Combining EUI and AIA maps

How to combine EUI and AIA maps to improve coverage of the Sun at any one time.

Since Solar Orbiter is not positioned at the Earth, it is possible to combine remote sensing images from Solar Orbiter and Earth-based assets (in this example, SDO/AIA) to improve the fraction of the Sun we can see at any one time.

In this example we take an EUI 174A full sun image, and combine it with an SDO/AIA 171A image to create an almost-complete map of the Sun. This is done by reprojecting each map into a Carrington frame of reference, and adding them together.

First import the required modules.

import matplotlib.pyplot as plt

import aiapy.calibrate
import astropy.units as u
import sunpy.map
import sunpy.sun.constants
import sunpy_soar
from astropy.coordinates import SkyCoord
from astropy.wcs import WCS
from reproject import reproject_interp
from reproject.mosaicking import reproject_and_coadd
from sunpy.coordinates import HeliographicCarrington, HeliographicStonyhurst
from sunpy.net import Fido
from sunpy.net.attrs import Instrument, Level, Time, Wavelength
from sunpy_soar.attrs import Identifier

We’ll start by searching for an EUI image. This is done using the sunpy_soar package. We define the search attributes, do the search, and print the result.

instrument = Instrument('EUI')
time = Time('2021-02-01', '2021-02-02')
level = Level(2)
identifier = Identifier('EUI-FSI174-IMAGE')

result = Fido.search(instrument, time, level, identifier)
print(result)

Out:

Results from 1 Provider:

43 Results from the SOARClient:
Instrument   Data product   Level ...         End time        Filesize
---------- ---------------- ----- ... ----------------------- --------
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 00:45:12.228  35.6 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 01:15:12.232   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 01:45:12.237   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 02:15:12.238  35.6 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 02:45:12.241   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 03:15:12.244   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 03:44:52.247   8.9 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 04:15:12.249  35.6 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 04:45:12.253   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 05:15:12.256   9.0 MB
       ...              ...   ... ...                     ...      ...
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 19:15:12.215  35.6 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 19:45:12.219   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 20:44:52.224   8.9 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 21:15:12.227  35.6 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 21:45:12.230   8.9 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 22:15:12.233   8.9 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 22:44:52.236   9.0 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 23:15:12.239  35.6 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 23:45:12.242   8.9 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 10:15:12.285   8.9 MB
       EUI EUI-FSI174-IMAGE    L2 ... 2021-02-02 20:15:12.221   8.9 MB
Length = 43 rows

The search returned a number of results. We’ll just download the first one here, print the local path that it is downloaded to, and load it into a sunpy map.

files = Fido.fetch(result[0, 0])
print(files)
eui_map = sunpy.map.Map(files[0])

Out:

Files Downloaded:   0%|          | 0/1 [00:00<?, ?file/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   0%|          | 0.00/37.4M [00:00<?, ?B/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   0%|          | 100/37.4M [00:00<31:27:51, 330B/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   0%|          | 64.0k/37.4M [00:00<03:10, 196kB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   0%|          | 127k/37.4M [00:00<01:59, 313kB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   1%|          | 258k/37.4M [00:00<01:04, 579kB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   1%|1         | 389k/37.4M [00:00<00:49, 755kB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   1%|1         | 520k/37.4M [00:00<00:42, 873kB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   2%|1         | 651k/37.4M [00:00<00:38, 953kB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   2%|2         | 782k/37.4M [00:01<00:36, 1.01MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   2%|2         | 913k/37.4M [00:01<00:34, 1.05MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   3%|2         | 1.04M/37.4M [00:01<00:33, 1.07MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   3%|3         | 1.17M/37.4M [00:01<00:33, 1.08MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   3%|3         | 1.30M/37.4M [00:01<00:32, 1.10MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   4%|3         | 1.43M/37.4M [00:01<00:32, 1.11MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   4%|4         | 1.56M/37.4M [00:01<00:32, 1.11MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   5%|4         | 1.69M/37.4M [00:01<00:31, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   5%|4         | 1.82M/37.4M [00:02<00:31, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   5%|5         | 1.95M/37.4M [00:02<00:31, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   6%|5         | 2.09M/37.4M [00:02<00:31, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   6%|5         | 2.22M/37.4M [00:02<00:31, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   6%|6         | 2.35M/37.4M [00:02<00:31, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   7%|6         | 2.48M/37.4M [00:02<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   7%|6         | 2.61M/37.4M [00:02<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   7%|7         | 2.74M/37.4M [00:02<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   8%|7         | 2.87M/37.4M [00:02<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   8%|8         | 3.00M/37.4M [00:03<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   8%|8         | 3.13M/37.4M [00:03<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   9%|8         | 3.26M/37.4M [00:03<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   9%|9         | 3.39M/37.4M [00:03<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:   9%|9         | 3.52M/37.4M [00:03<00:30, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  10%|9         | 3.65M/37.4M [00:03<00:29, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  10%|#         | 3.78M/37.4M [00:03<00:29, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  10%|#         | 3.91M/37.4M [00:03<00:29, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  11%|#         | 4.04M/37.4M [00:04<00:29, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  11%|#1        | 4.17M/37.4M [00:04<00:29, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  12%|#1        | 4.30M/37.4M [00:04<00:29, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  12%|#1        | 4.43M/37.4M [00:04<00:29, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  12%|#2        | 4.56M/37.4M [00:04<00:29, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  13%|#2        | 4.69M/37.4M [00:04<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  13%|#2        | 4.82M/37.4M [00:04<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  13%|#3        | 4.95M/37.4M [00:04<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  14%|#3        | 5.08M/37.4M [00:04<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  14%|#3        | 5.22M/37.4M [00:05<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  14%|#4        | 5.35M/37.4M [00:05<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  15%|#4        | 5.48M/37.4M [00:05<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  15%|#5        | 5.61M/37.4M [00:05<00:28, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  15%|#5        | 5.74M/37.4M [00:05<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  16%|#5        | 5.87M/37.4M [00:05<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  16%|#6        | 6.00M/37.4M [00:05<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  16%|#6        | 6.13M/37.4M [00:05<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  17%|#6        | 6.26M/37.4M [00:05<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  17%|#7        | 6.39M/37.4M [00:06<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  17%|#7        | 6.52M/37.4M [00:06<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  18%|#7        | 6.65M/37.4M [00:06<00:27, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  18%|#8        | 6.78M/37.4M [00:06<00:27, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  18%|#8        | 6.91M/37.4M [00:06<00:27, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  19%|#8        | 7.04M/37.4M [00:06<00:27, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  19%|#9        | 7.17M/37.4M [00:06<00:26, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  20%|#9        | 7.30M/37.4M [00:06<00:26, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  20%|#9        | 7.43M/37.4M [00:07<00:26, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  20%|##        | 7.56M/37.4M [00:07<00:26, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  21%|##        | 7.69M/37.4M [00:07<00:26, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  21%|##        | 7.82M/37.4M [00:07<00:26, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  21%|##1       | 7.95M/37.4M [00:07<00:26, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  22%|##1       | 8.08M/37.4M [00:07<00:26, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  22%|##1       | 8.21M/37.4M [00:07<00:25, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  22%|##2       | 8.34M/37.4M [00:07<00:25, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  23%|##2       | 8.47M/37.4M [00:07<00:25, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  23%|##3       | 8.60M/37.4M [00:08<00:25, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  23%|##3       | 8.73M/37.4M [00:08<00:25, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  24%|##3       | 8.86M/37.4M [00:08<00:25, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  24%|##4       | 8.99M/37.4M [00:08<00:25, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  24%|##4       | 9.12M/37.4M [00:08<00:25, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  25%|##4       | 9.25M/37.4M [00:08<00:25, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  25%|##5       | 9.38M/37.4M [00:08<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  25%|##5       | 9.51M/37.4M [00:08<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  26%|##5       | 9.64M/37.4M [00:08<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  26%|##6       | 9.77M/37.4M [00:09<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  26%|##6       | 9.90M/37.4M [00:09<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  27%|##6       | 10.0M/37.4M [00:09<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  27%|##7       | 10.2M/37.4M [00:09<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  28%|##7       | 10.3M/37.4M [00:09<00:24, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  28%|##7       | 10.4M/37.4M [00:09<00:23, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  28%|##8       | 10.6M/37.4M [00:09<00:23, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  29%|##8       | 10.7M/37.4M [00:09<00:23, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  29%|##8       | 10.8M/37.4M [00:10<00:23, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  29%|##9       | 10.9M/37.4M [00:10<00:23, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  30%|##9       | 11.1M/37.4M [00:10<00:22, 1.16MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  30%|##9       | 11.2M/37.4M [00:10<00:22, 1.16MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  30%|###       | 11.3M/37.4M [00:10<00:22, 1.15MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  31%|###       | 11.5M/37.4M [00:10<00:22, 1.14MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  31%|###1      | 11.6M/37.4M [00:10<00:22, 1.14MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  31%|###1      | 11.7M/37.4M [00:10<00:22, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  32%|###1      | 11.9M/37.4M [00:10<00:23, 1.09MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  32%|###2      | 12.0M/37.4M [00:11<00:23, 1.10MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  32%|###2      | 12.1M/37.4M [00:11<00:22, 1.11MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  33%|###2      | 12.2M/37.4M [00:11<00:22, 1.11MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  33%|###3      | 12.4M/37.4M [00:11<00:22, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  33%|###3      | 12.5M/37.4M [00:11<00:22, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  34%|###3      | 12.6M/37.4M [00:11<00:22, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  34%|###4      | 12.8M/37.4M [00:11<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  34%|###4      | 12.9M/37.4M [00:11<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  35%|###4      | 13.0M/37.4M [00:11<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  35%|###5      | 13.2M/37.4M [00:12<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  36%|###5      | 13.3M/37.4M [00:12<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  36%|###5      | 13.4M/37.4M [00:12<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  36%|###6      | 13.5M/37.4M [00:12<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  37%|###6      | 13.7M/37.4M [00:12<00:21, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  37%|###6      | 13.8M/37.4M [00:12<00:20, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  37%|###7      | 13.9M/37.4M [00:12<00:20, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  38%|###7      | 14.1M/37.4M [00:12<00:20, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  38%|###7      | 14.2M/37.4M [00:13<00:20, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  38%|###8      | 14.3M/37.4M [00:13<00:20, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  39%|###8      | 14.5M/37.4M [00:13<00:20, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  39%|###9      | 14.6M/37.4M [00:13<00:20, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  39%|###9      | 14.7M/37.4M [00:13<00:20, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  40%|###9      | 14.8M/37.4M [00:13<00:20, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  40%|####      | 15.0M/37.4M [00:13<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  40%|####      | 15.1M/37.4M [00:13<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  41%|####      | 15.2M/37.4M [00:13<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  41%|####1     | 15.4M/37.4M [00:14<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  41%|####1     | 15.5M/37.4M [00:14<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  42%|####1     | 15.6M/37.4M [00:14<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  42%|####2     | 15.8M/37.4M [00:14<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  42%|####2     | 15.9M/37.4M [00:14<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  43%|####2     | 16.0M/37.4M [00:14<00:19, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  43%|####3     | 16.1M/37.4M [00:14<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  44%|####3     | 16.3M/37.4M [00:14<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  44%|####3     | 16.4M/37.4M [00:14<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  44%|####4     | 16.5M/37.4M [00:15<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  45%|####4     | 16.7M/37.4M [00:15<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  45%|####4     | 16.8M/37.4M [00:15<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  45%|####5     | 16.9M/37.4M [00:15<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  46%|####5     | 17.1M/37.4M [00:15<00:18, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  46%|####5     | 17.2M/37.4M [00:15<00:17, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  46%|####6     | 17.3M/37.4M [00:15<00:17, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  47%|####6     | 17.4M/37.4M [00:15<00:17, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  47%|####7     | 17.6M/37.4M [00:16<00:17, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  47%|####7     | 17.7M/37.4M [00:16<00:17, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  48%|####7     | 17.8M/37.4M [00:16<00:17, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  48%|####8     | 18.0M/37.4M [00:16<00:17, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  48%|####8     | 18.1M/37.4M [00:16<00:17, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  49%|####8     | 18.2M/37.4M [00:16<00:17, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  49%|####9     | 18.4M/37.4M [00:16<00:16, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  49%|####9     | 18.5M/37.4M [00:16<00:16, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  50%|####9     | 18.6M/37.4M [00:16<00:16, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  50%|#####     | 18.7M/37.4M [00:17<00:16, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  50%|#####     | 18.9M/37.4M [00:17<00:16, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  51%|#####     | 19.0M/37.4M [00:17<00:16, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  51%|#####1    | 19.1M/37.4M [00:17<00:16, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  52%|#####1    | 19.3M/37.4M [00:17<00:16, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  52%|#####1    | 19.4M/37.4M [00:17<00:16, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  52%|#####2    | 19.5M/37.4M [00:17<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  53%|#####2    | 19.7M/37.4M [00:17<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  53%|#####2    | 19.8M/37.4M [00:17<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  53%|#####3    | 19.9M/37.4M [00:18<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  54%|#####3    | 20.0M/37.4M [00:18<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  54%|#####3    | 20.2M/37.4M [00:18<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  54%|#####4    | 20.3M/37.4M [00:18<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  55%|#####4    | 20.4M/37.4M [00:18<00:15, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  55%|#####5    | 20.6M/37.4M [00:18<00:14, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  55%|#####5    | 20.7M/37.4M [00:18<00:14, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  56%|#####5    | 20.8M/37.4M [00:18<00:14, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  56%|#####6    | 20.9M/37.4M [00:19<00:14, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  56%|#####6    | 21.1M/37.4M [00:19<00:14, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  57%|#####6    | 21.2M/37.4M [00:19<00:14, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  57%|#####7    | 21.3M/37.4M [00:19<00:14, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  57%|#####7    | 21.5M/37.4M [00:19<00:14, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  58%|#####7    | 21.6M/37.4M [00:19<00:14, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  58%|#####8    | 21.7M/37.4M [00:19<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  58%|#####8    | 21.9M/37.4M [00:19<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  59%|#####8    | 22.0M/37.4M [00:19<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  59%|#####9    | 22.1M/37.4M [00:20<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  60%|#####9    | 22.2M/37.4M [00:20<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  60%|#####9    | 22.4M/37.4M [00:20<00:13, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  60%|######    | 22.5M/37.4M [00:20<00:13, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  61%|######    | 22.6M/37.4M [00:20<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  61%|######    | 22.8M/37.4M [00:20<00:13, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  61%|######1   | 22.9M/37.4M [00:20<00:12, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  62%|######1   | 23.0M/37.4M [00:20<00:12, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  62%|######1   | 23.2M/37.4M [00:20<00:12, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  62%|######2   | 23.3M/37.4M [00:21<00:12, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  63%|######2   | 23.4M/37.4M [00:21<00:12, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  63%|######2   | 23.5M/37.4M [00:21<00:12, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  63%|######3   | 23.7M/37.4M [00:21<00:12, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  64%|######3   | 23.8M/37.4M [00:21<00:12, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  64%|######4   | 23.9M/37.4M [00:21<00:11, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  64%|######4   | 24.1M/37.4M [00:21<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  65%|######4   | 24.2M/37.4M [00:21<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  65%|######5   | 24.3M/37.4M [00:22<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  65%|######5   | 24.5M/37.4M [00:22<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  66%|######5   | 24.6M/37.4M [00:22<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  66%|######6   | 24.7M/37.4M [00:22<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  66%|######6   | 24.8M/37.4M [00:22<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  67%|######6   | 25.0M/37.4M [00:22<00:11, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  67%|######7   | 25.1M/37.4M [00:22<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  68%|######7   | 25.2M/37.4M [00:22<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  68%|######7   | 25.4M/37.4M [00:22<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  68%|######8   | 25.5M/37.4M [00:23<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  69%|######8   | 25.6M/37.4M [00:23<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  69%|######8   | 25.8M/37.4M [00:23<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  69%|######9   | 25.9M/37.4M [00:23<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  70%|######9   | 26.0M/37.4M [00:23<00:10, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  70%|######9   | 26.1M/37.4M [00:23<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  70%|#######   | 26.3M/37.4M [00:23<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  71%|#######   | 26.4M/37.4M [00:23<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  71%|#######   | 26.5M/37.4M [00:24<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  71%|#######1  | 26.7M/37.4M [00:24<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  72%|#######1  | 26.8M/37.4M [00:24<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  72%|#######2  | 26.9M/37.4M [00:24<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  72%|#######2  | 27.1M/37.4M [00:24<00:09, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  73%|#######2  | 27.2M/37.4M [00:24<00:09, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  73%|#######3  | 27.3M/37.4M [00:24<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  73%|#######3  | 27.4M/37.4M [00:24<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  74%|#######3  | 27.6M/37.4M [00:24<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  74%|#######4  | 27.7M/37.4M [00:25<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  74%|#######4  | 27.8M/37.4M [00:25<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  75%|#######4  | 28.0M/37.4M [00:25<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  75%|#######5  | 28.1M/37.4M [00:25<00:08, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  76%|#######5  | 28.2M/37.4M [00:25<00:08, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  76%|#######5  | 28.4M/37.4M [00:25<00:08, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  76%|#######6  | 28.5M/37.4M [00:25<00:07, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  77%|#######6  | 28.6M/37.4M [00:25<00:07, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  77%|#######6  | 28.7M/37.4M [00:25<00:07, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  77%|#######7  | 28.9M/37.4M [00:26<00:07, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  78%|#######7  | 29.0M/37.4M [00:26<00:07, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  78%|#######7  | 29.1M/37.4M [00:26<00:07, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  78%|#######8  | 29.3M/37.4M [00:26<00:07, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  79%|#######8  | 29.4M/37.4M [00:26<00:07, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  79%|#######8  | 29.5M/37.4M [00:26<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  79%|#######9  | 29.7M/37.4M [00:26<00:06, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  80%|#######9  | 29.8M/37.4M [00:26<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  80%|########  | 29.9M/37.4M [00:27<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  80%|########  | 30.0M/37.4M [00:27<00:06, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  81%|########  | 30.2M/37.4M [00:27<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  81%|########1 | 30.3M/37.4M [00:27<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  81%|########1 | 30.4M/37.4M [00:27<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  82%|########1 | 30.6M/37.4M [00:27<00:06, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  82%|########2 | 30.7M/37.4M [00:27<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  82%|########2 | 30.8M/37.4M [00:27<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  83%|########2 | 31.0M/37.4M [00:27<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  83%|########3 | 31.1M/37.4M [00:28<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  84%|########3 | 31.2M/37.4M [00:28<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  84%|########3 | 31.4M/37.4M [00:28<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  84%|########4 | 31.5M/37.4M [00:28<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  85%|########4 | 31.6M/37.4M [00:28<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  85%|########4 | 31.7M/37.4M [00:28<00:05, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  85%|########5 | 31.9M/37.4M [00:28<00:04, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  86%|########5 | 32.0M/37.4M [00:28<00:04, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  86%|########5 | 32.1M/37.4M [00:28<00:04, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  86%|########6 | 32.3M/37.4M [00:29<00:04, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  87%|########6 | 32.4M/37.4M [00:29<00:04, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  87%|########7 | 32.5M/37.4M [00:29<00:04, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  87%|########7 | 32.7M/37.4M [00:29<00:04, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  88%|########7 | 32.8M/37.4M [00:29<00:04, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  88%|########8 | 32.9M/37.4M [00:29<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  88%|########8 | 33.0M/37.4M [00:29<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  89%|########8 | 33.2M/37.4M [00:29<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  89%|########9 | 33.3M/37.4M [00:30<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  89%|########9 | 33.4M/37.4M [00:30<00:03, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  90%|########9 | 33.6M/37.4M [00:30<00:03, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  90%|######### | 33.7M/37.4M [00:30<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  91%|######### | 33.8M/37.4M [00:30<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  91%|######### | 34.0M/37.4M [00:30<00:03, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  91%|#########1| 34.1M/37.4M [00:30<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  92%|#########1| 34.2M/37.4M [00:30<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  92%|#########1| 34.4M/37.4M [00:30<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  92%|#########2| 34.5M/37.4M [00:31<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  93%|#########2| 34.6M/37.4M [00:31<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  93%|#########2| 34.7M/37.4M [00:31<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  93%|#########3| 34.9M/37.4M [00:31<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  94%|#########3| 35.0M/37.4M [00:31<00:02, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  94%|#########3| 35.1M/37.4M [00:31<00:01, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  94%|#########4| 35.3M/37.4M [00:31<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  95%|#########4| 35.4M/37.4M [00:31<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  95%|#########5| 35.5M/37.4M [00:31<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  95%|#########5| 35.7M/37.4M [00:32<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  96%|#########5| 35.8M/37.4M [00:32<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  96%|#########6| 35.9M/37.4M [00:32<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  96%|#########6| 36.0M/37.4M [00:32<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  97%|#########6| 36.2M/37.4M [00:32<00:01, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  97%|#########7| 36.3M/37.4M [00:32<00:00, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  97%|#########7| 36.4M/37.4M [00:32<00:00, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  98%|#########7| 36.6M/37.4M [00:32<00:00, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  98%|#########8| 36.7M/37.4M [00:33<00:00, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  99%|#########8| 36.8M/37.4M [00:33<00:00, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  99%|#########8| 37.0M/37.4M [00:33<00:00, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits:  99%|#########9| 37.1M/37.4M [00:33<00:00, 1.13MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits: 100%|#########9| 37.2M/37.4M [00:33<00:00, 1.12MB/s]

solo_L2_eui-fsi174-image_20210201T004512228_V02.fits: 100%|#########9| 37.3M/37.4M [00:33<00:00, 1.12MB/s]

Files Downloaded: 100%|##########| 1/1 [00:34<00:00, 34.15s/file]
Files Downloaded: 100%|##########| 1/1 [00:34<00:00, 34.15s/file]
['/home/docs/sunpy/data/solo_L2_eui-fsi174-image_20210201T004512228_V02.fits']

Next we’ll search for an AIA map. Because sunpy.net.Fido provides a single interface for searching different data sources, the code is very similar to the code used earlier to get an EUI map.

instrument = Instrument('AIA')
# The third argument here tells sunpy to find a single map closest to that date
time = Time('2021-02-01', '2021-02-02', eui_map.date)
wavelength = Wavelength(171*u.Angstrom)

result = Fido.search(instrument, time, wavelength)
print(result)

files = Fido.fetch(result[0, 0])
print(files)

Out:

Results from 1 Provider:

1 Results from the VSOClient:
Source: http://vso.stanford.edu/cgi-bin/search

       Start Time       ...
                        ...
----------------------- ...
2021-02-01 00:45:21.000 ...

Files Downloaded:   0%|          | 0/1 [00:00<?, ?file/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:   0%|          | 0.00/11.6M [00:00<?, ?B/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:   0%|          | 100/11.6M [00:00<23:41:17, 136B/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:   3%|3         | 362k/11.6M [00:00<00:19, 588kB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  11%|#         | 1.26M/11.6M [00:00<00:04, 2.18MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  20%|#9        | 2.28M/11.6M [00:01<00:02, 3.85MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  28%|##8       | 3.30M/11.6M [00:01<00:01, 5.30MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  37%|###7      | 4.33M/11.6M [00:01<00:01, 6.49MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  46%|####6     | 5.35M/11.6M [00:01<00:00, 7.37MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  55%|#####4    | 6.38M/11.6M [00:01<00:00, 8.06MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  64%|######3   | 7.40M/11.6M [00:01<00:00, 8.64MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  73%|#######2  | 8.47M/11.6M [00:01<00:00, 9.21MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  82%|########2 | 9.57M/11.6M [00:01<00:00, 9.72MB/s]

aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits:  92%|#########1| 10.7M/11.6M [00:01<00:00, 10.1MB/s]

Files Downloaded: 100%|##########| 1/1 [00:12<00:00, 12.22s/file]
Files Downloaded: 100%|##########| 1/1 [00:12<00:00, 12.22s/file]
['/home/docs/sunpy/data/aia_lev1_171a_2021_02_01t00_45_21_35z_image_lev1.fits']

Now we’ll load the downloaded AIA file into a sunpy map, normalise the data to the exposure time, apply an emperical correction factor

aia_map = sunpy.map.Map(files[0])
aia_map = aiapy.calibrate.normalize_exposure(aia_map)
# This is an empirical correction factor to make the two maps have equal
# histograms in quiet Sun regions
aia_map = sunpy.map.Map(aia_map.data * 126 / 98, aia_map.meta)
aia_map.meta['rsun_ref'] = sunpy.sun.constants.radius.to_value(u.m)

Plot the maps side by side.

fig = plt.figure()
ax = fig.add_subplot(121, projection=eui_map)
eui_map.plot(axes=ax, norm=aia_map.plot_settings['norm'], vmin=0)
ax = fig.add_subplot(122, projection=aia_map)
aia_map.plot(axes=ax, vmin=0)

$FSI $174 \; \mathrm{\mathring{A}}$ 2021-02-01 00:45:17, AIA $171 \; \mathrm{\mathring{A}}$ 2021-02-01 00:45:21$

Out:

<matplotlib.image.AxesImage object at 0x7f25b086f970>

Next we will reproject both maps on to a Carrington frame of reference. To do this we start by creating a FITS world coordinat system (WCS) header corresponding to the output coordinate frame.

# This is set deliberately low, and (at the cost of memory and processing time)
# can be increased to increase the output resolution
shape_out = (360, 720)
ref_coord_observer = HeliographicStonyhurst(0*u.deg, 0*u.deg, sunpy.sun.constants.radius,
                                            obstime=eui_map.date)
ref_coord = HeliographicCarrington(0*u.deg, 0*u.deg, sunpy.sun.constants.radius,
                                   obstime=eui_map.date,
                                   observer=ref_coord_observer)

header = sunpy.map.make_fitswcs_header(shape_out, ref_coord,
                                       scale=[180 / shape_out[0],
                                              360 / shape_out[1]] * u.deg / u.pix,
                                       projection_code="CAR")
out_wcs = WCS(header)

Next we reproject and add together the two maps

array, footprint = reproject_and_coadd([eui_map, aia_map], out_wcs, shape_out,
                                       reproject_function=reproject_interp)

outmap = sunpy.map.Map((array, header))
outmap.plot_settings = aia_map.plot_settings

Finally, we’ll plot the reprojected map.

fig = plt.figure()
ax = fig.add_subplot(projection=outmap)
outmap.plot(axes=ax)
plt.show()

Total running time of the script: ( 1 minutes 2.703 seconds)

Gallery generated by Sphinx-Gallery