.meta['CTYPE1'])
print(syn_map.meta['CTYPE2'])

Out:

CRLN-CEA
CRLT-CEA

With reference to the Thompson (2006) paper section 5.5 (https://doi.org/10.1051/0004-6361:20054262), CUNIT2 should be in degrees and CDELT2 should be 180/pi times the spacing in sin(latitude).

In addition the value of CDELT1 has the wrong sign so let’s also fix this.

syn_map.meta['CUNIT2'] = 'degree'
syn_map.meta['CDELT2'] = 180 / np.pi * syn_map.meta['CDELT2']

syn_map.meta['CDELT1'] *= -1

Let’s also fix the plot settings

syn_map.plot_settings['cmap'] = 'hmimag'
syn_map.plot_settings['norm'] = plt.Normalize(-1500, 1500)

Let’s plot the results

fig = plt.figure(figsize=(12, 5))
axes = plt.subplot(projection=syn_map)
im = syn_map.plot()

# Set up the Sine Latitude Grid
x = axes.coords[0]
y = axes.coords[1]

x.set_coord_type('longitude', coord_wrap=360.)
y.set_coord_type('latitude')

x.set_major_formatter('dd')
y.set_major_formatter('dd')

x.set_axislabel("Carrington Longitude [deg]")
y.set_axislabel("Latitude [deg]")

x.set_ticks(color='black', exclude_overlapping=True)
y.set_ticks(color='black', exclude_overlapping=True)

axes.coords.grid(color='black', alpha=0.6, linestyle='dotted', linewidth=0.5)

cb = plt.colorbar(im, fraction=0.019, pad=0.1)
cb.set_label("LOS Magnetic Field [Gauss]")

# Another horrible hack to make the ticks draw on the RHS
axes.set_ylim((1, syn_map.data.shape[0] - 1))
plt.title("{} {}-{}".format(syn_map.meta['content'], syn_map.meta['CAR_ROT'],
                            syn_map.meta['CAR_ROT'] + 1))
plt.show()

Out:

/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/wcs/wcs.py:464: FITSFixedWarning: CRDER1 = 'nan '
a floating-point value was expected.
  wcsprm = _wcs.Wcsprm(header=header_bytes, key=key,
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/wcs/wcs.py:464: FITSFixedWarning: CRDER2 = 'nan '
a floating-point value was expected.
  wcsprm = _wcs.Wcsprm(header=header_bytes, key=key,
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/wcs/wcs.py:684: FITSFixedWarning: 'unitfix' made the change 'Changed units:
  'degree' -> 'deg',
  'degree' -> 'deg'.
  warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/sunpy/map/mapbase.py:609: SunpyUserWarning: Missing metadata for observation time, setting observation time to current time. Set the 'DATE-OBS' FITS keyword to prevent this warning.
  warnings.warn("Missing metadata for observation time, "
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/sunpy/map/mapbase.py:826: SunpyUserWarning: Missing metadata for observer: assuming Earth-based observer.

  warnings.warn(warning_message, SunpyUserWarning)
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/wcs/wcs.py:464: FITSFixedWarning: CRDER1 = 'nan '
a floating-point value was expected.
  wcsprm = _wcs.Wcsprm(header=header_bytes, key=key,
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/wcs/wcs.py:464: FITSFixedWarning: CRDER2 = 'nan '
a floating-point value was expected.
  wcsprm = _wcs.Wcsprm(header=header_bytes, key=key,
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/wcs/wcs.py:684: FITSFixedWarning: 'unitfix' made the change 'Changed units:
  'degree' -> 'deg',
  'degree' -> 'deg'.
  warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/sunpy/map/mapbase.py:826: SunpyUserWarning: Missing metadata for observer: assuming Earth-based observer.

  warnings.warn(warning_message, SunpyUserWarning)
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/visualization/wcsaxes/coordinate_helpers.py:365: AstropyDeprecationWarning: exclude_overlapping= should be passed to set_ticklabel instead of set_ticks
  warnings.warn("exclude_overlapping= should be passed to "
/home/docs/checkouts/readthedocs.org/user_builds/sunpy/conda/stable/lib/python3.8/site-packages/astropy/visualization/wcsaxes/coordinate_helpers.py:365: AstropyDeprecationWarning: exclude_overlapping= should be passed to set_ticklabel instead of set_ticks
  warnings.warn("exclude_overlapping= should be passed to "