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"""
==============================================
Auto-Aligning AIA and HMI Data During Plotting
==============================================
This example shows how a map is autoaligned when it is plotted on a different
reference frame.
See :ref:`sphx_glr_generated_gallery_map_transformations_reprojection_align_aia_hmi.py`
for an alternate approach to image alignment, where one of the maps is modified
prior to plotting, and thus is available for purposes other than plotting.
"""
import matplotlib.pyplot as plt
import astropy.units as u
import sunpy.data.sample
import sunpy.map
######################################################################
# We use the AIA image and HMI image from the sample data. For the
# HMI map, we use the special HMI color map, which expects the plotted
# range to be -1500 to 1500.
map_aia = sunpy.map.Map(sunpy.data.sample.AIA_171_IMAGE)
map_hmi = sunpy.map.Map(sunpy.data.sample.HMI_LOS_IMAGE)
map_hmi.plot_settings['cmap'] = "hmimag"
map_hmi.plot_settings['norm'] = plt.Normalize(-1500, 1500)
######################################################################
# Plot both images side by side. Note by the tick labels that the HMI
# image is oriented "upside down" relative to the AIA image.
fig = plt.figure(figsize=(12, 5))
ax1 = fig.add_subplot(121, projection=map_aia)
map_aia.plot(axes=ax1, clip_interval=(1, 99.9)*u.percent)
ax2 = fig.add_subplot(122, projection=map_hmi)
map_hmi.plot(axes=ax2)
######################################################################
# Now let us intentionally set the ``projection`` for the right panel
# to be ``map_aia`` instead of ``map_hmi``. This time, plotting the
# HMI image onto axes defined by the AIA reference frame will trigger
# "autoalignment" functionality where each map pixel is individually
# drawn. The HMI image now has the same orientation as the AIA image.
#
# Note that off-disk HMI data are not retained by default because an
# additional assumption is required to define the location of the HMI
# emission in 3D space. We can use `~sunpy.coordinates.SphericalScreen`
# to retain the off-disk HMI data. See
# :ref:`sphx_glr_generated_gallery_map_transformations_reprojection_spherical_screen.py`
# for more reference.
fig = plt.figure(figsize=(12, 5))
ax1 = fig.add_subplot(121, projection=map_aia)
map_aia.plot(axes=ax1, clip_interval=(1, 99.9)*u.percent)
ax2 = fig.add_subplot(122, projection=map_aia)
map_hmi.plot(axes=ax2, title='HMI image in AIA reference frame')
######################################################################
# We can directly plot them over one another, by setting the
# transparency of the HMI plot.
fig = plt.figure()
ax1 = fig.add_subplot(projection=map_aia)
map_aia.plot(axes=ax1, clip_interval=(1, 99.9)*u.percent)
map_hmi.plot(axes=ax1, alpha=0.5)
ax1.set_title('HMI overlaid on AIA')
plt.show()
# sphinx_gallery_thumbnail_number = 2
|
