SunPy Demo RHESSI Workshop 13

Author: Steven Christe

Email: [email protected]

What is SunPy?

A community-developed, free and open-source solar data analysis environment for Python.

SunPy is built upon foundational libraries which enable scientific computing in Python which includes

and also (increasingly)

This ipython notebook file can be found at

or can be viewed (if you don't have ipython installed) here

Setting up the notebook for inline plots

In [1]:
%matplotlib inline
In [2]:
import numpy as np
In [3]:
import matplotlib.pyplot as plt
In [4]:
import sunpy
In [5]:
sunpy.system_info()
==========================================================
 SunPy Installation Information

==========================================================

###########
 General
###########
Time : Friday, 04. April 2014 07:22AM UT
System : Darwin
Processor : i386
Arch : 64bit
SunPy : 0.3.2
SunPy_git : v0.3.1-878-g5d3d14a
OS: Mac OS X 10.9.2 (i386)


###########
 Required Libraries 
###########
Python: 2.7.6
NumPy: 1.8.1
SciPy: 0.13.3
matplotlib: 1.3.1
Astropy: 0.3
Pandas: 0.13.1


###########
 Recommended Libraries 
###########
beautifulsoup: 4.3.1
PyQt: 4.9.4
SUDS: 0.4
Sqlalchemy: 0.8.3
Requests: 1.2.3
/Users/schriste/anaconda/lib/python2.7/site-packages/pytz/__init__.py:29: UserWarning: Module _imaging was already imported from /Users/schriste/anaconda/lib/python2.7/site-packages/PIL/_imaging.so, but /Users/schriste/.local/lib/python2.7/site-packages is being added to sys.path
  from pkg_resources import resource_stream

1. Solar Images in SunPy

SunPy has a Map type that supports 2D images, it makes it simple to read data in from any filetype supported in sunpy.io which is currently FITS, JPEG2000 and ANA files. You can also create maps from any (data, metadata) pair.

SunPy contains a few test data files, under the sunpy namespace:

  • sunpy.AIA_171_IMAGE
  • sunpy.CALLISTO_IMAGE
  • sunpy.EIT_195_IMAGE
  • sunpy.RHESSI_EVENT_LIST
  • sunpy.RHESSI_IMAGE

These are all just links to FITS files contained in the SunPy distribution.

In [6]:
print sunpy.AIA_171_IMAGE
/Users/schriste/Dropbox/Developer/python/sunpy/sunpy/data/sample/AIA20110319_105400_0171.fits
In [7]:
import sunpy.map

aiamap = sunpy.map.Map(sunpy.AIA_171_IMAGE)
aiamap
Out[7]:
SunPy AIAMap
---------
Observatory:	 SDO
Instrument:	 AIA_3
Detector:	 AIA
Measurement:	 171
Obs Date:	 2011-03-19T10:54:00.34
dt:		 1.999601
Dimension:	 [1024, 1024]
[dx, dy] =	 [2.400000, 2.400000]

array([[ 0.3125, -0.0625, -0.125 , ...,  0.625 , -0.625 ,  0.    ],
       [ 1.    ,  0.1875, -0.8125, ...,  0.625 , -0.625 ,  0.    ],
       [-1.1875,  0.375 , -0.5   , ..., -0.125 , -0.625 , -1.1875],
       ..., 
       [-0.625 ,  0.0625, -0.3125, ...,  0.125 ,  0.125 ,  0.125 ],
       [ 0.5625,  0.0625,  0.5625, ..., -0.0625, -0.0625,  0.    ],
       [ 0.5   , -0.125 ,  0.4375, ...,  0.6875,  0.6875,  0.6875]])

Maps contain both the image data and the metadata associated with the image, this metadata currently does not deviate much from the standard FITS WCS keywords, but presented in a instrument-independant manner.

Documentation on the Map Object

The data (stored in a numpy array)

In [8]:
aiamap.data
Out[8]:
array([[ 0.3125, -0.0625, -0.125 , ...,  0.625 , -0.625 ,  0.    ],
       [ 1.    ,  0.1875, -0.8125, ...,  0.625 , -0.625 ,  0.    ],
       [-1.1875,  0.375 , -0.5   , ..., -0.125 , -0.625 , -1.1875],
       ..., 
       [-0.625 ,  0.0625, -0.3125, ...,  0.125 ,  0.125 ,  0.125 ],
       [ 0.5625,  0.0625,  0.5625, ..., -0.0625, -0.0625,  0.    ],
       [ 0.5   , -0.125 ,  0.4375, ...,  0.6875,  0.6875,  0.6875]])
In [9]:
aiamap.data.max()
Out[9]:
9429.125

The standard deviation

In [10]:
aiamap.data.std()
Out[10]:
292.43424704678557
In [11]:
aiamap.data.min()
Out[11]:
-2.0

The original metadata (stored in a dictionary)

In [12]:
aiamap.meta
Out[12]:
MapMeta([('dsun_obs', 148940609626.98), ('t_obs', '2011-03-19T10:54:01.34Z'), ('tobsepoc', '1977.01.01_00:00:00_TAI'), ('simple', True), ('datavals', 16777216), ('aimgshen', 4), ('aiagp2', 0), ('aiftsid', 40960), ('comment', "FITS (Flexible Image Transport System) format is defined in 'Astronomy  and Astrophysics', volume 376, page 359; bibcode: 2001A&A...376..359H"), ('aihis348', 8388262), ('roi_llx2', -2147483648), ('extend', True), ('aivnmst', 453), ('aicfgdl4', 236), ('crlt_obs', -7.064078), ('aicfgdl1', 0), ('aicfgdl2', 137), ('aicfgdl3', 201), ('totvals', 16777216), ('acs_mode', 'SCIENCE'), ('isppktvn', '001.197'), ('aimshobe', 26.076), ('aimshobc', 41.099998), ('aihis860', 8388603), ('r_sun', 1608.94397), ('orb_rec', 'sdo.fds_orbit_vectors[2011.03.19_10:54:00_UTC]'), ('fid', 0), ('wave_str', '171_THIN'), ('aecdelay', 1540), ('int_time', 2.273438), ('aimshcbc', 2040.791992), ('crval1', 0.0), ('lvl_num', 1.5), ('acs_safe', 'NO'), ('aimshcbe', 2025.864014), ('aifoenfl', 1), ('y0_lf', 'nan'), ('aifdbid', 241), ('ctype2', 'HPLT-TAN'), ('ctype1', 'HPLN-TAN'), ('exptime', 1.999601), ('quallev0', 0), ('obs_vn', 2177.6711), ('aiasen', 0), ('aifcps', 10), ('cdelt1', 2.4), ('cdelt2', 2.4), ('rsun_ref', 696000000.0), ('naxis', 2), ('date-obs', '2011-03-19T10:54:00.34'), ('rsun_lf', 'nan'), ('aistate', 'CLOSED'), ('obs_vw', 30775.731671), ('datamean', 236.57), ('datarms', 294.02), ('obs_vr', -2132.568376), ('rsun_obs', 963.879683), ('aiawvlen', 7), ('instrume', 'AIA_3'), ('camera', 3), ('blank', -2147483648), ('oscnrms', 'nan'), ('oscnmean', 'nan'), ('aimgots', 1679223275), ('roi_llx1', -2147483648), ('naxis1', 1024), ('naxis2', 1024), ('datakurt', 49.56), ('aifiltyp', 0), ('acs_eclp', 'NO'), ('agt1svy', 18), ('roi_nwin', -2147483648), ('agt1svz', 10), ('aiaecenf', 1), ('checksum', 'J7qAL7o6J7oAJ7o5'), ('inst_rot', 0.102488), ('percentd', 100.0), ('acs_cgt', 'GT3'), ('bitpix', 32), ('asd_rec', 'sdo.lev0_asd_0004[:#8948067]'), ('aimgfsn', 5), ('quality', 1073741824), ('roi_sum', -2147483648), ('dataskew', 4.63), ('mpo_rec', 'sdo.master_pointing[:#116]'), ('roi_nax2', -2147483648), ('fsn', 22642033), ('roi_nax1', -2147483648), ('dsun_ref', 149597870691.0), ('aihismxb', 7), ('expsdev', 0.00016), ('aiahfsn', 22642025), ('car_rot', 2108), ('gciec_y', 'nan'), ('gciec_x', 'nan'), ('gciec_z', 'nan'), ('aimgtyp', 0), ('datasum', '3958014355'), ('cunit1', 'arcsec'), ('asqtnum', 2), ('cunit2', 'arcsec'), ('crln_obs', 315.285065), ('origin', 'SDO/JSOC-SDP'), ('roi_nay2', -2147483648), ('aihis604', 8388597), ('agt3svz', 0), ('datamin', -7), ('imscl_mp', 0.599076), ('aifrmlid', 3024), ('crval2', 0.0), ('crpix1', 512.5), ('crpix2', 512.5), ('sat_z0', 14.820671), ('telescop', 'SDO/AIA'), ('wavelnth', 171), ('isppktim', '2011-03-19T10:53:57.50Z'), ('keycomments', {'DATASUM': 'data unit checksum updated 2011-03-19T11:08:18', 'EXTEND': 'FITS dataset may contain extensions', 'NAXIS1': 'length of data axis 1', 'CHECKSUM': 'HDU checksum updated 2011-03-19T11:08:18', 'NAXIS2': 'length of data axis 2', 'NAXIS': 'number of data axes', 'SIMPLE': 'file does conform to FITS standard', 'BITPIX': 'number of bits per data pixel'}), ('datamax', 16228), ('asqfsn', 22642033), ('y0_mp', 2046.589966), ('roi_nay1', -2147483648), ('aimgshce', 2000), ('aimgotss', 5339), ('agt3svy', 2), ('aecmode', 'ON'), ('date', '2011-03-19T11:08:25'), ('aihis192', 8381297), ('img_type', 'LIGHT'), ('aiagp8', 393), ('aiagp9', 457), ('aimshcte', 2068.676025), ('aiagp5', 0), ('aiagp6', 0), ('aiagp7', 0), ('aiagp1', 0), ('aimshctc', 2054.875977), ('aiagp3', 0), ('sat_rot', -8.8e-05), ('agt4svz', 0), ('crota2', 0.0), ('aiftswth', 0), ('agt4svy', 14), ('x0_lf', 'nan'), ('recnum', 76202), ('aifwen', 204), ('hciec_z', 'nan'), ('aiagp10', 748), ('hciec_x', 'nan'), ('hciec_y', 'nan'), ('datamedn', 192), ('missvals', 0), ('aiaecti', 0), ('tobsstep', 90.0), ('asqhdr', 2170125681), ('acs_sunp', 'YES'), ('history', ''), ('waveunit', 'angstrom'), ('flat_rec', 'aia.flatfield[:#7]'), ('bzero', 0.0), ('roi_lly2', -2147483648), ('x0_mp', 2052.399902), ('roi_lly1', -2147483648), ('aiagp4', 0), ('aimshotc', 55.312), ('agt2svy', 10), ('aimshote', 69.316002), ('agt2svz', 8), ('ispsname', 'aia.lev0_isp_0011'), ('bscale', 0.0625), ('aectype', 0), ('sat_y0', -0.365593), ('detector', 'AIA')])
In [13]:
aiamap.meta.keys()
Out[13]:
['dsun_obs',
 't_obs',
 'tobsepoc',
 'simple',
 'datavals',
 'aimgshen',
 'aiagp2',
 'aiftsid',
 'comment',
 'aihis348',
 'roi_llx2',
 'extend',
 'aivnmst',
 'aicfgdl4',
 'crlt_obs',
 'aicfgdl1',
 'aicfgdl2',
 'aicfgdl3',
 'totvals',
 'acs_mode',
 'isppktvn',
 'aimshobe',
 'aimshobc',
 'aihis860',
 'r_sun',
 'orb_rec',
 'fid',
 'wave_str',
 'aecdelay',
 'int_time',
 'aimshcbc',
 'crval1',
 'lvl_num',
 'acs_safe',
 'aimshcbe',
 'aifoenfl',
 'y0_lf',
 'aifdbid',
 'ctype2',
 'ctype1',
 'exptime',
 'quallev0',
 'obs_vn',
 'aiasen',
 'aifcps',
 'cdelt1',
 'cdelt2',
 'rsun_ref',
 'naxis',
 'date-obs',
 'rsun_lf',
 'aistate',
 'obs_vw',
 'datamean',
 'datarms',
 'obs_vr',
 'rsun_obs',
 'aiawvlen',
 'instrume',
 'camera',
 'blank',
 'oscnrms',
 'oscnmean',
 'aimgots',
 'roi_llx1',
 'naxis1',
 'naxis2',
 'datakurt',
 'aifiltyp',
 'acs_eclp',
 'agt1svy',
 'roi_nwin',
 'agt1svz',
 'aiaecenf',
 'checksum',
 'inst_rot',
 'percentd',
 'acs_cgt',
 'bitpix',
 'asd_rec',
 'aimgfsn',
 'quality',
 'roi_sum',
 'dataskew',
 'mpo_rec',
 'roi_nax2',
 'fsn',
 'roi_nax1',
 'dsun_ref',
 'aihismxb',
 'expsdev',
 'aiahfsn',
 'car_rot',
 'gciec_y',
 'gciec_x',
 'gciec_z',
 'aimgtyp',
 'datasum',
 'cunit1',
 'asqtnum',
 'cunit2',
 'crln_obs',
 'origin',
 'roi_nay2',
 'aihis604',
 'agt3svz',
 'datamin',
 'imscl_mp',
 'aifrmlid',
 'crval2',
 'crpix1',
 'crpix2',
 'sat_z0',
 'telescop',
 'wavelnth',
 'isppktim',
 'keycomments',
 'datamax',
 'asqfsn',
 'y0_mp',
 'roi_nay1',
 'aimgshce',
 'aimgotss',
 'agt3svy',
 'aecmode',
 'date',
 'aihis192',
 'img_type',
 'aiagp8',
 'aiagp9',
 'aimshcte',
 'aiagp5',
 'aiagp6',
 'aiagp7',
 'aiagp1',
 'aimshctc',
 'aiagp3',
 'sat_rot',
 'agt4svz',
 'crota2',
 'aiftswth',
 'agt4svy',
 'x0_lf',
 'recnum',
 'aifwen',
 'hciec_z',
 'aiagp10',
 'hciec_x',
 'hciec_y',
 'datamedn',
 'missvals',
 'aiaecti',
 'tobsstep',
 'asqhdr',
 'acs_sunp',
 'history',
 'waveunit',
 'flat_rec',
 'bzero',
 'roi_lly2',
 'x0_mp',
 'roi_lly1',
 'aiagp4',
 'aimshotc',
 'agt2svy',
 'aimshote',
 'agt2svz',
 'ispsname',
 'bscale',
 'aectype',
 'sat_y0',
 'detector']
In [14]:
aiamap.meta.get('rsun_obs')
Out[14]:
963.879683

We also provide quick access to some key metadata values as object variables

In [15]:
print(aiamap.date, aiamap.coordinate_system, aiamap.detector, aiamap.dsun)
('2011-03-19T10:54:00.34', {'y': 'HPLT-TAN', 'x': 'HPLN-TAN'}, 'AIA', 148940609626.98)

The properties of the map provide a standard way of reading meta data. For instance the pixel scale can be accessed with the .scale attribute:

In [16]:
aiamap.scale
Out[16]:
{'x': 2.4, 'y': 2.4}
In [17]:
aiamap.yrange
Out[17]:
[-1228.8, 1228.8]
In [18]:
aiamap.xrange
Out[18]:
[-1228.8, 1228.8]

Map provides some useful functions such as

  • submap
  • plotting
  • resampling

Playing with a map

In [19]:
aiasub = aiamap.submap([-250,50],[-550,-250])
In [20]:
aiasub.xrange, aiasub.yrange
Out[20]:
([-249.59999999999999, 50.400000000000006],
 [-549.60000000000002, -249.60000000000002])
In [21]:
fig, ax = plt.subplots(1, figsize=(7,7))
im = aiasub.plot(axes=ax, vmin=100, vmax=aiasub.data.max())
ax = aiasub.draw_grid(grid_spacing=5)
cbar = plt.colorbar()

Composite Maps

Composite maps inherits from genericMap and can handle multiple maps and lets you plot them together.

In [22]:
compmap = sunpy.map.Map(sunpy.AIA_171_IMAGE, sunpy.RHESSI_IMAGE, composite=True)
In [23]:
levels = np.arange(0,50,5)
print(levels)
compmap.set_levels(1, levels, percent=True)
compmap.set_alpha(1,0.5)
compmap.set_colors(1, 'Reds_r')
[ 0  5 10 15 20 25 30 35 40 45]
In [24]:
ax = plt.subplot()
compmap.plot()
ax.axis([200, 600, -600, -200])
plt.show()

Spectrograms

In [25]:
from sunpy.spectra.sources.callisto import CallistoSpectrogram
tstart, tend = "2011-06-07T06:00:00", "2011-06-07T07:45:00"
callisto = CallistoSpectrogram.from_range("BIR", tstart, tend)
In [26]:
callisto.peek(vmin = 0)
Out[26]:
<matplotlib.axes.AxesSubplot at 0x112f440d0>
In [27]:
callisto_nobg = callisto.subtract_bg()
In [28]:
callisto_nobg.peek(vmin = 0)
Out[28]:
<matplotlib.axes.AxesSubplot at 0x1129c0250>
In [29]:
callisto_nobg.peek(vmin = 0, vmax = 40)
Out[29]:
<matplotlib.axes.AxesSubplot at 0x11299ac10>
In [30]:
callisto.data
Out[30]:
array([[117, 117, 117, ..., 117, 116, 117],
       [117, 116, 117, ..., 116, 116, 116],
       [117, 116, 116, ..., 116, 116, 116],
       ..., 
       [128, 128, 128, ..., 125, 124, 126],
       [127, 128, 127, ..., 123, 123, 125],
       [145, 146, 142, ..., 143, 137, 140]], dtype=uint8)

Lightcurves

In [31]:
import sunpy.lightcurve
evelc = sunpy.lightcurve.EVELightCurve.create('2014/01/01')
/Users/schriste/Dropbox/Developer/python/sunpy/sunpy/lightcurve/lightcurve.py:223: RuntimeWarning: Using existing file rather than downloading, use overwrite=True to override.
  warnings.warn("Using existing file rather than downloading, use overwrite=True to override.", RuntimeWarning)
In [32]:
evelc.data
Out[32]:
XRS-B proxy XRS-A proxy SEM proxy 0.1-7ESPquad 17.1ESP 25.7ESP 30.4ESP 36.6ESP darkESP 121.6MEGS-P darkMEGS-P q0ESP q1ESP q2ESP q3ESP CMLat CMLon x_cool proxy oldXRSB proxy
HHMM
2014-01-01 00:00:00 0.000006 0.000000 0.000858 0.00196 0.000904 0.000547 0.000958 -1.000000 49.4 -1 39.2 0.334 0.157 0.351 0.158 -28.9 -0.9 2320 0.000005
2014-01-01 00:01:00 0.000006 0.000000 0.000858 0.00195 0.000904 0.000547 0.000959 -1.000000 49.4 -1 39.2 0.334 0.157 0.351 0.158 -28.8 -0.9 2320 0.000005
2014-01-01 00:02:00 0.000006 0.000000 0.000857 0.00195 0.000903 0.000547 0.000957 -1.000000 49.4 -1 39.2 0.334 0.157 0.350 0.158 -28.7 -1.2 2320 0.000005
2014-01-01 00:03:00 0.000006 0.000000 0.000857 0.00195 0.000903 0.000547 0.000956 -1.000000 49.4 -1 39.2 0.334 0.157 0.351 0.158 -28.8 -1.0 2330 0.000005
2014-01-01 00:04:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000547 0.000955 -1.000000 49.4 -1 39.2 0.334 0.157 0.351 0.158 -28.7 -1.0 2330 0.000005
2014-01-01 00:05:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000547 0.000955 -1.000000 49.5 -1 39.2 0.335 0.157 0.350 0.158 -28.8 -1.3 2330 0.000005
2014-01-01 00:06:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000546 0.000955 -1.000000 49.5 -1 39.2 0.334 0.158 0.351 0.158 -28.8 -1.3 2330 0.000005
2014-01-01 00:07:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000546 0.000955 -1.000000 49.5 -1 39.2 0.334 0.158 0.350 0.158 -28.7 -1.3 2330 0.000005
2014-01-01 00:08:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000546 0.000956 -1.000000 49.5 -1 39.2 0.335 0.158 0.350 0.158 -28.7 -1.8 2330 0.000005
2014-01-01 00:09:00 0.000006 0.000000 0.000857 0.00195 0.000904 0.000546 0.000956 -1.000000 49.5 -1 39.2 0.335 0.158 0.349 0.158 -28.7 -2.0 2330 0.000005
2014-01-01 00:10:00 0.000006 0.000000 0.000857 0.00196 0.000904 0.000546 0.000956 -1.000000 49.5 -1 39.2 0.335 0.159 0.349 0.158 -28.6 -2.1 2340 0.000005
2014-01-01 00:11:00 0.000006 0.000000 0.000856 0.00197 0.000903 0.000546 0.000956 -1.000000 49.5 -1 39.2 0.335 0.159 0.349 0.158 -28.6 -2.4 2340 0.000005
2014-01-01 00:12:00 0.000006 0.000000 0.000856 0.00199 0.000903 0.000546 0.000955 0.000445 49.5 -1 39.2 0.336 0.159 0.348 0.157 -28.6 -3.0 2340 0.000005
2014-01-01 00:13:00 0.000006 0.000000 0.000855 0.00203 0.000903 0.000546 0.000954 0.007550 49.5 -1 39.3 0.338 0.160 0.345 0.156 -28.6 -4.7 2340 0.000006
2014-01-01 00:14:00 0.000006 0.000000 0.000855 0.00208 0.000903 0.000546 0.000954 0.013800 49.5 -1 39.3 0.341 0.161 0.343 0.156 -28.5 -6.7 2340 0.000006
2014-01-01 00:15:00 0.000007 0.000000 0.000855 0.00212 0.000904 0.000545 0.000954 0.242000 49.5 -1 39.3 0.341 0.162 0.342 0.155 -28.5 -7.6 2340 0.000006
2014-01-01 00:16:00 0.000007 0.000001 0.000855 0.00215 0.000904 0.000545 0.000954 0.537000 49.5 -1 39.2 0.342 0.163 0.340 0.155 -28.3 -8.3 2350 0.000006
2014-01-01 00:17:00 0.000007 0.000001 0.000855 0.00217 0.000904 0.000545 0.000954 0.597000 49.6 -1 39.2 0.343 0.164 0.338 0.155 -28.2 -9.5 2350 0.000006
2014-01-01 00:18:00 0.000007 0.000001 0.000856 0.00218 0.000904 0.000545 0.000956 0.998000 49.6 -1 39.2 0.343 0.165 0.337 0.155 -28.0 -10.1 2350 0.000006
2014-01-01 00:19:00 0.000007 0.000001 0.000857 0.00217 0.000905 0.000545 0.000957 0.934000 49.6 -1 39.3 0.343 0.165 0.336 0.155 -27.9 -10.3 2350 0.000006
2014-01-01 00:20:00 0.000007 0.000001 0.000857 0.00217 0.000905 0.000545 0.000956 0.870000 49.6 -1 39.3 0.343 0.166 0.336 0.155 -27.9 -10.6 2350 0.000006
2014-01-01 00:21:00 0.000007 0.000001 0.000856 0.00216 0.000905 0.000545 0.000955 0.808000 49.6 -1 39.3 0.343 0.165 0.337 0.155 -27.9 -10.2 2350 0.000006
2014-01-01 00:22:00 0.000007 0.000001 0.000855 0.00217 0.000905 0.000545 0.000953 0.746000 49.6 -1 39.3 0.343 0.165 0.337 0.155 -27.9 -10.2 2360 0.000006
2014-01-01 00:23:00 0.000007 0.000001 0.000855 0.00217 0.000905 0.000546 0.000953 0.687000 49.6 -1 39.3 0.343 0.165 0.337 0.155 -27.9 -10.2 2360 0.000006
2014-01-01 00:24:00 0.000007 0.000001 0.000855 0.00216 0.000906 0.000546 0.000953 0.629000 49.6 -1 39.2 0.343 0.165 0.337 0.155 -28.0 -10.2 2360 0.000006
2014-01-01 00:25:00 0.000007 0.000001 0.000856 0.00216 0.000906 0.000547 0.000954 0.574000 49.6 -1 39.2 0.344 0.165 0.336 0.155 -28.0 -10.5 2360 0.000006
2014-01-01 00:26:00 0.000007 0.000001 0.000856 0.00217 0.000906 0.000547 0.000954 0.520000 49.5 -1 39.3 0.343 0.165 0.336 0.155 -27.9 -10.5 2360 0.000006
2014-01-01 00:27:00 0.000007 0.000001 0.000856 0.00218 0.000906 0.000547 0.000955 0.470000 49.5 -1 39.3 0.343 0.165 0.337 0.155 -28.0 -10.2 2370 0.000006
2014-01-01 00:28:00 0.000007 0.000001 0.000856 0.00218 0.000906 0.000547 0.000955 0.421000 49.5 -1 39.3 0.343 0.165 0.337 0.155 -28.0 -10.3 2370 0.000006
2014-01-01 00:29:00 0.000007 0.000001 0.000856 0.00219 0.000906 0.000548 0.000954 0.376000 49.5 -1 39.3 0.343 0.165 0.338 0.154 -28.1 -10.2 2370 0.000006
2014-01-01 00:30:00 0.000007 0.000001 0.000856 0.00220 0.000906 0.000548 0.000954 0.332000 49.6 -1 39.3 0.344 0.165 0.337 0.154 -28.2 -10.4 2370 0.000006
2014-01-01 00:31:00 0.000007 0.000001 0.000856 0.00221 0.000906 0.000548 0.000954 0.292000 49.6 -1 39.3 0.345 0.164 0.337 0.154 -28.3 -10.6 2370 0.000006
2014-01-01 00:32:00 0.000007 0.000001 0.000856 0.00222 0.000906 0.000548 0.000953 0.254000 49.5 -1 39.3 0.345 0.164 0.338 0.154 -28.4 -10.6 2370 0.000006
2014-01-01 00:33:00 0.000007 0.000001 0.000856 0.00224 0.000906 0.000549 0.000953 0.219000 49.5 -1 39.3 0.346 0.164 0.338 0.153 -28.5 -10.9 2380 0.000007
2014-01-01 00:34:00 0.000007 0.000001 0.000855 0.00226 0.000906 0.000549 0.000953 0.186000 49.5 -1 39.3 0.347 0.164 0.337 0.152 -28.6 -12.0 2380 0.000007
2014-01-01 00:35:00 0.000007 0.000001 0.000856 0.00229 0.000906 0.000549 0.000954 0.156000 49.5 -1 39.3 0.349 0.164 0.336 0.151 -28.7 -13.0 2380 0.000007
2014-01-01 00:36:00 0.000008 0.000001 0.000856 0.00231 0.000906 0.000549 0.000954 0.218000 49.5 -1 39.3 0.349 0.164 0.335 0.151 -28.7 -13.4 2380 0.000007
2014-01-01 00:37:00 0.000008 0.000001 0.000857 0.00233 0.000907 0.000549 0.000955 0.361000 49.5 -1 39.3 0.351 0.164 0.334 0.151 -28.7 -14.1 2380 0.000007
2014-01-01 00:38:00 0.000008 0.000001 0.000858 0.00236 0.000907 0.000549 0.000956 0.320000 49.5 -1 39.3 0.350 0.165 0.334 0.151 -28.6 -14.3 2380 0.000007
2014-01-01 00:39:00 0.000008 0.000001 0.000859 0.00237 0.000907 0.000549 0.000958 0.283000 49.5 -1 39.3 0.351 0.164 0.334 0.151 -28.7 -14.1 2390 0.000007
2014-01-01 00:40:00 0.000008 0.000001 0.000859 0.00238 0.000907 0.000550 0.000958 0.247000 49.5 -1 39.3 0.350 0.164 0.334 0.151 -28.7 -13.9 2390 0.000007
2014-01-01 00:41:00 0.000008 0.000001 0.000859 0.00240 0.000907 0.000549 0.000957 0.214000 49.5 -1 39.3 0.350 0.164 0.335 0.151 -28.7 -13.5 2390 0.000007
2014-01-01 00:42:00 0.000008 0.000001 0.000859 0.00241 0.000907 0.000549 0.000958 0.183000 49.5 -1 39.3 0.349 0.164 0.335 0.152 -28.7 -13.0 2390 0.000007
2014-01-01 00:43:00 0.000008 0.000001 0.000860 0.00242 0.000908 0.000549 0.000960 0.155000 49.5 -1 39.3 0.349 0.164 0.336 0.151 -28.8 -12.8 2390 0.000007
2014-01-01 00:44:00 0.000008 0.000001 0.000861 0.00243 0.000909 0.000550 0.000960 0.307000 49.5 -1 39.3 0.349 0.163 0.337 0.151 -28.9 -12.6 2390 0.000007
2014-01-01 00:45:00 0.000008 0.000001 0.000861 0.00244 0.000909 0.000550 0.000961 0.620000 49.5 -1 39.3 0.349 0.163 0.338 0.151 -29.0 -12.1 2400 0.000007
2014-01-01 00:46:00 0.000008 0.000001 0.000862 0.00244 0.000909 0.000550 0.000961 0.742000 49.5 -1 39.3 0.348 0.162 0.338 0.152 -28.9 -11.6 2400 0.000007
2014-01-01 00:47:00 0.000008 0.000001 0.000862 0.00244 0.000909 0.000551 0.000961 0.763000 49.5 -1 39.3 0.348 0.163 0.338 0.152 -28.9 -11.6 2400 0.000007
2014-01-01 00:48:00 0.000008 0.000001 0.000862 0.00244 0.000909 0.000551 0.000961 0.695000 49.5 -1 39.3 0.347 0.163 0.338 0.152 -28.8 -11.1 2400 0.000007
2014-01-01 00:49:00 0.000008 0.000001 0.000863 0.00243 0.000909 0.000551 0.000962 0.675000 49.5 -1 39.2 0.346 0.163 0.339 0.152 -28.8 -10.8 2400 0.000007
2014-01-01 00:50:00 0.000008 0.000001 0.000864 0.00242 0.000910 0.000552 0.000965 1.140000 49.5 -1 39.3 0.346 0.162 0.340 0.152 -28.9 -10.3 2400 0.000007
2014-01-01 00:51:00 0.000008 0.000001 0.000866 0.00241 0.000910 0.000552 0.000966 1.260000 49.5 -1 39.3 0.346 0.162 0.340 0.152 -28.9 -10.3 2410 0.000007
2014-01-01 00:52:00 0.000008 0.000001 0.000865 0.00239 0.000910 0.000551 0.000966 1.470000 49.5 -1 39.3 0.345 0.162 0.340 0.152 -28.9 -10.0 2410 0.000007
2014-01-01 00:53:00 0.000008 0.000001 0.000865 0.00238 0.000911 0.000551 0.000965 1.820000 49.5 -1 39.3 0.345 0.162 0.340 0.152 -28.9 -9.8 2410 0.000007
2014-01-01 00:54:00 0.000008 0.000001 0.000865 0.00238 0.000911 0.000552 0.000966 1.890000 49.4 -1 39.3 0.344 0.162 0.341 0.152 -28.9 -9.4 2410 0.000007
2014-01-01 00:55:00 0.000008 0.000001 0.000865 0.00236 0.000911 0.000552 0.000965 1.880000 49.4 -1 39.3 0.345 0.162 0.341 0.153 -28.9 -9.3 2420 0.000007
2014-01-01 00:56:00 0.000008 0.000001 0.000864 0.00235 0.000911 0.000552 0.000964 2.040000 49.4 -1 39.3 0.344 0.162 0.341 0.153 -28.8 -9.3 2420 0.000007
2014-01-01 00:57:00 0.000008 0.000001 0.000864 0.00233 0.000911 0.000553 0.000964 2.250000 49.4 -1 39.3 0.343 0.162 0.341 0.154 -28.8 -8.6 2420 0.000007
2014-01-01 00:58:00 0.000008 0.000001 0.000864 0.00232 0.000910 0.000553 0.000963 2.060000 49.4 -1 39.3 0.343 0.162 0.342 0.154 -28.7 -8.3 2420 0.000007
2014-01-01 00:59:00 0.000007 0.000001 0.000863 0.00230 0.000910 0.000554 0.000962 1.870000 49.4 -1 39.3 0.343 0.162 0.342 0.154 -28.7 -8.2 2430 0.000007
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...

1440 rows × 19 columns

In [33]:
fig = plt.figure()
ax = evelc.data['XRS-B proxy'].plot()
plt.show()
In [34]:
ax = evelc.data['17.1ESP'].plot()

We can see that the missing data in this file hasn't been properly removed. (This is probably a bug in EVELightCurve). We can check the header:

In [35]:
evelc.meta
Out[35]:
['; DATA_list: 20140101_EVE_L0CS_DIODES_1m.txt\n',
 '; DATA_list: 20140101_EVE_L0CS_DIODES_1m.txt\n',
 '; Created: Wed Jan  1 23:59:12 2014 UTC\n',
 '; Origin: SDO/EVE Science Processing and Operations Center, LASP/CU\n',
 '; Units: W/m^2 for irradiance, dark is counts/(0.25s sample), quadrants are unitless, solar lat & lon are deg\n',
 '; Source: SDO-EVE ESP and MEGS-P instruments, http://lasp.colorado.edu/eve\n',
 '; Product: Level 0CS, 1-minute averaged SDO-EVE Solar Indices from broadband photometers\n',
 '; Version: 3.0, code updated 2013-Feb-02\n',
 '; Missing data: -1.00e+00\n',
 '; Column descriptions:\n',
 ';  HHMM: hour and minute in UT\n',
 ';  XRS-B proxy: a model of the expected XRS-B 0.1-0.8 nm value, calculated using two-component method\n',
 ';  XRS-A proxy: a model of the expected XRS-A value\n',
 ';  SEM proxy: a model of the expected SEM 26-34 nm value\n',
 ';  0.1-7ESPquad: the total irradiance over the ESP quadrant diode 0.1-7 nm\n',
 ';  17.1ESP: ESP irradiance measurement near 17.1 nm\n',
 ';  25.7ESP: ESP irradiance measurement near 25.7 nm\n',
 ';  30.4ESP: ESP irradiance measurement near 30.4 nm\n',
 ';  36.6ESP: ESP irradiance measurement near 36.6 nm\n',
 ';  darkESP: ESP dark diode count rates (background)\n',
 ';  121.6MEGS-P: MEGS-P irradiance measurement at H I Lyman-alpha 121.6 nm\n',
 ';  darkMEGS-P: MEGS-P dark diode count rates (background)\n',
 ';  q0ESP: ESP quadrant 0 fraction (q0ESP to q3ESP add up to 1.0)\n',
 ';  q1ESP: ESP quadrant 1 fraction\n',
 ';  q2ESP: ESP quadrant 2 fraction\n',
 ';  q3ESP: ESP quadrant 3 fraction\n',
 ';  CMLat: Latitude centroid of ESP quad diode irradiance at the sun in degrees\n',
 ';  CMLon: Longitude centroid of ESP quad diode irradiance at the sun in degrees\n',
 ';  x_cool proxy: Cool component for calculating XRS-B proxy\n',
 ';  oldXRSB proxy: XRS-B calculated using the version 2 method\n',
 '; Format:\n',
 ';  YYYY DOY MO DD\n',
 ';  HHMM XRS-B    XRS-A      SEM      0.1-7     17.1      25.7      30.4      36.6      dark      121.6     dark      q0        q1        q2        q3        CM    CM       x_cool oldXRSB\n',
 ';       proxy    proxy     proxy     ESPquad   ESP       ESP       ESP       ESP       ESP       MEGS-P    MEGS-P    ESP       ESP       ESP       ESP       Lat   Lon      proxy  proxy\n',
 ';---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n',
 ';END_OF_HEADER\n']
In [36]:
from pandas import isnull
evelc.data['17.1ESP'][evelc.data['17.1ESP'] == -1]
Out[36]:
HHMM
2014-01-01 17:23:00   -1
Name: 17.1ESP, dtype: float64
In [37]:
evelc.data['17.1ESP'][evelc.data['17.1ESP'] == -1] = np.nan
In [38]:
evelc.data.replace(-1, np.nan)
Out[38]:
XRS-B proxy XRS-A proxy SEM proxy 0.1-7ESPquad 17.1ESP 25.7ESP 30.4ESP 36.6ESP darkESP 121.6MEGS-P darkMEGS-P q0ESP q1ESP q2ESP q3ESP CMLat CMLon x_cool proxy oldXRSB proxy
HHMM
2014-01-01 00:00:00 0.000006 0.000000 0.000858 0.00196 0.000904 0.000547 0.000958 NaN 49.4 NaN 39.2 0.334 0.157 0.351 0.158 -28.9 -0.9 2320 0.000005
2014-01-01 00:01:00 0.000006 0.000000 0.000858 0.00195 0.000904 0.000547 0.000959 NaN 49.4 NaN 39.2 0.334 0.157 0.351 0.158 -28.8 -0.9 2320 0.000005
2014-01-01 00:02:00 0.000006 0.000000 0.000857 0.00195 0.000903 0.000547 0.000957 NaN 49.4 NaN 39.2 0.334 0.157 0.350 0.158 -28.7 -1.2 2320 0.000005
2014-01-01 00:03:00 0.000006 0.000000 0.000857 0.00195 0.000903 0.000547 0.000956 NaN 49.4 NaN 39.2 0.334 0.157 0.351 0.158 -28.8 NaN 2330 0.000005
2014-01-01 00:04:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000547 0.000955 NaN 49.4 NaN 39.2 0.334 0.157 0.351 0.158 -28.7 NaN 2330 0.000005
2014-01-01 00:05:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000547 0.000955 NaN 49.5 NaN 39.2 0.335 0.157 0.350 0.158 -28.8 -1.3 2330 0.000005
2014-01-01 00:06:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000546 0.000955 NaN 49.5 NaN 39.2 0.334 0.158 0.351 0.158 -28.8 -1.3 2330 0.000005
2014-01-01 00:07:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000546 0.000955 NaN 49.5 NaN 39.2 0.334 0.158 0.350 0.158 -28.7 -1.3 2330 0.000005
2014-01-01 00:08:00 0.000006 0.000000 0.000856 0.00194 0.000903 0.000546 0.000956 NaN 49.5 NaN 39.2 0.335 0.158 0.350 0.158 -28.7 -1.8 2330 0.000005
2014-01-01 00:09:00 0.000006 0.000000 0.000857 0.00195 0.000904 0.000546 0.000956 NaN 49.5 NaN 39.2 0.335 0.158 0.349 0.158 -28.7 -2.0 2330 0.000005
2014-01-01 00:10:00 0.000006 0.000000 0.000857 0.00196 0.000904 0.000546 0.000956 NaN 49.5 NaN 39.2 0.335 0.159 0.349 0.158 -28.6 -2.1 2340 0.000005
2014-01-01 00:11:00 0.000006 0.000000 0.000856 0.00197 0.000903 0.000546 0.000956 NaN 49.5 NaN 39.2 0.335 0.159 0.349 0.158 -28.6 -2.4 2340 0.000005
2014-01-01 00:12:00 0.000006 0.000000 0.000856 0.00199 0.000903 0.000546 0.000955 0.000445 49.5 NaN 39.2 0.336 0.159 0.348 0.157 -28.6 -3.0 2340 0.000005
2014-01-01 00:13:00 0.000006 0.000000 0.000855 0.00203 0.000903 0.000546 0.000954 0.007550 49.5 NaN 39.3 0.338 0.160 0.345 0.156 -28.6 -4.7 2340 0.000006
2014-01-01 00:14:00 0.000006 0.000000 0.000855 0.00208 0.000903 0.000546 0.000954 0.013800 49.5 NaN 39.3 0.341 0.161 0.343 0.156 -28.5 -6.7 2340 0.000006
2014-01-01 00:15:00 0.000007 0.000000 0.000855 0.00212 0.000904 0.000545 0.000954 0.242000 49.5 NaN 39.3 0.341 0.162 0.342 0.155 -28.5 -7.6 2340 0.000006
2014-01-01 00:16:00 0.000007 0.000001 0.000855 0.00215 0.000904 0.000545 0.000954 0.537000 49.5 NaN 39.2 0.342 0.163 0.340 0.155 -28.3 -8.3 2350 0.000006
2014-01-01 00:17:00 0.000007 0.000001 0.000855 0.00217 0.000904 0.000545 0.000954 0.597000 49.6 NaN 39.2 0.343 0.164 0.338 0.155 -28.2 -9.5 2350 0.000006
2014-01-01 00:18:00 0.000007 0.000001 0.000856 0.00218 0.000904 0.000545 0.000956 0.998000 49.6 NaN 39.2 0.343 0.165 0.337 0.155 -28.0 -10.1 2350 0.000006
2014-01-01 00:19:00 0.000007 0.000001 0.000857 0.00217 0.000905 0.000545 0.000957 0.934000 49.6 NaN 39.3 0.343 0.165 0.336 0.155 -27.9 -10.3 2350 0.000006
2014-01-01 00:20:00 0.000007 0.000001 0.000857 0.00217 0.000905 0.000545 0.000956 0.870000 49.6 NaN 39.3 0.343 0.166 0.336 0.155 -27.9 -10.6 2350 0.000006
2014-01-01 00:21:00 0.000007 0.000001 0.000856 0.00216 0.000905 0.000545 0.000955 0.808000 49.6 NaN 39.3 0.343 0.165 0.337 0.155 -27.9 -10.2 2350 0.000006
2014-01-01 00:22:00 0.000007 0.000001 0.000855 0.00217 0.000905 0.000545 0.000953 0.746000 49.6 NaN 39.3 0.343 0.165 0.337 0.155 -27.9 -10.2 2360 0.000006
2014-01-01 00:23:00 0.000007 0.000001 0.000855 0.00217 0.000905 0.000546 0.000953 0.687000 49.6 NaN 39.3 0.343 0.165 0.337 0.155 -27.9 -10.2 2360 0.000006
2014-01-01 00:24:00 0.000007 0.000001 0.000855 0.00216 0.000906 0.000546 0.000953 0.629000 49.6 NaN 39.2 0.343 0.165 0.337 0.155 -28.0 -10.2 2360 0.000006
2014-01-01 00:25:00 0.000007 0.000001 0.000856 0.00216 0.000906 0.000547 0.000954 0.574000 49.6 NaN 39.2 0.344 0.165 0.336 0.155 -28.0 -10.5 2360 0.000006
2014-01-01 00:26:00 0.000007 0.000001 0.000856 0.00217 0.000906 0.000547 0.000954 0.520000 49.5 NaN 39.3 0.343 0.165 0.336 0.155 -27.9 -10.5 2360 0.000006
2014-01-01 00:27:00 0.000007 0.000001 0.000856 0.00218 0.000906 0.000547 0.000955 0.470000 49.5 NaN 39.3 0.343 0.165 0.337 0.155 -28.0 -10.2 2370 0.000006
2014-01-01 00:28:00 0.000007 0.000001 0.000856 0.00218 0.000906 0.000547 0.000955 0.421000 49.5 NaN 39.3 0.343 0.165 0.337 0.155 -28.0 -10.3 2370 0.000006
2014-01-01 00:29:00 0.000007 0.000001 0.000856 0.00219 0.000906 0.000548 0.000954 0.376000 49.5 NaN 39.3 0.343 0.165 0.338 0.154 -28.1 -10.2 2370 0.000006
2014-01-01 00:30:00 0.000007 0.000001 0.000856 0.00220 0.000906 0.000548 0.000954 0.332000 49.6 NaN 39.3 0.344 0.165 0.337 0.154 -28.2 -10.4 2370 0.000006
2014-01-01 00:31:00 0.000007 0.000001 0.000856 0.00221 0.000906 0.000548 0.000954 0.292000 49.6 NaN 39.3 0.345 0.164 0.337 0.154 -28.3 -10.6 2370 0.000006
2014-01-01 00:32:00 0.000007 0.000001 0.000856 0.00222 0.000906 0.000548 0.000953 0.254000 49.5 NaN 39.3 0.345 0.164 0.338 0.154 -28.4 -10.6 2370 0.000006
2014-01-01 00:33:00 0.000007 0.000001 0.000856 0.00224 0.000906 0.000549 0.000953 0.219000 49.5 NaN 39.3 0.346 0.164 0.338 0.153 -28.5 -10.9 2380 0.000007
2014-01-01 00:34:00 0.000007 0.000001 0.000855 0.00226 0.000906 0.000549 0.000953 0.186000 49.5 NaN 39.3 0.347 0.164 0.337 0.152 -28.6 -12.0 2380 0.000007
2014-01-01 00:35:00 0.000007 0.000001 0.000856 0.00229 0.000906 0.000549 0.000954 0.156000 49.5 NaN 39.3 0.349 0.164 0.336 0.151 -28.7 -13.0 2380 0.000007
2014-01-01 00:36:00 0.000008 0.000001 0.000856 0.00231 0.000906 0.000549 0.000954 0.218000 49.5 NaN 39.3 0.349 0.164 0.335 0.151 -28.7 -13.4 2380 0.000007
2014-01-01 00:37:00 0.000008 0.000001 0.000857 0.00233 0.000907 0.000549 0.000955 0.361000 49.5 NaN 39.3 0.351 0.164 0.334 0.151 -28.7 -14.1 2380 0.000007
2014-01-01 00:38:00 0.000008 0.000001 0.000858 0.00236 0.000907 0.000549 0.000956 0.320000 49.5 NaN 39.3 0.350 0.165 0.334 0.151 -28.6 -14.3 2380 0.000007
2014-01-01 00:39:00 0.000008 0.000001 0.000859 0.00237 0.000907 0.000549 0.000958 0.283000 49.5 NaN 39.3 0.351 0.164 0.334 0.151 -28.7 -14.1 2390 0.000007
2014-01-01 00:40:00 0.000008 0.000001 0.000859 0.00238 0.000907 0.000550 0.000958 0.247000 49.5 NaN 39.3 0.350 0.164 0.334 0.151 -28.7 -13.9 2390 0.000007
2014-01-01 00:41:00 0.000008 0.000001 0.000859 0.00240 0.000907 0.000549 0.000957 0.214000 49.5 NaN 39.3 0.350 0.164 0.335 0.151 -28.7 -13.5 2390 0.000007
2014-01-01 00:42:00 0.000008 0.000001 0.000859 0.00241 0.000907 0.000549 0.000958 0.183000 49.5 NaN 39.3 0.349 0.164 0.335 0.152 -28.7 -13.0 2390 0.000007
2014-01-01 00:43:00 0.000008 0.000001 0.000860 0.00242 0.000908 0.000549 0.000960 0.155000 49.5 NaN 39.3 0.349 0.164 0.336 0.151 -28.8 -12.8 2390 0.000007
2014-01-01 00:44:00 0.000008 0.000001 0.000861 0.00243 0.000909 0.000550 0.000960 0.307000 49.5 NaN 39.3 0.349 0.163 0.337 0.151 -28.9 -12.6 2390 0.000007
2014-01-01 00:45:00 0.000008 0.000001 0.000861 0.00244 0.000909 0.000550 0.000961 0.620000 49.5 NaN 39.3 0.349 0.163 0.338 0.151 -29.0 -12.1 2400 0.000007
2014-01-01 00:46:00 0.000008 0.000001 0.000862 0.00244 0.000909 0.000550 0.000961 0.742000 49.5 NaN 39.3 0.348 0.162 0.338 0.152 -28.9 -11.6 2400 0.000007
2014-01-01 00:47:00 0.000008 0.000001 0.000862 0.00244 0.000909 0.000551 0.000961 0.763000 49.5 NaN 39.3 0.348 0.163 0.338 0.152 -28.9 -11.6 2400 0.000007
2014-01-01 00:48:00 0.000008 0.000001 0.000862 0.00244 0.000909 0.000551 0.000961 0.695000 49.5 NaN 39.3 0.347 0.163 0.338 0.152 -28.8 -11.1 2400 0.000007
2014-01-01 00:49:00 0.000008 0.000001 0.000863 0.00243 0.000909 0.000551 0.000962 0.675000 49.5 NaN 39.2 0.346 0.163 0.339 0.152 -28.8 -10.8 2400 0.000007
2014-01-01 00:50:00 0.000008 0.000001 0.000864 0.00242 0.000910 0.000552 0.000965 1.140000 49.5 NaN 39.3 0.346 0.162 0.340 0.152 -28.9 -10.3 2400 0.000007
2014-01-01 00:51:00 0.000008 0.000001 0.000866 0.00241 0.000910 0.000552 0.000966 1.260000 49.5 NaN 39.3 0.346 0.162 0.340 0.152 -28.9 -10.3 2410 0.000007
2014-01-01 00:52:00 0.000008 0.000001 0.000865 0.00239 0.000910 0.000551 0.000966 1.470000 49.5 NaN 39.3 0.345 0.162 0.340 0.152 -28.9 -10.0 2410 0.000007
2014-01-01 00:53:00 0.000008 0.000001 0.000865 0.00238 0.000911 0.000551 0.000965 1.820000 49.5 NaN 39.3 0.345 0.162 0.340 0.152 -28.9 -9.8 2410 0.000007
2014-01-01 00:54:00 0.000008 0.000001 0.000865 0.00238 0.000911 0.000552 0.000966 1.890000 49.4 NaN 39.3 0.344 0.162 0.341 0.152 -28.9 -9.4 2410 0.000007
2014-01-01 00:55:00 0.000008 0.000001 0.000865 0.00236 0.000911 0.000552 0.000965 1.880000 49.4 NaN 39.3 0.345 0.162 0.341 0.153 -28.9 -9.3 2420 0.000007
2014-01-01 00:56:00 0.000008 0.000001 0.000864 0.00235 0.000911 0.000552 0.000964 2.040000 49.4 NaN 39.3 0.344 0.162 0.341 0.153 -28.8 -9.3 2420 0.000007
2014-01-01 00:57:00 0.000008 0.000001 0.000864 0.00233 0.000911 0.000553 0.000964 2.250000 49.4 NaN 39.3 0.343 0.162 0.341 0.154 -28.8 -8.6 2420 0.000007
2014-01-01 00:58:00 0.000008 0.000001 0.000864 0.00232 0.000910 0.000553 0.000963 2.060000 49.4 NaN 39.3 0.343 0.162 0.342 0.154 -28.7 -8.3 2420 0.000007
2014-01-01 00:59:00 0.000007 0.000001 0.000863 0.00230 0.000910 0.000554 0.000962 1.870000 49.4 NaN 39.3 0.343 0.162 0.342 0.154 -28.7 -8.2 2430 0.000007
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...

1440 rows × 19 columns

In [39]:
evelc.data['17.1ESP'][evelc.data['17.1ESP'] == -1]
Out[39]:
Series([], name: 17.1ESP, dtype: float64)
In [40]:
import pandas as pd
pd.__version__
Out[40]:
'0.13.1'
In [41]:
ax = evelc.data['17.1ESP'].plot()

Solar Constants

In [42]:
from sunpy.sun import constants as sun
In [43]:
sun.mass
Out[43]:
$1.9891\times 10^{+30} \; \mathrm{kg}$
In [44]:
type(sun.mass)
Out[44]:
astropy.constants.constant.Constant
In [45]:
print(sun.mass)
  Name   = Solar mass
  Value  = 1.9891e+30
  Error  = 5e+25
  Units  = kg
  Reference = Allen's Astrophysical Quantities 4th Ed.
In [46]:
(sun.mass/sun.volume).cgs
Out[46]:
$1.40851 \; \mathrm{\frac{g}{cm^{3}}}$
In [47]:
sun.find('age')
Out[47]:
['age', 'average angular size', 'average density', 'average intensity']
In [48]:
sun.value('age'), sun.unit('age')
Out[48]:
(4600000000.0, Unit("yr"))

Searching the VSO

In [49]:
from sunpy.net import vso
client = vso.VSOClient()
tstart, tend = '2011/6/7 05:30', '2011/6/7 6:30'
In [50]:
lasco_query = client.query(vso.attrs.Time(tstart, tend), vso.attrs.Instrument('lasco'))
In [51]:
lasco_query.num_records()
Out[51]:
8
In [52]:
lasco_query.show()
Start time           End time             Source  Instrument  Type  
----------           --------             ------  ----------  ----  
2011-06-07 05:35:23  2011-06-07 05:35:48  SOHO    LASCO       CORONA
2011-06-07 05:43:09  2011-06-07 05:43:29  SOHO    LASCO       CORONA
2011-06-07 05:50:13  2011-06-07 05:50:38  SOHO    LASCO       CORONA
2011-06-07 05:57:59  2011-06-07 05:58:18  SOHO    LASCO       CORONA
2011-06-07 06:04:58  2011-06-07 06:05:23  SOHO    LASCO       CORONA
2011-06-07 06:12:45  2011-06-07 06:13:04  SOHO    LASCO       CORONA
2011-06-07 06:19:43  2011-06-07 06:20:08  SOHO    LASCO       CORONA
2011-06-07 06:27:29  2011-06-07 06:27:48  SOHO    LASCO       CORONA

now download the data

In [53]:
pathformat = '/Users/schriste/sunpy/data/{file}.fits'
results = client.get(lasco_query, path = pathformat)
In [54]:
instrument_condition = ( vso.attrs.Instrument('lasco') | vso.attrs.Detector('cor1') )
coronagraphs = client.query(vso.attrs.Time(tstart, tend), instrument_condition)
coronagraphs.num_records()
Out[54]:
117
In [55]:
coronagraphs.show()
Start time           End time             Source    Instrument  Type  
----------           --------             ------    ----------  ----  
2011-06-07 05:35:23  2011-06-07 05:35:48  SOHO      LASCO       CORONA
2011-06-07 05:43:09  2011-06-07 05:43:29  SOHO      LASCO       CORONA
2011-06-07 05:50:13  2011-06-07 05:50:38  SOHO      LASCO       CORONA
2011-06-07 05:57:59  2011-06-07 05:58:18  SOHO      LASCO       CORONA
2011-06-07 06:04:58  2011-06-07 06:05:23  SOHO      LASCO       CORONA
2011-06-07 06:12:45  2011-06-07 06:13:04  SOHO      LASCO       CORONA
2011-06-07 06:19:43  2011-06-07 06:20:08  SOHO      LASCO       CORONA
2011-06-07 06:27:29  2011-06-07 06:27:48  SOHO      LASCO       CORONA
2011-06-07 05:30:00  2011-06-07 05:30:01  STEREO_A  SECCHI      CORONA
2011-06-07 05:30:09  2011-06-07 05:30:10  STEREO_A  SECCHI      CORONA
2011-06-07 05:30:18  2011-06-07 05:30:19  STEREO_A  SECCHI      CORONA
2011-06-07 05:30:25  2011-06-07 05:30:27  STEREO_B  SECCHI      CORONA
2011-06-07 05:30:34  2011-06-07 05:30:36  STEREO_B  SECCHI      CORONA
2011-06-07 05:30:43  2011-06-07 05:30:45  STEREO_B  SECCHI      CORONA
2011-06-07 05:32:55  2011-06-07 05:32:57  STEREO_B  SECCHI      CORONA
2011-06-07 05:33:04  2011-06-07 05:33:06  STEREO_B  SECCHI      CORONA
2011-06-07 05:33:13  2011-06-07 05:33:15  STEREO_B  SECCHI      CORONA
2011-06-07 05:35:00  2011-06-07 05:35:01  STEREO_A  SECCHI      CORONA
2011-06-07 05:35:09  2011-06-07 05:35:10  STEREO_A  SECCHI      CORONA
2011-06-07 05:35:18  2011-06-07 05:35:19  STEREO_A  SECCHI      CORONA
2011-06-07 05:35:25  2011-06-07 05:35:27  STEREO_B  SECCHI      CORONA
2011-06-07 05:35:34  2011-06-07 05:35:36  STEREO_B  SECCHI      CORONA
2011-06-07 05:35:43  2011-06-07 05:35:45  STEREO_B  SECCHI      CORONA
2011-06-07 05:37:56  2011-06-07 05:37:58  STEREO_B  SECCHI      CORONA
2011-06-07 05:38:04  2011-06-07 05:38:06  STEREO_B  SECCHI      CORONA
2011-06-07 05:38:13  2011-06-07 05:38:15  STEREO_B  SECCHI      CORONA
2011-06-07 05:40:00  2011-06-07 05:40:01  STEREO_A  SECCHI      CORONA
2011-06-07 05:40:09  2011-06-07 05:40:10  STEREO_A  SECCHI      CORONA
2011-06-07 05:40:18  2011-06-07 05:40:19  STEREO_A  SECCHI      CORONA
2011-06-07 05:40:25  2011-06-07 05:40:27  STEREO_B  SECCHI      CORONA
2011-06-07 05:40:34  2011-06-07 05:40:36  STEREO_B  SECCHI      CORONA
2011-06-07 05:40:43  2011-06-07 05:40:45  STEREO_B  SECCHI      CORONA
2011-06-07 05:42:55  2011-06-07 05:42:57  STEREO_B  SECCHI      CORONA
2011-06-07 05:43:04  2011-06-07 05:43:06  STEREO_B  SECCHI      CORONA
2011-06-07 05:43:13  2011-06-07 05:43:15  STEREO_B  SECCHI      CORONA
2011-06-07 05:45:00  2011-06-07 05:45:01  STEREO_A  SECCHI      CORONA
2011-06-07 05:45:09  2011-06-07 05:45:10  STEREO_A  SECCHI      CORONA
2011-06-07 05:45:18  2011-06-07 05:45:19  STEREO_A  SECCHI      CORONA
2011-06-07 05:45:25  2011-06-07 05:45:27  STEREO_B  SECCHI      CORONA
2011-06-07 05:45:34  2011-06-07 05:45:36  STEREO_B  SECCHI      CORONA
2011-06-07 05:45:43  2011-06-07 05:45:45  STEREO_B  SECCHI      CORONA
2011-06-07 05:47:55  2011-06-07 05:47:57  STEREO_B  SECCHI      CORONA
2011-06-07 05:48:04  2011-06-07 05:48:06  STEREO_B  SECCHI      CORONA
2011-06-07 05:48:13  2011-06-07 05:48:15  STEREO_B  SECCHI      CORONA
2011-06-07 05:50:00  2011-06-07 05:50:01  STEREO_A  SECCHI      CORONA
2011-06-07 05:50:09  2011-06-07 05:50:10  STEREO_A  SECCHI      CORONA
2011-06-07 05:50:18  2011-06-07 05:50:19  STEREO_A  SECCHI      CORONA
2011-06-07 05:50:25  2011-06-07 05:50:27  STEREO_B  SECCHI      CORONA
2011-06-07 05:50:34  2011-06-07 05:50:36  STEREO_B  SECCHI      CORONA
2011-06-07 05:50:43  2011-06-07 05:50:45  STEREO_B  SECCHI      CORONA
2011-06-07 05:52:55  2011-06-07 05:52:57  STEREO_B  SECCHI      CORONA
2011-06-07 05:53:04  2011-06-07 05:53:06  STEREO_B  SECCHI      CORONA
2011-06-07 05:53:13  2011-06-07 05:53:15  STEREO_B  SECCHI      CORONA
2011-06-07 05:55:00  2011-06-07 05:55:01  STEREO_A  SECCHI      CORONA
2011-06-07 05:55:09  2011-06-07 05:55:10  STEREO_A  SECCHI      CORONA
2011-06-07 05:55:18  2011-06-07 05:55:19  STEREO_A  SECCHI      CORONA
2011-06-07 05:55:25  2011-06-07 05:55:27  STEREO_B  SECCHI      CORONA
2011-06-07 05:55:34  2011-06-07 05:55:36  STEREO_B  SECCHI      CORONA
2011-06-07 05:55:43  2011-06-07 05:55:45  STEREO_B  SECCHI      CORONA
2011-06-07 05:57:55  2011-06-07 05:57:57  STEREO_B  SECCHI      CORONA
2011-06-07 05:58:04  2011-06-07 05:58:06  STEREO_B  SECCHI      CORONA
2011-06-07 05:58:13  2011-06-07 05:58:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:00:00  2011-06-07 06:00:01  STEREO_A  SECCHI      CORONA
2011-06-07 06:00:09  2011-06-07 06:00:10  STEREO_A  SECCHI      CORONA
2011-06-07 06:00:18  2011-06-07 06:00:19  STEREO_A  SECCHI      CORONA
2011-06-07 06:00:25  2011-06-07 06:00:27  STEREO_B  SECCHI      CORONA
2011-06-07 06:00:34  2011-06-07 06:00:36  STEREO_B  SECCHI      CORONA
2011-06-07 06:00:43  2011-06-07 06:00:45  STEREO_B  SECCHI      CORONA
2011-06-07 06:02:55  2011-06-07 06:02:57  STEREO_B  SECCHI      CORONA
2011-06-07 06:03:04  2011-06-07 06:03:06  STEREO_B  SECCHI      CORONA
2011-06-07 06:03:13  2011-06-07 06:03:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:05:00  2011-06-07 06:05:01  STEREO_A  SECCHI      CORONA
2011-06-07 06:05:09  2011-06-07 06:05:10  STEREO_A  SECCHI      CORONA
2011-06-07 06:05:18  2011-06-07 06:05:19  STEREO_A  SECCHI      CORONA
2011-06-07 06:05:25  2011-06-07 06:05:27  STEREO_B  SECCHI      CORONA
2011-06-07 06:05:34  2011-06-07 06:05:36  STEREO_B  SECCHI      CORONA
2011-06-07 06:05:43  2011-06-07 06:05:45  STEREO_B  SECCHI      CORONA
2011-06-07 06:07:55  2011-06-07 06:07:57  STEREO_B  SECCHI      CORONA
2011-06-07 06:08:04  2011-06-07 06:08:06  STEREO_B  SECCHI      CORONA
2011-06-07 06:08:13  2011-06-07 06:08:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:10:00  2011-06-07 06:10:01  STEREO_A  SECCHI      CORONA
2011-06-07 06:10:09  2011-06-07 06:10:10  STEREO_A  SECCHI      CORONA
2011-06-07 06:10:18  2011-06-07 06:10:19  STEREO_A  SECCHI      CORONA
2011-06-07 06:10:25  2011-06-07 06:10:27  STEREO_B  SECCHI      CORONA
2011-06-07 06:10:34  2011-06-07 06:10:36  STEREO_B  SECCHI      CORONA
2011-06-07 06:10:43  2011-06-07 06:10:45  STEREO_B  SECCHI      CORONA
2011-06-07 06:12:55  2011-06-07 06:12:57  STEREO_B  SECCHI      CORONA
2011-06-07 06:13:04  2011-06-07 06:13:06  STEREO_B  SECCHI      CORONA
2011-06-07 06:13:13  2011-06-07 06:13:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:15:00  2011-06-07 06:15:01  STEREO_A  SECCHI      CORONA
2011-06-07 06:15:09  2011-06-07 06:15:10  STEREO_A  SECCHI      CORONA
2011-06-07 06:15:18  2011-06-07 06:15:19  STEREO_A  SECCHI      CORONA
2011-06-07 06:15:25  2011-06-07 06:15:27  STEREO_B  SECCHI      CORONA
2011-06-07 06:15:34  2011-06-07 06:15:36  STEREO_B  SECCHI      CORONA
2011-06-07 06:15:43  2011-06-07 06:15:45  STEREO_B  SECCHI      CORONA
2011-06-07 06:17:55  2011-06-07 06:17:57  STEREO_B  SECCHI      CORONA
2011-06-07 06:18:04  2011-06-07 06:18:06  STEREO_B  SECCHI      CORONA
2011-06-07 06:18:13  2011-06-07 06:18:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:20:00  2011-06-07 06:20:01  STEREO_A  SECCHI      CORONA
2011-06-07 06:20:09  2011-06-07 06:20:10  STEREO_A  SECCHI      CORONA
2011-06-07 06:20:18  2011-06-07 06:20:19  STEREO_A  SECCHI      CORONA
2011-06-07 06:20:25  2011-06-07 06:20:27  STEREO_B  SECCHI      CORONA
2011-06-07 06:20:34  2011-06-07 06:20:36  STEREO_B  SECCHI      CORONA
2011-06-07 06:20:43  2011-06-07 06:20:45  STEREO_B  SECCHI      CORONA
2011-06-07 06:22:55  2011-06-07 06:22:57  STEREO_B  SECCHI      CORONA
2011-06-07 06:23:04  2011-06-07 06:23:06  STEREO_B  SECCHI      CORONA
2011-06-07 06:23:13  2011-06-07 06:23:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:25:00  2011-06-07 06:25:01  STEREO_A  SECCHI      CORONA
2011-06-07 06:25:09  2011-06-07 06:25:10  STEREO_A  SECCHI      CORONA
2011-06-07 06:25:18  2011-06-07 06:25:19  STEREO_A  SECCHI      CORONA
2011-06-07 06:25:25  2011-06-07 06:25:27  STEREO_B  SECCHI      CORONA
2011-06-07 06:25:34  2011-06-07 06:25:36  STEREO_B  SECCHI      CORONA
2011-06-07 06:25:43  2011-06-07 06:25:45  STEREO_B  SECCHI      CORONA
2011-06-07 06:27:55  2011-06-07 06:27:57  STEREO_B  SECCHI      CORONA
2011-06-07 06:28:04  2011-06-07 06:28:06  STEREO_B  SECCHI      CORONA
2011-06-07 06:28:13  2011-06-07 06:28:15  STEREO_B  SECCHI      CORONA
2011-06-07 06:30:00  2011-06-07 06:30:01  STEREO_A  SECCHI      CORONA

Searching for events in the HEK

In [56]:
from sunpy.net import hek
client = hek.HEKClient()
tstart, tend = '2011/08/09 00:00:00', '2011/08/10 00:00:00'
result = client.query(hek.attrs.Time(tstart,tend), hek.attrs.EventType('FL')) # ’FL’ indicates flare
len(result)
Out[56]:
52
In [57]:
result
Out[57]:
[{u'SOL_standard': u'SOL2011-08-08T01:30:04L247C075',
  u'active': u'true',
  u'ar_compactnesscls': u'',
  u'ar_mcintoshcls': u'',
  u'ar_mtwilsoncls': u'',
  u'ar_noaaclass': u'',
  u'ar_noaanum': None,
  u'ar_numspots': None,
  u'ar_penumbracls': u'',
  u'ar_polarity': None,
  u'ar_zurichcls': u'',
  u'area_atdiskcenter': None,
  u'area_atdiskcenteruncert': None,
  u'area_raw': None,
  u'area_uncert': None,
  u'area_unit': u'',
  u'bound_ccnsteps': None,
  u'bound_ccstartc1': None,
  u'bound_ccstartc2': None,
  u'bound_chaincode': u'',
  u'boundbox_c1ll': -470,
  u'boundbox_c1ur': 573,
  u'boundbox_c2ll': -174,
  u'boundbox_c2ur': 476,
  u'chaincodetype': u'',
  u'comment_count': u'0',
  u'concept': u'Flare ',
  u'event_c1error': 521.5,
  u'event_c2error': 324.9,
  u'event_clippedspatial': u'',
  u'event_clippedtemporal': u'',
  u'event_coord1': 51,
  u'event_coord2': 151,
  u'event_coord3': None,
  u'event_coordsys': u'UTC-HPC-TOPO',
  u'event_coordunit': u'arcsec',
  u'event_description': u'Small flare in the lower pat of the AR. Few instants before, a coronal shock wave appears from the right part of the image.',
  u'event_endtime': u'2011-08-10T00:00:04',
  u'event_expires': u'',
  u'event_importance': u'0.80000000000000004',
  u'event_importance_num_ratings': u'1',
  u'event_mapurl': u'',
  u'event_maskurl': u'',
  u'event_npixels': None,
  u'event_peaktime': u'2011-08-09T11:55:00',
  u'event_pixelunit': u'',
  u'event_probability': None,
  u'event_starttime': u'2011-08-08T01:30:04',
  u'event_testflag': u'false',
  u'event_title': u'Small flare in AR',
  u'event_type': u'FL',
  u'eventtype': u'9',
  u'fl_efoldtime': None,
  u'fl_efoldtimeunit': u'',
  u'fl_fluence': None,
  u'fl_fluenceunit': u'',
  u'fl_goescls': u'',
  u'fl_peakem': None,
  u'fl_peakemunit': u'',
  u'fl_peakflux': None,
  u'fl_peakfluxunit': u'',
  u'fl_peaktemp': None,
  u'fl_peaktempunit': u'',
  u'frm_contact': u'Scott Green',
  u'frm_daterun': u'2011-08-11T17:26:01',
  u'frm_humanflag': u'true',
  u'frm_identifier': u'Annotator-build_20110621-avc',
  u'frm_institute': u'LMSAL',
  u'frm_name': u'asainz',
  u'frm_paramset': u'n/a',
  u'frm_specificid': u'',
  u'frm_url': u'n/a',
  u'frm_versionnumber': None,
  u'gs_galleryid': u'pod_sainz+dalda_alberto_2011-08-11T17:26:07.457',
  u'gs_imageurl': u'http://www.lmsal.com/hek/gallery/podimages/2011/08/11/pod_sainz%2Bdalda_alberto_2011-08-11T17%3A26%3A07.457/panorama_asainz_AIA-211_HMI-6173_20110808T222504_at_20110811T172017.jpg',
  u'gs_movieurl': u'',
  u'gs_thumburl': u'http://www.lmsal.com/hek/gallery/podimages/2011/08/11/pod_sainz%2Bdalda_alberto_2011-08-11T17%3A26%3A07.457/thumb/panorama_asainz_AIA-211_HMI-6173_20110808T222504_at_20110811T172017.jpg',
  u'hcr_checked': u'true',
  u'hgc_bbox': u'POLYGON((-146.807764 -5.167838,-79.64706 -5.630367,-69.862234 34.479115,-154.290862 35.148002,-146.807764 -5.167838))',
  u'hgc_boundcc': u'',
  u'hgc_coord': u'POINT(-113.8074292 15.364686)',
  u'hgc_x': -113.8074292,
  u'hgc_y': 15.364686,
  u'hgs_bbox': u'POLYGON((-29.808574 -5.167838,37.35213 -5.630367,47.136956 34.479115,-37.291672 35.148002,-29.808574 -5.167838))',
  u'hgs_boundcc': u'',
  u'hgs_coord': u'POINT(3.1917608 15.364686)',
  u'hgs_x': 3.1917608,
  u'hgs_y': 15.364686,
  u'hpc_bbox': u'POLYGON((-470 -174,573 -174,573 476,-470 476,-470 -174))',
  u'hpc_boundcc': u'',
  u'hpc_coord': u'POINT(51 151)',
  u'hpc_x': 51,
  u'hpc_y': 151,
  u'hrc_a': 341.337688166087,
  u'hrc_bbox': u'POLYGON((0.529988 110.315196,0.633264 253.108304,0.787746 309.716939,0.707395 44.636607,0.529988 110.315196))',
  u'hrc_boundcc': u'',
  u'hrc_coord': u'POINT(0.168543050299641 341.337688166087)',
  u'hrc_r': 0.168543050299641,
  u'intenskurt': None,
  u'intensmax': None,
  u'intensmean': None,
  u'intensmedian': None,
  u'intensmin': None,
  u'intensskew': None,
  u'intenstotal': None,
  u'intensunit': u'',
  u'intensvar': None,
  u'kb_archivdate': u'2011-08-11T17:26:13',
  u'kb_archivid': u'ivo://helio-informatics.org/FL211_AlbertoSainzDalda_20110811_172601',
  u'kb_archivist': u'sainzdalda_alberto',
  u'obs_channelid': u'211',
  u'obs_dataprepurl': u'',
  u'obs_firstprocessingdate': u'',
  u'obs_includesnrt': u'',
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  u'obs_lastprocessingdate': u'',
  u'obs_levelnum': None,
  u'obs_meanwavel': 1.31e-06,
  u'obs_observatory': u'SDO',
  u'obs_title': u'',
  u'obs_wavelunit': u'cm',
  u'rasterscan': u'',
  u'rasterscantype': u'',
  u'refs': [{u'ref_name': u'SSW Context Thumbnail',
    u'ref_type': u'thumbnail',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_175258_94550/www/ssw_cutout_131_context_thumb.gif'},
   {u'ref_name': u'SSW Context Image',
    u'ref_type': u'image',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_175258_94550/www/ssw_cutout_131_context_full.gif'},
   {u'ref_name': u'SDO Movie',
    u'ref_type': u'movie',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/09/EDS_FlareDetective-TriggerModule_20110809T231047-20110810T003147_AIA_131_XCEN883.2YCEN192.0.mov'},
   {u'ref_name': u'FRM_URL',
    u'ref_type': u'unknown',
    u'ref_url': u'http://www.cfa.harvard.edu'}],
  u'refs_orig': u'',
  u'revision': u'2',
  u'skel_chaincode': u'',
  u'skel_curvature': None,
  u'skel_nsteps': None,
  u'skel_startc1': None,
  u'skel_startc2': None},
 {u'SOL_standard': u'SOL2011-08-09T23:38:20L296C073',
  u'active': u'true',
  u'ar_compactnesscls': u'',
  u'ar_mcintoshcls': u'',
  u'ar_mtwilsoncls': u'',
  u'ar_noaaclass': u'',
  u'ar_noaanum': None,
  u'ar_numspots': None,
  u'ar_penumbracls': u'',
  u'ar_polarity': None,
  u'ar_zurichcls': u'',
  u'area_atdiskcenter': None,
  u'area_atdiskcenteruncert': None,
  u'area_raw': None,
  u'area_uncert': None,
  u'area_unit': u'',
  u'bound_ccnsteps': None,
  u'bound_ccstartc1': None,
  u'bound_ccstartc2': None,
  u'bound_chaincode': u'',
  u'boundbox_c1ll': 844.8,
  u'boundbox_c1ur': 921.6,
  u'boundbox_c2ll': 230.4,
  u'boundbox_c2ur': 307.2,
  u'chaincodetype': u'',
  u'comment_count': u'0',
  u'concept': u'Flare ',
  u'event_c1error': 2,
  u'event_c2error': 2,
  u'event_clippedspatial': u'',
  u'event_clippedtemporal': u'',
  u'event_coord1': 883.2,
  u'event_coord2': 268.8,
  u'event_coord3': None,
  u'event_coordsys': u'UTC-HPC-TOPO',
  u'event_coordunit': u'arcseconds',
  u'event_description': u'',
  u'event_endtime': u'2011-08-09T23:55:56',
  u'event_expires': u'',
  u'event_importance': u'',
  u'event_importance_num_ratings': u'',
  u'event_mapurl': u'',
  u'event_maskurl': u'',
  u'event_npixels': None,
  u'event_peaktime': u'2011-08-09T23:51:08',
  u'event_pixelunit': u'',
  u'event_probability': None,
  u'event_starttime': u'2011-08-09T23:38:20',
  u'event_testflag': u'false',
  u'event_title': u'',
  u'event_type': u'FL',
  u'eventtype': u'9',
  u'fl_efoldtime': None,
  u'fl_efoldtimeunit': u'',
  u'fl_fluence': None,
  u'fl_fluenceunit': u'',
  u'fl_goescls': u'',
  u'fl_peakem': None,
  u'fl_peakemunit': u'',
  u'fl_peakflux': 2144.81,
  u'fl_peakfluxunit': u'erg/cm/cm/s',
  u'fl_peaktemp': None,
  u'fl_peaktempunit': u'',
  u'frm_contact': u'Paolo C. Grigis - [email protected]',
  u'frm_daterun': u'2011-08-09T17:03:16',
  u'frm_humanflag': u'false',
  u'frm_identifier': u'Feature Finding Team',
  u'frm_institute': u'SAO',
  u'frm_name': u'Flare Detective - Trigger Module',
  u'frm_paramset': u'DerivativeThreshold= 3.00000e+00 EndFraction= 2.50000e-01',
  u'frm_specificid': u'',
  u'frm_url': u'http://www.cfa.harvard.edu',
  u'frm_versionnumber': 0.51,
  u'gs_galleryid': u'',
  u'gs_imageurl': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_173152_92738/www/ssw_cutout_193_context_full.gif',
  u'gs_movieurl': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/09/EDS_FlareDetective-TriggerModule_20110809T232044-20110810T001332_AIA_193_XCEN883.2YCEN268.8.mov',
  u'gs_thumburl': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_173152_92738/www/ssw_cutout_193_context_thumb.gif',
  u'hcr_checked': u'true',
  u'hgc_bbox': u'POLYGON((-74.120067 16.492292,-53.721017 13.979272,-54.241902 18.349386,-69.846504 20.925724,-74.120067 16.492292))',
  u'hgc_boundcc': u'',
  u'hgc_coord': u'POINT(-64.095128 17.868604)',
  u'hgc_x': -64.095128,
  u'hgc_y': 17.868604,
  u'hgs_bbox': u'POLYGON((68.297083 16.492292,88.696133 13.979272,88.175248 18.349386,72.570646 20.925724,68.297083 16.492292))',
  u'hgs_boundcc': u'',
  u'hgs_coord': u'POINT(78.322022 17.868604)',
  u'hgs_x': 78.322022,
  u'hgs_y': 17.868604,
  u'hpc_bbox': u'POLYGON((844.8 230.4,921.6 230.4,921.6 307.2,844.8 307.2,844.8 230.4))',
  u'hpc_boundcc': u'',
  u'hpc_coord': u'POINT(883.2 268.8)',
  u'hpc_x': 883.2,
  u'hpc_y': 268.8,
  u'hrc_a': 286.927513064147,
  u'hrc_bbox': u'POLYGON((0.925057 285.255119,1.003558 284.036243,1.026258 288.434949,0.949636 289.983107,0.925057 285.255119))',
  u'hrc_boundcc': u'',
  u'hrc_coord': u'POINT(0.975282935494864 286.927513064147)',
  u'hrc_r': 0.975282935494864,
  u'intenskurt': None,
  u'intensmax': None,
  u'intensmean': None,
  u'intensmedian': None,
  u'intensmin': None,
  u'intensskew': None,
  u'intenstotal': None,
  u'intensunit': u'',
  u'intensvar': None,
  u'kb_archivdate': u'2011-08-10T00:13:25',
  u'kb_archivid': u'ivo://helio-informatics.org/FL_FlareDetective-TriggerModule_20110810_000523_2011-08-09T23:38:20.840_1',
  u'kb_archivist': u'flare_detective',
  u'obs_channelid': u'193',
  u'obs_dataprepurl': u'',
  u'obs_firstprocessingdate': u'',
  u'obs_includesnrt': u'',
  u'obs_instrument': u'AIA',
  u'obs_lastprocessingdate': u'',
  u'obs_levelnum': None,
  u'obs_meanwavel': 1.93e-06,
  u'obs_observatory': u'SDO',
  u'obs_title': u'',
  u'obs_wavelunit': u'cm',
  u'rasterscan': u'',
  u'rasterscantype': u'',
  u'refs': [{u'ref_name': u'SSW Context Thumbnail',
    u'ref_type': u'thumbnail',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_173152_92738/www/ssw_cutout_193_context_thumb.gif'},
   {u'ref_name': u'SSW Context Image',
    u'ref_type': u'image',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_173152_92738/www/ssw_cutout_193_context_full.gif'},
   {u'ref_name': u'SDO Movie',
    u'ref_type': u'movie',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/09/EDS_FlareDetective-TriggerModule_20110809T232044-20110810T001332_AIA_193_XCEN883.2YCEN268.8.mov'},
   {u'ref_name': u'FRM_URL',
    u'ref_type': u'unknown',
    u'ref_url': u'http://www.cfa.harvard.edu'}],
  u'refs_orig': u'',
  u'revision': u'2',
  u'skel_chaincode': u'',
  u'skel_curvature': None,
  u'skel_nsteps': None,
  u'skel_startc1': None,
  u'skel_startc2': None},
 {u'SOL_standard': u'SOL2011-08-09T23:38:25L296C073',
  u'active': u'true',
  u'ar_compactnesscls': u'',
  u'ar_mcintoshcls': u'',
  u'ar_mtwilsoncls': u'',
  u'ar_noaaclass': u'',
  u'ar_noaanum': None,
  u'ar_numspots': None,
  u'ar_penumbracls': u'',
  u'ar_polarity': None,
  u'ar_zurichcls': u'',
  u'area_atdiskcenter': None,
  u'area_atdiskcenteruncert': None,
  u'area_raw': None,
  u'area_uncert': None,
  u'area_unit': u'',
  u'bound_ccnsteps': None,
  u'bound_ccstartc1': None,
  u'bound_ccstartc2': None,
  u'bound_chaincode': u'',
  u'boundbox_c1ll': 844.8,
  u'boundbox_c1ur': 921.6,
  u'boundbox_c2ll': 230.4,
  u'boundbox_c2ur': 307.2,
  u'chaincodetype': u'',
  u'comment_count': u'0',
  u'concept': u'Flare ',
  u'event_c1error': 2,
  u'event_c2error': 2,
  u'event_clippedspatial': u'',
  u'event_clippedtemporal': u'',
  u'event_coord1': 883.2,
  u'event_coord2': 268.8,
  u'event_coord3': None,
  u'event_coordsys': u'UTC-HPC-TOPO',
  u'event_coordunit': u'arcseconds',
  u'event_description': u'',
  u'event_endtime': u'2011-08-10T00:26:25',
  u'event_expires': u'',
  u'event_importance': u'',
  u'event_importance_num_ratings': u'',
  u'event_mapurl': u'',
  u'event_maskurl': u'',
  u'event_npixels': None,
  u'event_peaktime': u'2011-08-09T23:39:25',
  u'event_pixelunit': u'',
  u'event_probability': None,
  u'event_starttime': u'2011-08-09T23:38:25',
  u'event_testflag': u'false',
  u'event_title': u'',
  u'event_type': u'FL',
  u'eventtype': u'9',
  u'fl_efoldtime': None,
  u'fl_efoldtimeunit': u'',
  u'fl_fluence': None,
  u'fl_fluenceunit': u'',
  u'fl_goescls': u'',
  u'fl_peakem': None,
  u'fl_peakemunit': u'',
  u'fl_peakflux': 1286.45,
  u'fl_peakfluxunit': u'erg/cm/cm/s',
  u'fl_peaktemp': None,
  u'fl_peaktempunit': u'',
  u'frm_contact': u'Paolo C. Grigis - [email protected]',
  u'frm_daterun': u'2011-08-09T17:03:15',
  u'frm_humanflag': u'false',
  u'frm_identifier': u'Feature Finding Team',
  u'frm_institute': u'SAO',
  u'frm_name': u'Flare Detective - Trigger Module',
  u'frm_paramset': u'DerivativeThreshold= 2.00000e+00 EndFraction= 2.50000e-01',
  u'frm_specificid': u'',
  u'frm_url': u'http://www.cfa.harvard.edu',
  u'frm_versionnumber': 0.51,
  u'gs_galleryid': u'',
  u'gs_imageurl': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_183329_98818/www/ssw_cutout_171_context_full.gif',
  u'gs_movieurl': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/09/EDS_FlareDetective-TriggerModule_20110809T225025-20110810T011425_AIA_171_XCEN883.2YCEN268.8.mov',
  u'gs_thumburl': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_183329_98818/www/ssw_cutout_171_context_thumb.gif',
  u'hcr_checked': u'true',
  u'hgc_bbox': u'POLYGON((-74.120828 16.492294,-53.718762 13.979604,-54.239579 18.349724,-69.847264 20.925725,-74.120828 16.492294))',
  u'hgc_boundcc': u'',
  u'hgc_coord': u'POINT(-64.09589 17.868605)',
  u'hgc_x': -64.09589,
  u'hgc_y': 17.868605,
  u'hgs_bbox': u'POLYGON((68.297082 16.492294,88.699148 13.979604,88.178331 18.349724,72.570646 20.925725,68.297082 16.492294))',
  u'hgs_boundcc': u'',
  u'hgs_coord': u'POINT(78.32202 17.868605)',
  u'hgs_x': 78.32202,
  u'hgs_y': 17.868605,
  u'hpc_bbox': u'POLYGON((844.8 230.4,921.6 230.4,921.6 307.2,844.8 307.2,844.8 230.4))',
  u'hpc_boundcc': u'',
  u'hpc_coord': u'POINT(883.2 268.8)',
  u'hpc_x': 883.2,
  u'hpc_y': 268.8,
  u'hrc_a': 286.927513064147,
  u'hrc_bbox': u'POLYGON((0.925057 285.255119,1.003558 284.036243,1.026258 288.434949,0.949636 289.983107,0.925057 285.255119))',
  u'hrc_boundcc': u'',
  u'hrc_coord': u'POINT(0.975282925191807 286.927513064147)',
  u'hrc_r': 0.975282925191807,
  u'intenskurt': None,
  u'intensmax': None,
  u'intensmean': None,
  u'intensmedian': None,
  u'intensmin': None,
  u'intensskew': None,
  u'intenstotal': None,
  u'intensunit': u'',
  u'intensvar': None,
  u'kb_archivdate': u'2011-08-10T00:44:34',
  u'kb_archivid': u'ivo://helio-informatics.org/FL_FlareDetective-TriggerModule_20110810_000523_2011-08-09T23:38:25.350_1',
  u'kb_archivist': u'flare_detective',
  u'obs_channelid': u'171',
  u'obs_dataprepurl': u'',
  u'obs_firstprocessingdate': u'',
  u'obs_includesnrt': u'',
  u'obs_instrument': u'AIA',
  u'obs_lastprocessingdate': u'',
  u'obs_levelnum': None,
  u'obs_meanwavel': 1.71e-06,
  u'obs_observatory': u'SDO',
  u'obs_title': u'',
  u'obs_wavelunit': u'cm',
  u'rasterscan': u'',
  u'rasterscantype': u'',
  u'refs': [{u'ref_name': u'SSW Context Thumbnail',
    u'ref_type': u'thumbnail',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_183329_98818/www/ssw_cutout_171_context_thumb.gif'},
   {u'ref_name': u'SSW Context Image',
    u'ref_type': u'image',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/ssw/media/ssw/ssw_client/data/ssw_service_110809_183329_98818/www/ssw_cutout_171_context_full.gif'},
   {u'ref_name': u'SDO Movie',
    u'ref_type': u'movie',
    u'ref_url': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/09/EDS_FlareDetective-TriggerModule_20110809T225025-20110810T011425_AIA_171_XCEN883.2YCEN268.8.mov'},
   {u'ref_name': u'FRM_URL',
    u'ref_type': u'unknown',
    u'ref_url': u'http://www.cfa.harvard.edu'}],
  u'refs_orig': u'',
  u'revision': u'2',
  u'skel_chaincode': u'',
  u'skel_curvature': None,
  u'skel_nsteps': None,
  u'skel_startc1': None,
  u'skel_startc2': None}]

Filter the results of the previous result to return only those events that have the FRM ‘SSW Latest Events’

In [58]:
result = client.query(hek.attrs.Time(tstart, tend), hek.attrs.EventType('FL'), hek.attrs.FRM.Name=='SSW Latest Events')
In [59]:
len(result)
Out[59]:
9

The following returns flares west of 50 arcseconds or those that have a peak flux above 1000.0 (the units of the flux are FRM- dependent and are described at the HEK website)

In [60]:
result = client.query(hek.attrs.Time(tstart, tend), hek.attrs.EventType('FL'), (hek.attrs.Event.Coord1>50) or (hek.attrs.FL.PeakFlux>1000.0))
In [61]:
len(result)
Out[61]:
48

Downloading the VSO files associated with events

In [62]:
from sunpy.net import hek2vso
In [63]:
h2v = hek2vso.H2VClient()
In [64]:
vso_results = h2v.translate_and_query(result[0])
In [65]:
h2v.vso_client.get(vso_results[0]).wait()
---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-65-72e4e3caeaa5> in <module>()
----> 1 h2v.vso_client.get(vso_results[0]).wait()

/Users/schriste/Dropbox/Developer/python/sunpy/sunpy/net/vso/vso.pyc in wait(self, timeout, progress)
    123                 self.progress.draw()
    124 
--> 125         while not self.evt.wait(timeout):
    126             pass
    127         if progress:

/Users/schriste/anaconda/python.app/Contents/lib/python2.7/threading.pyc in wait(self, timeout)
    618         try:
    619             if not self.__flag:
--> 620                 self.__cond.wait(timeout)
    621             return self.__flag
    622         finally:

/Users/schriste/anaconda/python.app/Contents/lib/python2.7/threading.pyc in wait(self, timeout)
    356                         break
    357                     delay = min(delay * 2, remaining, .05)
--> 358                     _sleep(delay)
    359                 if not gotit:
    360                     if __debug__:

KeyboardInterrupt: 
ERROR: KeyboardInterrupt [threading]

WCS

In [66]:
from sunpy import wcs
In [67]:
wcs.convert_hg_hpc(10, 53)
Out[67]:
(100.49244115330731, 767.97438321917502)

Convert that position back to heliographic coordinates

In [68]:
wcs.convert_hpc_hg(100.49, 767.97)
Out[68]:
(9.9996521808465175, 52.999563684874893)

Try to convert a position which is not on the Sun to HG

In [69]:
wcs.convert_hpc_hg(-1500, 0)
Out[69]:
(nan, nan)

Convert sky coordinate to a position in HCC

In [70]:
wcs.convert_hpc_hcc(-300, 400, z=True)
Out[70]:
(-216716967.63331246, 288956420.9477042, 594364636.2208252)

More References

Consider contributing to SunPy!

In [ ]: