website: http://www.sunpy.org
docs: http://docs.sunpy.org
code (version control!): https://github.com/sunpy/sunpy
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
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_IMAGEsunpy.CALLISTO_IMAGEsunpy.EIT_195_IMAGEsunpy.RHESSI_EVENT_LISTsunpy.RHESSI_IMAGEThese 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.
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
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()
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()
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)
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
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2014-01-01 00:20:00
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2350
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2014-01-01 00:21:00
0.000007
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2350
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2014-01-01 00:22:00
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49.6
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2014-01-01 00:23:00
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49.6
-1
39.3
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2360
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2014-01-01 00:24:00
0.000007
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49.6
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39.2
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2360
0.000006
2014-01-01 00:25:00
0.000007
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49.6
-1
39.2
0.344
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0.000006
2014-01-01 00:26:00
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2014-01-01 00:27:00
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2370
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2014-01-01 00:28:00
0.000007
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49.5
-1
39.3
0.343
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2370
0.000006
2014-01-01 00:29:00
0.000007
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49.5
-1
39.3
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2370
0.000006
2014-01-01 00:30:00
0.000007
0.000001
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0.00220
0.000906
0.000548
0.000954
0.332000
49.6
-1
39.3
0.344
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0.337
0.154
-28.2
-10.4
2370
0.000006
2014-01-01 00:31:00
0.000007
0.000001
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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
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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
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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
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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
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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
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0.341
0.153
-28.9
-9.3
2420
0.000007
2014-01-01 00:56:00
0.000008
0.000001
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0.00235
0.000911
0.000552
0.000964
2.040000
49.4
-1
39.3
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0.341
0.153
-28.8
-9.3
2420
0.000007
2014-01-01 00:57:00
0.000008
0.000001
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0.00233
0.000911
0.000553
0.000964
2.250000
49.4
-1
39.3
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-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
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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
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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
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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
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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
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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
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0.000906
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0.000954
0.218000
49.5
NaN
39.3
0.349
0.164
0.335
0.151
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2380
0.000007
2014-01-01 00:37:00
0.000008
0.000001
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0.361000
49.5
NaN
39.3
0.351
0.164
0.334
0.151
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2380
0.000007
2014-01-01 00:38:00
0.000008
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0.320000
49.5
NaN
39.3
0.350
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0.334
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2380
0.000007
2014-01-01 00:39:00
0.000008
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49.5
NaN
39.3
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0.334
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2390
0.000007
2014-01-01 00:40:00
0.000008
0.000001
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0.247000
49.5
NaN
39.3
0.350
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0.334
0.151
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2390
0.000007
2014-01-01 00:41:00
0.000008
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0.00240
0.000907
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0.000957
0.214000
49.5
NaN
39.3
0.350
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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
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0.183000
49.5
NaN
39.3
0.349
0.164
0.335
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-28.7
-13.0
2390
0.000007
2014-01-01 00:43:00
0.000008
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0.000960
0.155000
49.5
NaN
39.3
0.349
0.164
0.336
0.151
-28.8
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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
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2400
0.000007
2014-01-01 00:46:00
0.000008
0.000001
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0.00244
0.000909
0.000550
0.000961
0.742000
49.5
NaN
39.3
0.348
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0.338
0.152
-28.9
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2400
0.000007
2014-01-01 00:47:00
0.000008
0.000001
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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
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0.00244
0.000909
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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
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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
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2400
0.000007
2014-01-01 00:50:00
0.000008
0.000001
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49.5
NaN
39.3
0.346
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0.340
0.152
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2400
0.000007
2014-01-01 00:51:00
0.000008
0.000001
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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
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0.00239
0.000910
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1.470000
49.5
NaN
39.3
0.345
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2410
0.000007
2014-01-01 00:53:00
0.000008
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49.5
NaN
39.3
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2410
0.000007
2014-01-01 00:54:00
0.000008
0.000001
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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
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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
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0.00235
0.000911
0.000552
0.000964
2.040000
49.4
NaN
39.3
0.344
0.162
0.341
0.153
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-9.3
2420
0.000007
2014-01-01 00:57:00
0.000008
0.000001
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0.00233
0.000911
0.000553
0.000964
2.250000
49.4
NaN
39.3
0.343
0.162
0.341
0.154
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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
...
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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()
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"))
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
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'',
u'obs_instrument': u'AIA',
u'obs_lastprocessingdate': u'',
u'obs_levelnum': None,
u'obs_meanwavel': 2.11e-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'FRM_URL',
u'ref_type': u'unknown',
u'ref_url': u'n/a'},
{u'ref_name': u'Event_MapURL', u'ref_type': u'unknown', u'ref_url': u''},
{u'ref_name': u'Movie',
u'ref_type': u'movie',
u'ref_url': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/08/AVC_AlbertoSainzDalda_20110808T013004-20110810T000004_SDO_211-6173_300.0_20110811_172601.mov'},
{u'ref_name': u'FL: HER Entry',
u'ref_type': u'ivorn',
u'ref_url': u'ivo://helio-informatics.org/FL6173_AlbertoSainzDalda_20110811_172601'}],
u'refs_orig': u'',
u'revision': u'1',
u'skel_chaincode': u'',
u'skel_curvature': None,
u'skel_nsteps': None,
u'skel_startc1': None,
u'skel_startc2': None},
{u'SOL_standard': u'SOL2011-08-08T01:30:04L247C075',
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'2011-08-11T17:26:24',
u'kb_archivid': u'ivo://helio-informatics.org/FL6173_AlbertoSainzDalda_20110811_172601',
u'kb_archivist': u'sainzdalda_alberto',
u'obs_channelid': u'6173',
u'obs_dataprepurl': u'',
u'obs_firstprocessingdate': u'',
u'obs_includesnrt': u'',
u'obs_instrument': u'HMI',
u'obs_lastprocessingdate': u'',
u'obs_levelnum': None,
u'obs_meanwavel': 6.173e-05,
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'FRM_URL',
u'ref_type': u'unknown',
u'ref_url': u'n/a'},
{u'ref_name': u'Event_MapURL', u'ref_type': u'unknown', u'ref_url': u''},
{u'ref_name': u'Movie',
u'ref_type': u'movie',
u'ref_url': u'http://sdowww.lmsal.com/sdomedia/h264/2011/08/08/AVC_AlbertoSainzDalda_20110808T013004-20110810T000004_SDO_211-6173_300.0_20110811_172601.mov'},
{u'ref_name': u'FL: HER Entry',
u'ref_type': u'ivorn',
u'ref_url': u'ivo://helio-informatics.org/FL211_AlbertoSainzDalda_20110811_172601'}],
u'refs_orig': u'',
u'revision': u'1',
u'skel_chaincode': u'',
u'skel_curvature': None,
u'skel_nsteps': None,
u'skel_startc1': None,
u'skel_startc2': None},
{u'SOL_standard': u'SOL2011-08-08T01:30:04L247C075',
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'MetaEventCreator',
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_2011-08-11T17:26:26.640',
u'gs_imageurl': u'http://www.lmsal.com/hek/gallery/podimages/2011/08/11/pod_sainz%2Bdalda_alberto_2011-08-11T17%3A26%3A26.640/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%3A26.640/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,
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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 - pgrigis@cfa.harvard.edu',
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
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]
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)
In [ ]:
Content source: ehsteve/ipython-notebooks
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