PPIxFAC (Plasmapause boundary)#
Abstract: Access to the
PPIxFAC
product from the PRISM project. This gives information about the boundaries of small-scale field-aligned currents (SSFAC) and the associated midnight plasmapause (PP) index.
See also:
MIT notebook: https://notebooks.vires.services/notebooks/03j1_demo-prism-mitx
More notebooks: https://nbviewer.org/github/pacesm/jupyter_notebooks/tree/master/PRISM/
Project page and documentation: https://earth.esa.int/eogateway/activities/plasmapause-related-boundaries-in-the-topside-ionosphere-as-derived-from-swarm-measurements
%load_ext watermark
%watermark -i -v -p viresclient,pandas,xarray,matplotlib
Python implementation: CPython
Python version : 3.11.6
IPython version : 8.18.0
viresclient: 0.12.3
pandas : 2.1.3
xarray : 2023.12.0
matplotlib : 3.8.2
import datetime as dt
import matplotlib.pyplot as plt
from viresclient import SwarmRequest
Collection information#
The dataset is split over a default collection, and a subcollection:
SW_OPER_PPIxFAC_2F
contains the plasmapause index (PPI)SW_OPER_PPIxFAC_2F:ID
identifies boundaries of SSSFAC (seePointType
)
Collections available:
Collection |
Dataset |
---|---|
|
Swarm A PPI and SSFAC boundaries |
|
Swarm A edges of the SSFAC boundaries (âIDâ dataset) |
|
Swarm B PPI and SSFAC boundaries |
|
Swarm B edges of the SSFAC boundaries (âIDâ dataset) |
|
Swarm C PPI and SSFAC boundaries |
|
Swarm C edges of the SSFAC boundaries (âIDâ dataset) |
Available âmeasurementsâ in each collection type:
request = SwarmRequest()
print("PPIxFAC variables:\n", request.available_measurements("SW_OPER_PPIAFAC_2F"))
print("PPIxFAC:ID variables:\n", request.available_measurements("SW_OPER_PPIAFAC_2F:ID"))
PPIxFAC variables:
['Counter', 'Latitude_QD', 'Longitude_QD', 'MLT_QD', 'L_value', 'SZA', 'Sigma', 'PPI', 'dL', 'Quality']
PPIxFAC:ID variables:
['Counter', 'Latitude_QD', 'Longitude_QD', 'MLT_QD', 'L_value', 'SZA', 'Position_Quality', 'PointType']
SW_OPER_PPIxFAC_2F
#
VirES Variable |
Source Product Variable |
Unit |
Dimension |
Description |
---|---|---|---|---|
|
|
$ |
vector[2] |
Swarm orbit and quarter orbit counters |
|
|
$ |
scalar |
UTC time of the SSFAC boundary |
|
|
$ |
scalar |
ITRF geocentric latitude of the SSFAC boundary |
|
|
$ |
scalar |
ITRF geocentric longitude of the SSFAC boundary |
|
|
$ |
scalar |
ITRF geocentric radius of the SSFAC boundary |
|
|
$ |
scalar |
Quasi-dipole latitude of the SSFAC boundary |
|
|
$ |
scalar |
Quasi-dipole longitude of the SSFAC boundary |
|
|
$ |
scalar |
Magnetic local time (QD) of the SSFAC boundary |
|
|
$ |
scalar |
L-value in earth radii of the SSFAC boundary |
|
|
$ |
scalar |
Solar zenith angle of the SSFAC boundary |
|
|
$ |
scalar |
Standard deviation of the linear fit of S at the boundary |
|
|
$ |
scalar |
midnight plasmapause index |
|
|
$ |
scalar |
boundary width in Earth radii |
|
|
$ |
vector [7] |
Quality indicators of SSFAC boundary detection |
The Quality
vector flags contain integer values from -1 to 3 indicating the quality of the MIT as a whole.
Positive values indicate good or acceptable observation, while -1 means a likely false observation.
For all flags, a 0 value means that the information needed to derive the flag is not available.
In general, greater numbers indicate higher quality. For more details, see the product documentation.
SW_OPER_PPIxFAC_2F:ID
#
VirES Variable |
Source Product Variable |
Unit |
Dimension |
Description |
---|---|---|---|---|
|
|
$ |
vector[2] |
Swarm orbit and quarter orbit counters |
|
|
$ |
scalar |
UTC time of the observation |
|
|
$ |
scalar |
ITRF geocentric latitude |
|
|
$ |
scalar |
ITRF geocentric longitude |
|
|
$ |
scalar |
ITRF geocentric radius |
|
|
$ |
scalar |
Quasi-dipole latitude |
|
|
$ |
scalar |
Quasi-dipole longitude |
|
|
$ |
scalar |
Magnetic local time (QD) |
|
|
$ |
scalar |
L-value in earth radii |
|
|
$ |
scalar |
Solar zenith angle |
|
|
$ |
scalar |
detection quality of each single position |
|
n/a |
$ |
scalar |
point type derived from the source |
Position_Quality
describes the overall quality of the corresponding boundary/position. The possible values and their meaning are 3: highest quality; 2: fair quality;
1: uncertain detection; -1: a likely false positive detection; -2: the corresponding boundary/position is not defined. For more details, see the product documentation.
These are the possible PointType
values for the PPIxFAC_2F products:
Value |
Hex. |
Bin. |
ID Column |
Meaning |
---|---|---|---|---|
0 |
0x0 |
0b0000 |
1 |
equatorward edge of SSFAC boundary |
1 |
0x1 |
0b0001 |
2 |
poleward edge of SSFAC boundary |
PPIxFAC example#
start = dt.datetime(2016, 1, 1)
end = dt.datetime(2016, 1, 8)
def attach_missing_units(data, ds):
"""TO FIX"""
with data.contents[0].open_cdf() as cdf:
for data_var in ds.data_vars:
units = cdf.varattsget(data_var).get("UNIT", "-")
ds[data_var].attrs["units"] = units
return ds
request = SwarmRequest()
request.set_collection("SW_OPER_PPIAFAC_2F")
request.set_products(
measurements=['Counter', 'Latitude_QD', 'Longitude_QD', 'MLT_QD', 'L_value', 'SZA', 'Sigma', 'PPI', 'dL', 'Quality'],
auxiliaries=["QDLat", "QDLon", "MLT", "OrbitNumber"],
)
data = request.get_between(
start_time=start, end_time=end, asynchronous=False, show_progress=False
)
ds = data.as_xarray()
ds = attach_missing_units(data, ds)
ds
<xarray.Dataset> Dimensions: (Timestamp: 155, Quality_dim1: 7, Counter_dim1: 2) Coordinates: * Timestamp (Timestamp) datetime64[ns] 2016-01-01T00:39:32.500000 ... 2... Dimensions without coordinates: Quality_dim1, Counter_dim1 Data variables: (12/18) Spacecraft (Timestamp) object 'A' 'A' 'A' 'A' 'A' ... 'A' 'A' 'A' 'A' 'A' QDLon (Timestamp) float64 -35.68 139.4 -64.57 ... -170.8 8.048 168.0 Longitude (Timestamp) float64 -103.0 65.08 -126.3 ... 117.1 -71.87 93.69 Quality (Timestamp, Quality_dim1) int8 3 3 1 1 2 1 2 ... 3 -1 1 0 1 3 Counter (Timestamp, Counter_dim1) uint32 11804 1 11804 2 ... 1 11910 2 Latitude (Timestamp) float64 44.58 58.41 49.69 ... 69.73 53.73 69.54 ... ... Longitude_QD (Timestamp) float64 -35.68 139.4 -64.57 ... -170.8 8.049 168.0 QDLat (Timestamp) float64 53.22 54.61 54.18 ... 64.83 62.2 65.11 MLT_QD (Timestamp) float64 17.11 5.124 16.83 ... 4.196 17.39 4.286 L_value (Timestamp) float64 2.837 3.034 2.97 ... 5.624 4.676 5.742 OrbitNumber (Timestamp) int32 11804 11804 11805 ... 11909 11910 11910 MLT (Timestamp) float64 17.11 5.124 16.83 ... 4.196 17.39 4.286 Attributes: Sources: ['SW_OPER_AUXAORBCNT_20131122T132146_20250622T234324_000... MagneticModels: [] AppliedFilters: []
- Timestamp: 155
- Quality_dim1: 7
- Counter_dim1: 2
- Timestamp(Timestamp)datetime64[ns]2016-01-01T00:39:32.500000 ... 2...
- description :
- Time of observation, UTC
array(['2016-01-01T00:39:32.500000000', '2016-01-01T00:59:28.500000000', '2016-01-01T02:14:27.500000000', '2016-01-01T02:33:48.500000000', '2016-01-01T04:06:36.500000000', '2016-01-01T05:24:16.500000000', '2016-01-01T05:40:35.500000000', '2016-01-01T06:58:11.500000000', '2016-01-01T07:14:10.500000000', '2016-01-01T08:32:00.500000000', '2016-01-01T08:49:02.500000000', '2016-01-01T10:05:24.500000000', '2016-01-01T10:23:52.500000000', '2016-01-01T11:38:34.500000000', '2016-01-01T13:11:50.500000000', '2016-01-01T13:28:07.500000000', '2016-01-01T14:46:11.500000000', '2016-01-01T15:01:05.500000000', '2016-01-01T16:19:40.500000000', '2016-01-01T17:53:51.500000000', '2016-01-01T19:26:21.500000000', '2016-01-01T19:43:47.500000000', '2016-01-01T20:59:39.500000000', '2016-01-01T22:32:19.500000000', '2016-01-01T22:46:53.500000000', '2016-01-02T00:05:50.500000000', '2016-01-02T00:20:22.500000000', '2016-01-02T01:35:04.500000000', '2016-01-02T01:55:28.500000000', '2016-01-02T03:28:16.500000000', '2016-01-02T04:49:22.500000000', '2016-01-02T07:56:47.500000000', '2016-01-02T08:11:12.500000000', '2016-01-02T09:29:54.500000000', '2016-01-02T09:45:32.500000000', '2016-01-02T11:03:42.500000000', '2016-01-02T11:20:06.500000000', '2016-01-02T12:37:04.500000000', '2016-01-02T12:52:39.500000000', '2016-01-02T14:24:39.500000000', '2016-01-02T15:44:46.500000000', '2016-01-02T15:57:54.500000000', '2016-01-02T17:17:54.500000000', '2016-01-02T18:49:56.500000000', '2016-01-02T19:04:03.500000000', '2016-01-02T20:23:40.500000000', '2016-01-02T20:36:53.500000000', '2016-01-02T21:56:07.500000000', '2016-01-02T22:12:00.500000000', '2016-01-02T23:44:23.500000000', '2016-01-03T01:17:53.500000000', '2016-01-03T02:51:10.500000000', '2016-01-03T04:12:23.500000000', '2016-01-03T05:46:45.500000000', '2016-01-03T07:21:13.500000000', '2016-01-03T07:38:58.500000000', '2016-01-03T08:54:13.500000000', '2016-01-03T09:09:35.500000000', '2016-01-03T10:26:33.500000000', '2016-01-03T12:00:56.500000000', '2016-01-03T12:16:20.500000000', '2016-01-03T13:34:21.500000000', '2016-01-03T15:07:46.500000000', '2016-01-03T16:41:34.500000000', '2016-01-03T16:54:38.500000000', '2016-01-03T18:15:05.500000000', '2016-01-03T19:44:04.500000000', '2016-01-03T21:20:26.500000000', '2016-01-03T21:35:02.500000000', '2016-01-03T22:52:51.500000000', '2016-01-03T23:08:53.500000000', '2016-01-04T00:26:35.500000000', '2016-01-04T02:01:31.500000000', '2016-01-04T05:10:28.500000000', '2016-01-04T08:18:12.500000000', '2016-01-04T08:32:27.500000000', '2016-01-04T09:51:19.500000000', '2016-01-04T11:25:29.500000000', '2016-01-04T14:33:33.500000000', '2016-01-04T16:19:02.500000000', '2016-01-04T17:39:38.500000000', '2016-01-04T17:52:24.500000000', '2016-01-04T20:44:45.500000000', '2016-01-04T22:17:02.500000000', '2016-01-04T23:50:22.500000000', '2016-01-05T01:25:05.500000000', '2016-01-05T03:11:49.500000000', '2016-01-05T04:34:51.500000000', '2016-01-05T06:08:28.500000000', '2016-01-05T06:20:24.500000000', '2016-01-05T07:41:52.500000000', '2016-01-05T07:55:00.500000000', '2016-01-05T09:15:55.500000000', '2016-01-05T11:04:12.500000000', '2016-01-05T12:36:43.500000000', '2016-01-05T14:09:27.500000000', '2016-01-05T15:30:52.500000000', '2016-01-05T17:04:07.500000000', '2016-01-05T17:15:20.500000000', '2016-01-05T18:37:24.500000000', '2016-01-05T20:09:41.500000000', '2016-01-05T20:22:26.500000000', '2016-01-06T00:48:38.500000000', '2016-01-06T01:04:29.500000000', '2016-01-06T02:22:47.500000000', '2016-01-06T02:38:01.500000000', '2016-01-06T03:57:08.500000000', '2016-01-06T04:11:09.500000000', '2016-01-06T05:31:43.500000000', '2016-01-06T05:45:42.500000000', '2016-01-06T07:05:29.500000000', '2016-01-06T07:20:00.500000000', '2016-01-06T08:39:05.500000000', '2016-01-06T08:56:09.500000000', '2016-01-06T10:12:42.500000000', '2016-01-06T10:30:46.500000000', '2016-01-06T11:45:45.500000000', '2016-01-06T12:02:08.500000000', '2016-01-06T13:34:09.500000000', '2016-01-06T14:53:04.500000000', '2016-01-06T16:25:42.500000000', '2016-01-06T17:58:52.500000000', '2016-01-06T19:31:41.500000000', '2016-01-06T21:20:38.500000000', '2016-01-06T22:38:01.500000000', '2016-01-06T22:54:09.500000000', '2016-01-07T00:11:01.500000000', '2016-01-07T00:27:49.500000000', '2016-01-07T01:46:01.500000000', '2016-01-07T02:01:52.500000000', '2016-01-07T03:20:49.500000000', '2016-01-07T03:35:33.500000000', '2016-01-07T04:55:24.500000000', '2016-01-07T05:08:36.500000000', '2016-01-07T06:29:08.500000000', '2016-01-07T06:43:01.500000000', '2016-01-07T08:02:52.500000000', '2016-01-07T08:18:30.500000000', '2016-01-07T09:36:46.500000000', '2016-01-07T09:52:43.500000000', '2016-01-07T11:09:34.500000000', '2016-01-07T11:26:48.500000000', '2016-01-07T12:42:32.500000000', '2016-01-07T12:58:41.500000000', '2016-01-07T14:16:41.500000000', '2016-01-07T14:30:42.500000000', '2016-01-07T15:49:59.500000000', '2016-01-07T16:04:14.500000000', '2016-01-07T17:23:28.500000000', '2016-01-07T18:54:52.500000000', '2016-01-07T19:10:17.500000000', '2016-01-07T20:29:00.500000000', '2016-01-07T20:42:59.500000000', '2016-01-07T22:01:58.500000000', '2016-01-07T22:16:37.500000000'], dtype='datetime64[ns]')
- Spacecraft(Timestamp)object'A' 'A' 'A' 'A' ... 'A' 'A' 'A' 'A'
- units :
- -
- description :
- Spacecraft identifier (values: 'A', 'B', 'C' or '-' if not available).
array(['A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A'], dtype=object)
- QDLon(Timestamp)float64-35.68 139.4 -64.57 ... 8.048 168.0
- units :
- -
- description :
- Magnetic quasi-dipole longitude
array([ -35.67621994, 139.39039612, -64.56800842, 116.54258728, 95.89572144, -110.69887543, 75.7461319 , -129.36756897, 56.05567551, -148.40641785, 32.53977966, -169.33428955, 3.05694413, 167.64944458, 144.17105103, -63.808815 , 122.54721069, -89.26794434, 101.26618195, 82.93538666, 60.99549103, -144.60653687, 38.5715065 , 8.92438221, 168.61581421, -25.57284164, 146.92279053, -53.39324188, 124.89230347, 105.05265808, -106.14248657, -142.64128113, 41.69441223, -162.22686768, 13.80095863, 175.95733643, -19.89188194, 153.10592651, -53.15282822, -82.52418518, 110.89919281, -104.15940857, 89.95539093, 67.11209106, -142.81262207, 46.70228195, -163.76281738, 19.23394394, 177.11476135, 154.07620239, 132.70423889, 112.84683228, -98.64654541, -118.42700958, -137.2142334 , 46.10584641, -155.59828186, 23.64791107, -176.98176575, 160.66526794, -43.30212402, 137.93649292, 115.9425354 , 96.05669403, -118.0905838 , 76.56201172, 49.52099991, 29.21727753, -176.37693787, -2.88278151, 161.66625977, -36.80684662, -67.07424164, -112.37435913, -149.25283813, 33.11195755, -169.48968506, 168.8135376 , 127.78918457, -110.62895203, 85.14208984, -129.18037415, 38.53501129, 8.378438 , -25.93136597, -57.87896729, 107.2638092 , -107.23150635, -125.1960907 , 66.18847656, -142.95864868, 42.54257584, -162.60827637, -20.837883 , -55.0853157 , -83.13903046, 114.32488251, 93.9265976 , -125.29219818, 73.79530334, 48.75627899, -162.72773743, -47.98947525, 131.6917572 , -75.78158569, 110.2689209 , -98.63058472, 90.87071991, -118.67754364, 70.14536285, -136.76896667, 48.86891174, -155.79989624, 22.77583504, -176.83955383, -8.59983349, 160.31188965, -42.49736023, -73.05921173, 116.47970581, 94.07463837, 73.73312378, 52.46416092, -175.83055115, -3.14180231, 161.57389832, -36.97151184, 139.1085968 , -66.88741302, 117.12846375, -91.76602936, 96.45563507, -112.60630035, 77.84922028, -130.7088623 , 56.77849579, -149.3243866 , 32.1676178 , -169.66148376, 2.31952548, 167.864151 , -31.22922897, 144.45570374, -63.04557419, 123.15526581, -90.32048798, 101.76430511, -110.18847656, 81.91684723, 58.33570099, -149.06008911, 37.2929039 , -170.80992126, 8.0483551 , 168.0191803 ])
- Longitude(Timestamp)float64-103.0 65.08 ... -71.87 93.69
- units :
- deg
- description :
- Position of the SSFAC boundary in ITRF - Geocentric longitude
array([-1.02966736e+02, 6.50846075e+01, -1.26271985e+02, 4.18648653e+01, 1.81047503e+01, -1.72465815e+02, -5.22851027e+00, 1.64208619e+02, -2.87126821e+01, 1.40850427e+02, -5.18367949e+01, 1.17269285e+02, -7.51027642e+01, 9.35820652e+01, 6.99589824e+01, -1.22807965e+02, 4.68242331e+01, -1.46571149e+02, 2.32844911e+01, 1.38167328e-01, -2.39101909e+01, 1.43689655e+02, -4.75089811e+01, -7.12911543e+01, 9.43509806e+01, -9.47921871e+01, 7.07414861e+01, -1.18835094e+02, 4.86213026e+01, 2.45362929e+01, -1.63968374e+02, 1.49252250e+02, -4.45916944e+01, 1.25424927e+02, -6.78180420e+01, 1.02093758e+02, -9.10517970e+01, 7.84526624e+01, -1.14807192e+02, -1.38954937e+02, 3.18741084e+01, -1.62632600e+02, 8.04622881e+00, -1.62582939e+01, 1.49627497e+02, -3.96813317e+01, 1.25328934e+02, -6.35531189e+01, 1.03271179e+02, 7.87383327e+01, 5.51578169e+01, 3.13107521e+01, -1.56724018e+02, -1.79710532e+02, 1.57582699e+02, -3.60207747e+01, 1.33557408e+02, -6.00036182e+01, 1.09249679e+02, 8.62459851e+01, -1.07104257e+02, 6.26448741e+01, 3.90510292e+01, 1.57021008e+01, -1.78827556e+02, -7.82680189e+00, -3.27569783e+01, -5.56536336e+01, 1.10414896e+02, -7.94546148e+01, 8.71547651e+01, -1.02903935e+02, -1.25986267e+02, -1.72021973e+02, 1.41464794e+02, -5.25658232e+01, 1.17601823e+02, 9.46063111e+01, 4.86491442e+01, -1.70653555e+02, 4.87621151e-01, 1.65722372e+02, -4.77170676e+01, -7.16205071e+01, -9.51638463e+01, -1.18323209e+02, 2.25761079e+01, -1.63791592e+02, 1.72751948e+02, -2.26785861e+01, 1.49105499e+02, -4.54202790e+01, 1.26064967e+02, -9.15296910e+01, -1.15392713e+02, -1.39298622e+02, 3.28421340e+01, 8.93945043e+00, 1.72783150e+02, -1.48713357e+01, -3.93929971e+01, 1.25747089e+02, -1.10657008e+02, 5.62771226e+01, -1.33941801e+02, 3.27659040e+01, -1.57081610e+02, 8.98834930e+00, -1.79942678e+02, -1.39164624e+01, 1.56715069e+02, -3.70848006e+01, 1.33248643e+02, -5.99235858e+01, 1.09793817e+02, -8.32831828e+01, 8.59125464e+01, -1.07123203e+02, -1.31103952e+02, 3.90403539e+01, 1.49888355e+01, -8.68767559e+00, -3.24583670e+01, 1.10699583e+02, -7.96564719e+01, 8.71632650e+01, -1.03266785e+02, 6.37362191e+01, -1.26390692e+02, 4.05529590e+01, -1.49382498e+02, 1.71290699e+01, -1.72264032e+02, -6.68596076e+00, 1.64362546e+02, -2.96760055e+01, 1.41000447e+02, -5.24638072e+01, 1.17795629e+02, -7.58053622e+01, 9.36888870e+01, -9.91990825e+01, 6.98255084e+01, -1.23083795e+02, 4.66802673e+01, -1.47227312e+02, 2.30140715e+01, -1.70736023e+02, -5.29081892e-01, -2.48873885e+01, 1.41519597e+02, -4.82091403e+01, 1.17119748e+02, -7.18678321e+01, 9.36917793e+01])
- Quality(Timestamp, Quality_dim1)int83 3 1 1 2 1 2 3 ... 3 3 -1 1 0 1 3
- units :
- N/A
- description :
- Quality indicators of SSFAC boundary detection
array([[ 3, 3, 1, ..., 2, 1, 2], [ 3, 3, 3, ..., 2, 1, 3], [ 3, 3, 1, ..., 2, 1, 2], ..., [ 3, 3, -1, ..., 1, 1, 3], [ 1, 1, -1, ..., -1, 1, 2], [ 3, 3, -1, ..., 0, 1, 3]], dtype=int8)
- Counter(Timestamp, Counter_dim1)uint3211804 1 11804 2 ... 11910 1 11910 2
- units :
- N/A
- description :
- Swarm orbit counter and quarter orbit (four per Swarm orbit) counter that are based on magnetic coordinates as defined in [AD-2] (Sect. 4.1.2.2)
array([[11804, 1], [11804, 2], [11805, 1], [11805, 2], [11806, 2], [11807, 1], [11807, 2], [11808, 1], [11808, 2], [11809, 1], [11809, 2], [11810, 1], [11810, 2], [11811, 1], [11812, 1], [11812, 2], [11813, 1], [11813, 2], [11814, 1], [11815, 1], ... [11900, 2], [11901, 1], [11901, 2], [11902, 1], [11902, 2], [11903, 1], [11903, 2], [11904, 1], [11904, 2], [11905, 1], [11905, 2], [11906, 1], [11906, 2], [11907, 1], [11908, 1], [11908, 2], [11909, 1], [11909, 2], [11910, 1], [11910, 2]], dtype=uint32)
- Latitude(Timestamp)float6444.58 58.41 49.69 ... 53.73 69.54
- units :
- deg
- description :
- Position of the SSFAC boundary in ITRF - Geocentric latitude
array([44.58176663, 58.40712407, 49.69169989, 55.54330741, 58.56510532, 59.84998279, 57.04024111, 61.1204507 , 57.05005816, 62.00618131, 52.12777454, 61.2888202 , 47.33482723, 59.67625778, 58.44527447, 58.57509303, 61.3740579 , 60.95459205, 60.97886125, 63.27003348, 59.10403318, 53.493618 , 58.00708172, 54.47452785, 69.11588331, 54.20098905, 69.51439578, 37.45976642, 63.72222014, 66.73533006, 64.84886016, 65.79251058, 58.38586257, 63.99256419, 55.51520161, 64.81290241, 51.74828164, 63.96870439, 55.73412786, 61.82460466, 65.98933449, 63.11307098, 64.25574295, 58.30066632, 67.02415492, 58.86892593, 69.90124675, 54.506122 , 64.04210874, 68.65177068, 68.9843723 , 70.14248496, 61.88013791, 64.87766986, 68.25463666, 43.10054228, 66.01311974, 54.51449095, 61.2104893 , 64.26633475, 56.14024306, 63.61572189, 62.96591447, 63.78869774, 65.56924408, 63.52603848, 45.84885138, 56.53959146, 66.93084787, 52.04466204, 65.92126684, 52.60579744, 57.78088482, 64.6104686 , 66.77198811, 58.04250227, 64.97505431, 67.19991292, 70.62080089, 63.20498528, 66.46475755, 64.04113249, 58.59252992, 53.59152125, 52.61746789, 56.96049711, 72.05852306, 66.92158572, 67.04592027, 66.65389206, 66.3409924 , 62.76011242, 68.11944686, 54.96709165, 59.07507793, 62.34487922, 70.44544898, 69.16654271, 67.27394658, 68.01548845, 63.03115187, 67.53664019, 56.09272061, 62.58205422, 58.26232837, 62.78165327, 61.20124335, 64.51188985, 65.03382481, 60.8072084 , 65.73491383, 58.05777512, 65.79390038, 48.19738333, 65.91518584, 44.23067378, 63.86315539, 52.76405354, 58.79012278, 64.4238149 , 60.77606419, 59.17363533, 56.22706836, 64.3069359 , 53.01361824, 64.57018586, 50.76035144, 64.2602196 , 56.19694806, 62.47822872, 60.86518055, 62.09866861, 64.69909701, 64.14642005, 65.27388447, 60.9506981 , 65.84765983, 53.65304345, 67.05495522, 51.22268809, 64.04908804, 49.30777214, 61.67761476, 55.84888571, 63.84574094, 61.86789626, 62.75642867, 62.06206811, 62.37093876, 53.98680765, 66.3436012 , 56.09958301, 69.72577329, 53.7272267 , 69.53779298])
- Latitude_QD(Timestamp)float6453.21 54.61 54.18 ... 62.2 65.11
- units :
- deg
- description :
- QD latitude of the SSFAC boundary
array([53.21495819, 54.61472321, 54.1795311 , 51.76984406, 55.16558456, 56.35050583, 54.70929718, 55.73806381, 57.65425491, 56.42576599, 56.81773758, 56.43888092, 56.42242813, 55.53680801, 54.61764908, 63.5933609 , 57.68982315, 61.47146225, 57.61529922, 61.24498749, 59.23551941, 47.36375046, 62.17696762, 62.84833527, 64.69497681, 63.35684586, 65.40704346, 43.43611908, 60.02320099, 63.59046936, 62.69843674, 60.38825607, 62.01449585, 58.88988876, 63.3698616 , 60.39493561, 61.22543335, 59.98125076, 62.27166367, 63.73736954, 62.59557724, 61.07460022, 61.76773453, 57.2965889 , 61.70081711, 61.60890961, 64.84645081, 61.67154312, 59.61304855, 64.48529816, 65.10968781, 66.81143951, 60.6920433 , 60.90587616, 63.16954803, 42.78465271, 60.74611282, 61.01991653, 56.64277649, 60.16952515, 63.88134384, 59.78863525, 59.37895584, 60.86439896, 61.72882462, 62.22592926, 45.32220078, 62.2437973 , 62.2522049 , 61.344944 , 61.75674438, 61.0418396 , 62.21635437, 61.42847443, 61.42620087, 63.19708252, 60.12161636, 62.86072922, 66.81475067, 60.10560989, 64.6749115 , 58.95571518, 62.83651733, 62.03611755, 61.82334137, 62.84360123, 69.10128784, 64.88763428, 62.61753845, 67.34660339, 60.97072601, 66.78327179, 63.04695892, 64.25892639, 65.40153503, 64.19154358, 67.06243896, 66.91345978, 62.8650589 , 67.83231354, 66.0248642 , 62.46763992, 63.30309296, 58.82296371, 61.15304184, 59.29214478, 59.93639374, 61.9862175 , 61.0514183 , 59.85366058, 60.44431686, 60.24146271, 60.5269165 , 54.53471375, 61.27487183, 54.07316208, 59.78320312, 60.62147141, 62.22390366, 60.85533142, 57.66424942, 57.45570374, 57.36008835, 59.668396 , 62.28019714, 60.45172501, 59.21108246, 60.41160965, 60.58232498, 58.86571121, 60.88291931, 59.00309372, 61.49446487, 62.79505539, 60.21938324, 62.17153931, 60.46213531, 58.57531738, 62.18306351, 60.24530029, 59.83412552, 58.28373337, 57.82437515, 60.8753891 , 60.1686554 , 62.27776337, 59.49954224, 58.89056778, 60.31046677, 53.5130043 , 60.97773361, 60.28428268, 64.83011627, 62.1988678 , 65.10827637])
- Sigma(Timestamp)float640.3516 0.4267 ... 0.643 0.2683
- units :
- N/A
- description :
- Standard deviation of the linear fit of S at the boundary [RD-2]
array([0.35164644, 0.42673425, 0.39064448, 0.42934061, 0.32907101, 0.22698133, 0.32402346, 0.30648435, 0.2313217 , 0.20571495, 0.35121978, 0.35664312, 0.38086512, 0.36399264, 0.27857481, 0.22825018, 0.35580182, 0.29132381, 0.47082881, 0.16981885, 0.33577657, 0.25211175, 0.46527039, 0.3658439 , 0.2862607 , 0.42960817, 0.31469124, 0.26142514, 0.39524171, 0.29374289, 0.22608651, 0.55205618, 0.3817396 , 0.28076479, 0.47148494, 0.61681659, 0.3161549 , 0.40256837, 0.16806232, 0.2120765 , 0.25675116, 0.45618646, 0.46324662, 0.31373424, 0.38260446, 0.49506748, 0.59615348, 0.39159569, 0.15395722, 0.47082984, 0.46398231, 0.1843417 , 0.36695472, 0.34988141, 0.29459348, 0.71743772, 0.2008696 , 0.28695497, 0.140446 , 0.39648157, 0.31172102, 0.31950028, 0.25155582, 0.24071788, 0.32229601, 0.21013388, 0.44537682, 0.30691797, 0.15676293, 0.55218345, 0.273761 , 0.38999649, 0.27129543, 0.41172699, 0.22229087, 0.47348947, 0.16190662, 0.3252729 , 0.38250611, 0.14261325, 0.17558796, 0.43988422, 0.39567104, 0.26939287, 0.21135524, 0.20913446, 0.11437719, 0.27970733, 0.20562485, 0.48601498, 0.25249558, 0.21395199, 0.1633285 , 0.34596059, 0.25575831, 0.33357593, 0.21141089, 0.49353438, 0.39995066, 0.40086048, 0.27429979, 0.30140225, 0.25274519, 0.40638383, 0.21138537, 0.26181052, 0.22789862, 0.17162724, 0.34454614, 0.46854948, 0.16198292, 0.42142894, 0.32308367, 0.12385199, 0.2387892 , 0.4102623 , 0.09432962, 0.13201337, 0.2843662 , 0.36727476, 0.46642028, 0.36117917, 0.45600123, 0.24693258, 0.26137522, 0.52207201, 0.18120319, 0.34961347, 0.33623635, 0.20100443, 0.23741237, 0.29772548, 0.37919634, 0.30302641, 0.18311786, 0.31444099, 0.37899719, 0.37494532, 0.41433686, 0.34301582, 0.47911371, 0.20742647, 0.2576856 , 0.46115636, 0.46320044, 0.29991589, 0.35089881, 0.31322191, 0.50532355, 0.17712502, 0.23503162, 0.29464399, 0.3009181 , 0.64304597, 0.26832909])
- dL(Timestamp)float641.287 1.453 1.536 ... 1.361 2.152
- units :
- N/A
- description :
- Boundary width in Earth radii
array([1.28722125, 1.45327057, 1.53635184, 1.59918218, 1.85350124, 0.83649452, 1.73361318, 0.94630883, 1.65417942, 0.48073304, 1.25565605, 1.00212013, 1.32159181, 1.20498122, 1.30001819, 2.20285237, 0.53990007, 0.84386189, 2.31371496, 0.88238112, 1.33036987, 0.38694255, 1.34733921, 1.33801534, 2.7324091 , 1.07492456, 2.87600677, 0.13796671, 2.35215541, 2.21261203, 0.90641677, 2.92786931, 2.55760174, 1.75146379, 1.91459416, 2.2905393 , 2.12209212, 1.25949387, 2.6264205 , 2.62355724, 0.8184201 , 2.98166323, 1.72085161, 1.32226204, 2.86807785, 1.40733016, 1.98634211, 2.77690503, 1.34161324, 2.16624117, 2.87600677, 0.13796671, 2.35215541, 2.21261203, 0.90641677, 2.92786931, 2.55760174, 1.75146379, 1.91459416, 2.2905393 , 2.12209212, 1.25949387, 2.6264205 , 2.62355724, 0.8184201 , 2.98166323, 1.72085161, 1.32226204, 2.86807785, 1.40733016, 1.98634211, 2.77690503, 1.34161324, 2.16624117, 2.42827275, 1.94013444, 1.29517542, 1.82900143, 2.01023876, 2.85276273, 0.64760584, 2.03488935, 0.1918712 , 1.55157964, 2.21827164, 0.85111022, 0.80281847, 1.953366 , 2.01665556, 0.58996376, 0.53571583, 1.93106045, 1.39817977, 2.09372999, 2.96441875, 1.67357053, 2.42827275, 1.94013444, 1.29517542, 1.82900143, 2.01023876, 2.85276273, 0.64760584, 2.03488935, 0.1918712 , 1.55157964, 2.21827164, 0.85111022, 0.80281847, 1.953366 , 2.01665556, 0.58996376, 0.53571583, 1.93106045, 1.39817977, 2.09372999, 2.96441875, 1.67357053, 2.44806007, 0.80939778, 0.8706971 , 2.78877629, 0.76885776, 1.09922107, 2.83149114, 1.58182511, 2.19628268, 1.80439425, 2.1359459 , 1.91305482, 2.25300293, 2.44806007, 0.80939778, 0.8706971 , 2.78877629, 0.76885776, 1.09922107, 2.83149114, 1.58182511, 2.19628268, 1.80439425, 2.1359459 , 1.91305482, 2.25300293, 2.77380302, 2.49430117, 2.57861774, 2.09473311, 2.40311822, 2.56207526, 1.28406434, 1.79150953, 2.63092982, 1.36058783, 2.15199517])
- SZA(Timestamp)float64103.9 114.7 105.7 ... 101.5 118.6
- units :
- deg
- description :
- Solar zenith angle of the SSFAC boundary
array([103.86741784, 114.6877855 , 105.72352933, 114.23085678, 114.79353106, 109.0974708 , 114.5835745 , 109.45117692, 114.62816752, 109.68237892, 113.75390292, 109.415751 , 112.7444763 , 108.85508115, 108.40215239, 115.04631931, 109.30452123, 115.42148693, 109.13168674, 109.80837435, 108.42540509, 114.36121156, 108.00843204, 106.72820829, 116.34574639, 106.57854772, 116.39311187, 99.95307329, 115.99154419, 116.27705383, 110.00065575, 110.20815746, 115.51067165, 109.60799712, 115.13000997, 109.82563275, 114.52506878, 109.51542025, 115.2556761 , 116.08265572, 110.06806949, 116.24170633, 109.47788426, 107.41943802, 116.58688011, 107.57134502, 116.73069486, 105.93986863, 116.4561178 , 116.74518971, 116.7817098 , 116.83313597, 108.38295495, 109.34392099, 110.38301191, 113.39209656, 109.63400801, 115.65828098, 107.96938269, 108.9752796 , 115.97858152, 108.71097478, 108.44316265, 108.68175023, 116.93054025, 108.54811349, 101.70396263, 105.91899344, 117.07158336, 104.11810312, 117.06900288, 104.2868727 , 106.23959879, 108.62365529, 109.28435199, 116.74575894, 108.62680252, 109.353309 , 110.41035449, 117.3037044 , 108.93824616, 117.36964743, 105.95038944, 103.91198331, 103.45950832, 105.16317215, 117.48570263, 108.81979697, 108.82323311, 117.65865141, 108.53160543, 117.62228835, 109.1271465 , 117.16852233, 117.55327191, 117.74749887, 109.78822616, 109.30541121, 117.84736581, 108.85759569, 106.95939582, 117.89682669, 104.03644999, 117.99250027, 104.87866393, 118.02805707, 106.01518482, 118.07316577, 107.46648006, 118.0477869 , 107.69180094, 117.96340498, 107.67475326, 117.01553272, 107.68096087, 116.43314198, 106.84334369, 117.68065332, 118.16231352, 106.97452747, 105.46639221, 104.75726082, 103.46378728, 118.41575648, 101.96565169, 118.44329541, 100.91131825, 118.47969282, 103.24545849, 118.52823172, 105.17411596, 118.56099693, 106.69586427, 118.57059297, 106.88301874, 118.62504089, 107.07162309, 118.36063354, 107.51217078, 118.19924749, 106.26173968, 118.04878823, 105.23241732, 118.63578307, 106.08832599, 118.80164412, 105.59048744, 118.83209561, 105.38333284, 101.68131075, 118.74662643, 102.57231384, 118.52408778, 101.45758642, 118.56459866])
- PPI(Timestamp)float642.798 3.085 2.916 ... 4.649 5.832
- units :
- R_E
- description :
- Midnight Plasmapause index
array([2.79770442, 3.08529794, 2.91586623, 2.70286037, 3.14826836, 3.27622583, 3.05944228, 3.19630703, 3.54507803, 3.33239021, 3.38324712, 3.34423551, 3.33254619, 3.19222861, 3.04607321, 5.22306774, 3.57441683, 4.55085396, 3.56275528, 4.42488347, 3.91764294, 2.27525172, 4.69766871, 4.88730957, 5.63024055, 5.02156084, 5.9306023 , 1.88111475, 4.1251057 , 5.17477065, 4.77917844, 4.15907596, 4.60812514, 3.81873443, 5.06440257, 4.18105943, 4.42772091, 4.07648841, 4.77267184, 5.29231509, 4.82146772, 4.44440252, 4.56953025, 3.50602193, 4.60530811, 4.52572136, 5.7054939 , 4.52554759, 4.03963614, 5.54662717, 5.79862852, 6.60085375, 4.18070688, 4.25783873, 4.97105306, 1.89768495, 4.2584412 , 4.333046 , 3.37094002, 4.11874025, 5.31894246, 4.02406734, 3.92811705, 4.30615109, 4.63216694, 4.70831654, 2.06598158, 4.70254533, 4.76440142, 4.40240568, 4.61149833, 4.28181992, 4.6046871 , 4.3892221 , 4.43459419, 5.00259398, 4.09952285, 4.8937502 , 6.58057806, 4.19642227, 5.58282381, 3.91584119, 4.89526478, 4.61334848, 4.51025008, 4.80459936, 8.03460086, 5.57330686, 4.75997464, 6.86292229, 4.29633068, 6.54625616, 4.94344977, 5.44752745, 5.96326951, 5.47716427, 6.71517368, 6.63953673, 4.99526103, 7.17536947, 6.18078375, 4.84469434, 4.96254287, 3.86896456, 4.28262344, 3.96412932, 3.97420457, 4.65476442, 4.28137775, 4.06017716, 4.14485709, 4.14178375, 4.18529096, 3.03972343, 4.39609801, 2.99890706, 4.00864789, 4.30727672, 4.79017068, 4.28416595, 3.55030885, 3.51590765, 3.50022478, 4.07107764, 4.66565399, 4.26462259, 3.81073939, 4.25166277, 4.12658024, 3.87757307, 4.20704264, 3.89389417, 4.3924603 , 4.90178396, 4.07462381, 4.68723101, 4.15794322, 3.76044123, 4.65649575, 4.16796928, 4.01611652, 3.75350433, 3.57219747, 4.39641224, 4.0991146 , 4.81817877, 3.93997712, 3.92204912, 4.14545261, 2.87115803, 4.41751806, 4.13682646, 5.71764304, 4.64850886, 5.83157201])
- Radius(Timestamp)float646.82e+06 6.818e+06 ... 6.817e+06
- units :
- m
- description :
- Position of the SSFAC boundary in ITRF - Geocentric radius (from the Earth center)
array([6820428.235, 6818091.97 , 6819506.12 , 6818537.295, 6818131.52 , 6818117.185, 6818338.73 , 6818038.71 , 6818333.015, 6817996.015, 6818902.02 , 6818040.85 , 6819608.045, 6818269.62 , 6818381.945, 6818279.57 , 6817890.92 , 6817911.66 , 6817903.32 , 6817606.935, 6818122.56 , 6818640.92 , 6818442.655, 6818969.425, 6816915.915, 6818943.14 , 6816869.91 , 6821612.235, 6817460.56 , 6817163.335, 6817480.455, 6817478.825, 6818049.58 , 6817679.85 , 6818325.475, 6817597.555, 6819058.115, 6817685.245, 6818614.785, 6817814.42 , 6817300.615, 6817586.375, 6817478.25 , 6818181.435, 6816989.805, 6818219.045, 6816744.645, 6818903.53 , 6817345.715, 6816887.475, 6816813.5 , 6816768.11 , 6817758.585, 6817471.545, 6817201.725, 6820289.5 , 6817495.62 , 6818470.505, 6818045.265, 6817703.24 , 6818533.86 , 6817717.275, 6817680.93 , 6817546.315, 6817222.24 , 6817527.145, 6820151.245, 6818633.37 , 6816998.08 , 6819296.575, 6817097.985, 6819095.27 , 6818279.21 , 6817496.165, 6817390.22 , 6817941.55 , 6817545.55 , 6817338.475, 6816860.41 , 6817431.35 , 6817200.45 , 6817234.715, 6818332.31 , 6819081.96 , 6819163.085, 6818410.34 , 6816545.37 , 6817205.87 , 6817240.58 , 6817032.725, 6817367.365, 6817375.1 , 6817158.915, 6818431.41 , 6818010.625, 6817595.07 , 6816804.465, 6816905.73 , 6816908.855, 6816974.815, 6817644.87 , 6816811.555, 6818454.905, 6817328.205, 6818146.305, 6817363.955, 6817797.745, 6817170.715, 6817399.285, 6817611.07 , 6817410.19 , 6817927.76 , 6817461.31 , 6819212.8 , 6817425.665, 6819971.475, 6817693.815, 6818838.825, 6818036.025, 6817454.51 , 6817859.325, 6818024.64 , 6818480.35 , 6817100.315, 6819107.805, 6817075.645, 6819351.175, 6817068.31 , 6818454.845, 6817318.945, 6817839.915, 6817368.505, 6817420.56 , 6817160.96 , 6817434.705, 6817520.52 , 6817425.055, 6818342.625, 6817237.49 , 6818672.93 , 6817623.53 , 6819171.03 , 6817872.24 , 6818304.63 , 6817487.8 , 6817474.96 , 6817581.665, 6817391.63 , 6817605.35 , 6818774.21 , 6816739.685, 6818631.96 , 6816528.13 , 6819012.86 , 6816571.685])
- Longitude_QD(Timestamp)float64-35.68 139.4 -64.57 ... 8.049 168.0
- units :
- deg
- description :
- QD longitude of the SSFAC boundary
array([ -35.67552567, 139.39050293, -64.56729889, 116.5424881 , 95.8955307 , -110.69771576, 75.74602509, -129.36660767, 56.05570221, -148.40583801, 32.54014969, -169.33390808, 3.05755544, 167.64981079, 144.17121887, -63.80784607, 122.54706573, -89.26683807, 101.26594543, 82.93512726, 60.99543762, -144.60601807, 38.57171631, 8.92492962, 168.61608887, -25.57184219, 146.92271423, -53.39267731, 124.89214325, 105.05231476, -106.14125824, -142.64053345, 41.69459152, -162.22642517, 13.80146408, 175.95770264, -19.89119339, 153.10610962, -53.15197372, -82.52307892, 110.89889526, -104.15821838, 89.95510864, 67.1120224 , -142.81185913, 46.70239258, -163.76229858, 19.23441887, 177.11512756, 154.0763092 , 132.70385742, 112.84642792, -98.64538574, -118.42586517, -137.21333313, 46.10613632, -155.59773254, 23.64834976, -176.98139954, 160.66552734, -43.30128098, 137.93649292, 115.94232178, 96.05641174, -118.08942413, 76.56178284, 49.52123642, 29.21763229, -176.3765564 , -2.88216019, 161.66650391, -36.80580521, -67.0729599 , -112.37320709, -149.25221252, 33.1122818 , -169.48928833, 168.81382751, 127.7889328 , -110.62780762, 85.14182281, -129.17941284, 38.53526688, 8.37899685, -25.93067741, -57.87775803, 107.26288605, -107.22985077, -125.19504547, 66.1882782 , -142.95793152, 42.54270172, -162.60778809, -20.83719444, -55.08440399, -83.13794708, 114.32452393, 93.92623138, -125.29114532, 73.79501343, 48.7563324 , -162.7272644 , -47.98833466, 131.69158936, -75.78031921, 110.26844025, -98.62914276, 90.87007141, -118.67610168, 70.14486694, -136.76817322, 48.86909866, -155.79940796, 22.77636528, -176.83918762, -8.59923363, 160.31214905, -42.49664307, -73.05831146, 116.47951508, 94.07450104, 73.73308563, 52.4643364 , -175.8302002 , -3.14120388, 161.57415771, -36.97054672, 139.10852051, -66.88626099, 117.12807465, -91.76461792, 96.45511627, -112.60480499, 77.84858704, -130.7076416 , 56.7781105 , -149.32380676, 32.16803741, -169.66108704, 2.32011318, 167.86445618, -31.22856903, 144.45584106, -63.04476929, 123.15512848, -90.31942749, 101.76412201, -110.18736267, 81.91672516, 58.33584595, -149.05949402, 37.29324341, -170.80950928, 8.04891682, 168.01942444])
- QDLat(Timestamp)float6453.22 54.61 54.18 ... 62.2 65.11
- units :
- -
- description :
- Magnetic quasi-dipole latitude
array([53.21508789, 54.61435318, 54.17957687, 51.76966476, 55.16561508, 56.35026932, 54.70949554, 55.73759842, 57.65457535, 56.42526627, 56.81812286, 56.43847656, 56.42269897, 55.53643036, 54.61725998, 63.59344482, 57.68958664, 61.4714241 , 57.61527252, 61.2450943 , 59.23579788, 47.36315536, 62.17731094, 62.848629 , 64.69456482, 63.35723114, 65.40648651, 43.43606567, 60.02295303, 63.59039307, 62.698246 , 60.38778305, 62.01483154, 58.88945007, 63.37015915, 60.39453888, 61.22564697, 59.98085785, 62.27178192, 63.73736572, 62.59545517, 61.07443237, 61.76779175, 57.29683304, 61.70035553, 61.60923767, 64.84601593, 61.67185974, 59.61265564, 64.48490906, 65.10922241, 66.81129456, 60.69193268, 60.90555191, 63.16910934, 42.7851181 , 60.74565506, 61.02024841, 56.64239502, 60.16912842, 63.88150024, 59.78829575, 59.37878799, 60.8644104 , 61.728508 , 62.22608185, 45.32263565, 62.244133 , 62.25179291, 61.34519577, 61.75634384, 61.04214096, 62.2164917 , 61.42821884, 61.42574692, 63.19738388, 60.12121582, 62.86034393, 66.81451416, 60.1053772 , 64.67499542, 58.95529175, 62.83682251, 62.03636551, 61.82351685, 62.84378815, 69.10108948, 64.88741302, 62.61716843, 67.3467865 , 60.97026443, 66.78354645, 63.04653549, 64.25911713, 65.40164185, 64.19153595, 67.06229401, 66.91346741, 62.86469269, 67.83245087, 66.02513123, 62.46721649, 63.30333328, 58.8225174 , 61.15311813, 59.29193115, 59.9362793 , 61.98622894, 61.05104446, 59.85393143, 60.44387054, 60.24175644, 60.52648163, 54.53500366, 61.27449417, 54.07332993, 59.78284073, 60.62158966, 62.22393417, 60.85519028, 57.66430283, 57.45589447, 57.36038971, 59.66802597, 62.28039932, 60.45136261, 59.21134567, 60.41111755, 60.58244705, 58.86542511, 60.88286972, 59.00305557, 61.49417114, 62.79521561, 60.21888351, 62.17193222, 60.46168137, 58.57562256, 62.18267059, 60.2455101 , 59.83376312, 58.28387451, 57.82403183, 60.87545013, 60.16845322, 62.27770996, 59.49953079, 58.8903389 , 60.31058884, 53.51330566, 60.97728729, 60.28458405, 64.82971954, 62.19909668, 65.10791016])
- MLT_QD(Timestamp)float6417.11 5.124 16.83 ... 17.39 4.286
- units :
- h
- description :
- Magnetic Local Time of SSFAC boundary
array([17.11333084, 5.12400055, 16.8288269 , 5.24490356, 5.53654099, 17.17712212, 5.90322828, 17.62679482, 6.27249002, 18.00218391, 6.35744238, 18.1853199 , 5.98367977, 18.17510414, 18.1029644 , 4.49632311, 18.15534592, 4.26965094, 18.21124268, 18.47396469, 18.47138405, 5.04037809, 18.45689583, 17.97057152, 4.8537693 , 17.21193504, 4.95560074, 16.87781906, 5.11876678, 5.44525909, 16.83688164, 17.76691818, 6.30688763, 18.05694962, 6.05436277, 18.15459442, 5.36471653, 18.13625908, 4.63436604, 4.13575459, 18.29545593, 4.16546535, 18.36786652, 18.29695511, 4.52498913, 18.41981888, 4.59887362, 18.06590462, 4.84755707, 4.82409286, 4.98017693, 5.29201698, 16.65559578, 17.05269241, 17.49459076, 6.02885723, 17.88528824, 6.09641409, 18.00756073, 18.05265617, 4.70213413, 18.0283432 , 18.04003143, 18.19432259, 4.1240325 , 18.36994934, 17.97338104, 18.15239716, 4.68000746, 17.50513458, 4.73759842, 16.7984848 , 16.41259003, 16.7884903 , 17.68026924, 6.08387327, 17.91365242, 18.01492691, 18.28130531, 4.05253124, 18.37561035, 4.28900671, 18.19791603, 17.66750145, 16.91044617, 16.385355 , 5.27395058, 16.47527695, 16.9769001 , 5.95091677, 17.45746422, 6.05414295, 17.76856232, 5.01675415, 4.22594929, 3.83019352, 18.28157234, 18.39373779, 3.95629311, 18.52450562, 18.31586456, 4.41941023, 16.4138279 , 4.66287422, 16.19205093, 4.86465073, 16.35661507, 5.24375534, 16.7376461 , 5.57926512, 17.21844482, 5.85167027, 17.58573723, 5.78278017, 17.76143646, 5.27592373, 17.75868225, 4.50210619, 3.93431377, 17.82031631, 17.79006577, 17.90516472, 17.95467567, 4.4678874 , 17.22836876, 4.47241783, 16.50740242, 4.52843475, 16.13456726, 4.67862511, 16.1523838 , 4.96522331, 16.47451973, 5.4112854 , 16.96424484, 5.71213293, 17.38232803, 5.75316 , 17.63180351, 5.36418915, 17.66687393, 4.67409229, 17.60486412, 4.02931023, 17.68180466, 3.67213249, 17.73135376, 3.82639694, 17.8849678 , 17.75742149, 4.1749773 , 17.84685707, 4.19590855, 17.38502693, 4.2864151 ])
- L_value(Timestamp)float642.837 3.034 2.97 ... 4.676 5.742
- units :
- R_E
- description :
- L-value of the SSFAC boundary
array([2.8369359 , 3.03367824, 2.96999155, 2.65645708, 3.11779533, 3.3131483 , 3.04783593, 3.20961323, 3.55371606, 3.32626875, 3.39607051, 3.32856428, 3.32568495, 3.1768052 , 3.03411451, 5.14308641, 3.56069473, 4.45976586, 3.5460994 , 4.39567748, 3.88799294, 2.21727091, 4.66960402, 4.88475673, 5.56787796, 5.05871457, 5.87346925, 1.92926463, 4.07477525, 5.14204114, 4.83533223, 4.16647888, 4.61986224, 3.8105129 , 5.06329903, 4.16818872, 4.3902153 , 4.06445253, 4.69900228, 5.19558378, 4.801888 , 4.34845617, 4.54596016, 3.4848144 , 4.52625359, 4.4994158 , 5.63070992, 4.51767681, 3.97568938, 5.48274906, 5.74265294, 6.56106808, 4.24543788, 4.30251627, 4.99348424, 1.88862791, 4.25975168, 4.33347849, 3.36460588, 4.11112547, 5.2489429 , 4.01761041, 3.9209268 , 4.29134577, 4.53448442, 4.68476634, 2.05767239, 4.69031978, 4.69293662, 4.42377494, 4.54271399, 4.33947289, 4.68179487, 4.44748305, 4.44683498, 5.00298762, 4.09916459, 4.88888014, 6.56283877, 4.09518132, 5.55963956, 3.82506819, 4.88083024, 4.6264316 , 4.56244343, 4.88318323, 7.99441278, 5.64799059, 4.80899678, 6.85743802, 4.3200781 , 6.5460357 , 4.95152784, 5.39317696, 5.87100256, 5.36697047, 6.69748111, 6.61597613, 4.89032194, 7.14525704, 6.16104937, 4.76081448, 5.03985282, 3.79580993, 4.37009096, 3.90093887, 4.05346266, 4.61129344, 4.34209629, 4.03332277, 4.18086565, 4.1291948 , 4.20221389, 3.02179057, 4.40404694, 2.95478194, 4.01630245, 4.22687499, 4.68413746, 4.28891013, 3.55567468, 3.51518317, 3.49688012, 3.98882432, 4.70166638, 4.18277296, 3.8824283 , 4.17246205, 4.21663606, 3.80519022, 4.29632767, 3.83560232, 4.46636133, 4.86709522, 4.12363483, 4.66792795, 4.18545565, 3.74222563, 4.67148739, 4.13016244, 4.02859166, 3.68075113, 3.58730646, 4.29430092, 4.11090781, 4.70090632, 3.94897746, 3.81066256, 4.14665177, 2.8769047 , 4.3219829 , 4.14001318, 5.62387949, 4.67637606, 5.7420432 ])
- OrbitNumber(Timestamp)int3211804 11804 11805 ... 11910 11910
- units :
- -
- description :
- Orbit number (set to -1 if not available)
array([11804, 11804, 11805, 11805, 11806, 11807, 11807, 11808, 11808, 11809, 11809, 11810, 11810, 11811, 11812, 11812, 11813, 11813, 11814, 11815, 11816, 11816, 11817, 11818, 11818, 11819, 11819, 11820, 11820, 11821, 11822, 11824, 11824, 11825, 11825, 11826, 11826, 11827, 11827, 11828, 11829, 11829, 11830, 11831, 11831, 11832, 11832, 11833, 11833, 11834, 11835, 11836, 11837, 11838, 11839, 11839, 11840, 11840, 11841, 11842, 11842, 11843, 11844, 11845, 11845, 11846, 11847, 11848, 11848, 11849, 11849, 11850, 11851, 11853, 11855, 11855, 11856, 11857, 11859, 11860, 11861, 11861, 11863, 11864, 11865, 11866, 11867, 11868, 11869, 11869, 11870, 11870, 11871, 11872, 11873, 11874, 11875, 11876, 11876, 11877, 11878, 11878, 11881, 11881, 11882, 11882, 11883, 11883, 11884, 11884, 11885, 11885, 11886, 11886, 11887, 11887, 11888, 11888, 11889, 11890, 11891, 11892, 11893, 11894, 11895, 11895, 11896, 11896, 11897, 11897, 11898, 11898, 11899, 11899, 11900, 11900, 11901, 11901, 11902, 11902, 11903, 11903, 11904, 11904, 11905, 11905, 11906, 11906, 11907, 11908, 11908, 11909, 11909, 11910, 11910], dtype=int32)
- MLT(Timestamp)float6417.11 5.124 16.83 ... 17.39 4.286
- units :
- -
- description :
- Magnetic local time
array([17.11330414, 5.12401199, 16.82879829, 5.24493408, 5.53658295, 17.17708015, 5.90327311, 17.62677383, 6.27253008, 18.00218773, 6.35746002, 18.18533516, 5.98368025, 18.17511749, 18.10298729, 4.49629307, 18.15538788, 4.2696085 , 18.21128845, 18.47400856, 18.47141075, 5.04036665, 18.45690155, 17.97055244, 4.8537693 , 17.21188354, 4.95562172, 16.87779999, 5.11879539, 5.44530869, 16.83683014, 17.76691055, 6.30691862, 18.05696297, 6.05437136, 18.15460968, 5.36471033, 18.13628197, 4.63434458, 4.13571262, 18.29550552, 4.16541481, 18.36791229, 18.29698181, 4.52496243, 18.41983414, 4.59885979, 18.06589127, 4.84755135, 4.82410049, 4.98021889, 5.29206467, 16.6555481 , 17.05265045, 17.49457169, 6.02888203, 17.88529396, 6.09642982, 18.00757599, 18.05267715, 4.70211697, 18.02837944, 18.04007721, 18.19437027, 4.12398386, 18.3699913 , 17.97338867, 18.15239334, 4.68000174, 17.50510979, 4.73759842, 16.79842949, 16.41252136, 16.78844833, 17.68027115, 6.08389568, 17.91366768, 18.01494598, 18.281353 , 4.05248451, 18.37565613, 4.28896952, 18.19792175, 17.66748428, 16.91041946, 16.38529015, 5.27403641, 16.47519875, 16.97686768, 5.95096636, 17.4574585 , 6.05417585, 17.76857376, 5.01674747, 4.22592449, 3.83015347, 18.28162575, 18.3937912 , 3.95625019, 18.52454948, 18.31588364, 4.41940117, 16.41376686, 4.66290283, 16.19198608, 4.86470413, 16.35654831, 5.24383163, 16.73758888, 5.57933378, 17.21843338, 5.85170078, 17.58575058, 5.78278875, 17.76145363, 5.27592659, 17.75870323, 4.50209761, 3.93428898, 17.82036018, 17.79010391, 17.90519333, 17.95468903, 4.46788311, 17.22834587, 4.47241592, 16.50735283, 4.52845383, 16.13450432, 4.67866707, 16.15231323, 4.96528244, 16.47445488, 5.41136503, 16.96420288, 5.71219921, 17.38233185, 5.75317669, 17.63181877, 5.36419249, 17.66689301, 4.67408752, 17.60489082, 4.02929258, 17.68184662, 3.67209435, 17.73139572, 3.82635212, 17.88500214, 17.75743675, 4.17496157, 17.84685516, 4.19590235, 17.38500595, 4.28641701])
- TimestampPandasIndex
PandasIndex(DatetimeIndex(['2016-01-01 00:39:32.500000', '2016-01-01 00:59:28.500000', '2016-01-01 02:14:27.500000', '2016-01-01 02:33:48.500000', '2016-01-01 04:06:36.500000', '2016-01-01 05:24:16.500000', '2016-01-01 05:40:35.500000', '2016-01-01 06:58:11.500000', '2016-01-01 07:14:10.500000', '2016-01-01 08:32:00.500000', ... '2016-01-07 14:30:42.500000', '2016-01-07 15:49:59.500000', '2016-01-07 16:04:14.500000', '2016-01-07 17:23:28.500000', '2016-01-07 18:54:52.500000', '2016-01-07 19:10:17.500000', '2016-01-07 20:29:00.500000', '2016-01-07 20:42:59.500000', '2016-01-07 22:01:58.500000', '2016-01-07 22:16:37.500000'], dtype='datetime64[ns]', name='Timestamp', length=155, freq=None))
- Sources :
- ['SW_OPER_AUXAORBCNT_20131122T132146_20250622T234324_0001', 'SW_OPER_PPIAFAC_2F_20160101T000000_20161231T235959_0201']
- MagneticModels :
- []
- AppliedFilters :
- []
request = SwarmRequest()
request.set_collection("SW_OPER_PPIAFAC_2F:ID")
request.set_products(
measurements=['Counter', 'Latitude_QD', 'Longitude_QD', 'MLT_QD', 'L_value', 'SZA', 'Position_Quality', 'PointType'],
auxiliaries=["QDLat", "QDLon", "MLT", "OrbitNumber"],
)
data = request.get_between(
start_time=start, end_time=end, asynchronous=False, show_progress=False
)
ds_id = data.as_xarray()
ds_id = attach_missing_units(data, ds_id)
ds_id
<xarray.Dataset> Dimensions: (Timestamp: 310, Counter_dim1: 2) Coordinates: * Timestamp (Timestamp) datetime64[ns] 2016-01-01T00:37:22.500000 .... Dimensions without coordinates: Counter_dim1 Data variables: (12/16) Spacecraft (Timestamp) object 'A' 'A' 'A' 'A' 'A' ... 'A' 'A' 'A' 'A' QDLon (Timestamp) float64 -34.91 -35.97 139.5 ... 167.5 168.9 Longitude (Timestamp) float64 -103.1 -102.9 64.68 ... 92.99 94.74 Counter (Timestamp, Counter_dim1) uint32 11804 1 11804 ... 11910 2 Latitude (Timestamp) float64 36.25 47.79 61.73 ... 57.7 71.51 65.46 Latitude_QD (Timestamp) float64 44.93 56.37 57.92 ... 66.98 61.18 ... ... Longitude_QD (Timestamp) float64 -34.91 -35.97 139.5 ... 167.5 168.9 QDLat (Timestamp) float64 44.93 56.37 57.92 ... 66.98 61.18 MLT_QD (Timestamp) float64 17.13 17.11 5.117 ... 17.46 4.24 4.363 L_value (Timestamp) float64 2.029 3.317 3.606 ... 6.654 4.377 OrbitNumber (Timestamp) int32 11804 11804 11804 ... 11910 11910 11910 MLT (Timestamp) float64 17.13 17.11 5.117 ... 17.46 4.24 4.363 Attributes: Sources: ['SW_OPER_AUXAORBCNT_20131122T132146_20250622T234324_000... MagneticModels: [] AppliedFilters: []
- Timestamp: 310
- Counter_dim1: 2
- Timestamp(Timestamp)datetime64[ns]2016-01-01T00:37:22.500000 ... 2...
- description :
- Time vector of observations
array(['2016-01-01T00:37:22.500000000', '2016-01-01T00:40:22.500000000', '2016-01-01T00:58:36.500000000', ..., '2016-01-07T22:03:00.500000000', '2016-01-07T22:16:06.500000000', '2016-01-07T22:17:41.500000000'], dtype='datetime64[ns]')
- Spacecraft(Timestamp)object'A' 'A' 'A' 'A' ... 'A' 'A' 'A' 'A'
- units :
- -
- description :
- Spacecraft identifier (values: 'A', 'B', 'C' or '-' if not available).
array(['A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A', 'A'], dtype=object)
- QDLon(Timestamp)float64-34.91 -35.97 139.5 ... 167.5 168.9
- units :
- -
- description :
- Magnetic quasi-dipole longitude
array([ -34.91184998, -35.97328568, 139.5037384 , 139.2416687 , -62.53281784, -65.54197693, 117.15623474, 115.62597656, 97.19777679, 94.36560059, -110.08482361, -111.29826355, 77.32212067, 74.47614288, -128.73674011, -129.78015137, 56.99755859, 54.9322052 , -148.24185181, -148.52072144, 32.96977234, 32.11552811, -169.51911926, -169.31495667, 3.07105494, 2.9589591 , 166.73304749, 167.83859253, 143.13589478, 144.97503662, -65.13313293, -61.51301193, 121.99102783, 123.08501434, -90.03774261, -88.20098114, 97.71424103, 103.48511505, 82.07588196, 84.02629089, 59.58214188, 62.27078247, -144.8898468 , -144.19512939, 37.76974106, 39.48728561, 8.23827553, 9.12881851, 167.77554321, 169.55010986, -25.52307701, -25.58396912, 146.88249207, 146.95957947, -53.14364243, -53.5685463 , 125.69586945, 124.23849487, 106.06928253, 103.83428192, -105.68157959, -106.69623566, -141.33483887, -143.43367004, 42.54037857, 40.79064178, -162.15252686, -162.3808136 , 13.86418438, 13.67746925, 175.1729126 , 176.56318665, -20.69360733, -19.54544067, 152.25291443, 153.80554199, -54.98765182, -51.22038269, -84.6704483 , -79.58623505, ... 160.04269409, 160.59002686, -43.96892166, -40.86287689, -74.71083069, -69.71224213, 114.69610596, 118.64868927, 89.32576752, 95.62678528, 71.81299591, 75.53166962, 49.26249695, 54.45819092, -176.61711121, -175.17193604, -3.4600029 , -2.8683238 , 161.05583191, 161.96812439, -36.41604614, -37.30970764, 139.48042297, 138.93203735, -65.34693909, -67.50583649, 117.69020081, 116.42334747, -90.51109314, -93.18481445, 96.83690643, 95.85640717, -111.1865921 , -114.07942963, 79.16877747, 76.32640839, -130.37696838, -131.26451111, 57.59529495, 55.0496254 , -148.97749329, -150.06629944, 32.782341 , 31.78918648, -169.70759583, -169.64657593, 2.18961 , 2.22412276, 166.84646606, 168.22892761, -31.76038551, -30.59228325, 143.90644836, 144.98371887, -64.1212616 , -60.34765244, 119.58744812, 123.60785675, -93.10188293, -87.37240601, 100.76940155, 102.17749786, -112.81212616, -109.12411499, 79.64112091, 82.7172699 , 57.84132385, 58.64775848, -150.92279053, -147.66271973, 35.28932571, 38.72302628, -171.35430908, -168.12677002, 7.7502203 , 8.93840408, 167.45455933, 168.90332031])
- Longitude(Timestamp)float64-103.1 -102.9 64.68 ... 92.99 94.74
- units :
- deg
- description :
- Position in ITRF - Geocentric longitude
array([-1.03094260e+02, -1.02865013e+02, 6.46783605e+01, 6.56695487e+01, -1.26526303e+02, -1.26063174e+02, 4.14369619e+01, 4.24313469e+01, 1.75282512e+01, 1.86638454e+01, -1.72724312e+02, -1.72188521e+02, -5.77283806e+00, -4.86653992e+00, 1.63789218e+02, 1.64500448e+02, -2.90458930e+01, -2.83769616e+01, 1.40626433e+02, 1.41006922e+02, -5.20431743e+01, -5.16748996e+01, 1.16617792e+02, 1.17377692e+02, -7.52717119e+01, -7.49938853e+01, 9.28960580e+01, 9.37412663e+01, 6.94584722e+01, 7.03571549e+01, -1.23071062e+02, -1.22393993e+02, 4.66357253e+01, 4.70108448e+01, -1.46740972e+02, -1.46346583e+02, 2.24360205e+01, 2.38968635e+01, -6.88331350e-02, 4.10243961e-01, -2.42064245e+01, -2.36254815e+01, 1.43575978e+02, 1.43858741e+02, -4.77011117e+01, -4.72831807e+01, -7.15240801e+01, -7.12185428e+01, 9.33252902e+01, 9.54217430e+01, -9.49632704e+01, -9.47360036e+01, 6.97770689e+01, 7.18963337e+01, -1.18844282e+02, -1.18826749e+02, 4.76660028e+01, 4.93040230e+01, 2.38718842e+01, 2.52456630e+01, -1.64188121e+02, -1.63692417e+02, 1.47902130e+02, 1.50169136e+02, -4.50051612e+01, -4.42114162e+01, 1.24947538e+02, 1.26336539e+02, -6.80162861e+01, -6.75790334e+01, 1.01166134e+02, 1.02922123e+02, -9.13583224e+01, -9.09167785e+01, 7.79512945e+01, 7.88802871e+01, -1.15174519e+02, -1.14466972e+02, -1.39429879e+02, -1.38372602e+02, ... 8.57224602e+01, 8.61128113e+01, -1.07436904e+02, -1.06825963e+02, -1.31433321e+02, -1.30535497e+02, 3.84746010e+01, 3.97851516e+01, 1.39666917e+01, 1.53855454e+01, -9.08260176e+00, -8.28113935e+00, -3.30217967e+01, -3.20191815e+01, 1.10153333e+02, 1.11148063e+02, -7.98093087e+01, -7.95187417e+01, 8.62666904e+01, 8.78354806e+01, -1.03484893e+02, -1.03071547e+02, 6.23101620e+01, 6.43344845e+01, -1.26765766e+02, -1.26199271e+02, 4.00973173e+01, 4.10711352e+01, -1.49798728e+02, -1.48824021e+02, 1.69501366e+01, 1.73948701e+01, -1.72966605e+02, -1.71428799e+02, -7.25298928e+00, -6.10356899e+00, 1.64110793e+02, 1.64802539e+02, -3.00045895e+01, -2.90741031e+01, 1.40500091e+02, 1.42172796e+02, -5.28038740e+01, -5.22950686e+01, 1.17466955e+02, 1.17906034e+02, -7.60973643e+01, -7.55199764e+01, 9.28316507e+01, 9.40236673e+01, -9.93311864e+01, -9.90541217e+01, 6.95548683e+01, 7.00909137e+01, -1.23281946e+02, -1.22663334e+02, 4.55012232e+01, 4.68431728e+01, -1.47882564e+02, -1.46619811e+02, 2.27480302e+01, 2.31279884e+01, -1.71486376e+02, -1.70455814e+02, -1.04762025e+00, -3.34749639e-01, -2.49784037e+01, -2.48276783e+01, 1.40689486e+02, 1.42109626e+02, -4.86444523e+01, -4.78596494e+01, 1.16770121e+02, 1.18724315e+02, -7.19717721e+01, -7.15440025e+01, 9.29890405e+01, 9.47352227e+01])
- Counter(Timestamp, Counter_dim1)uint3211804 1 11804 1 ... 11910 2 11910 2
- units :
- N/A
- description :
- Swarm orbit counter and quarter orbit (four per Swarm orbit) counter that are based on magnetic coordinates as defined in [AD-2] (Sect. 4.1.2.2)
array([[11804, 1], [11804, 1], [11804, 2], [11804, 2], [11805, 1], [11805, 1], [11805, 2], [11805, 2], [11806, 2], [11806, 2], [11807, 1], [11807, 1], [11807, 2], [11807, 2], [11808, 1], [11808, 1], [11808, 2], [11808, 2], [11809, 1], [11809, 1], ... [11905, 2], [11905, 2], [11906, 1], [11906, 1], [11906, 2], [11906, 2], [11907, 1], [11907, 1], [11908, 1], [11908, 1], [11908, 2], [11908, 2], [11909, 1], [11909, 1], [11909, 2], [11909, 2], [11910, 1], [11910, 1], [11910, 2], [11910, 2]], dtype=uint32)
- Latitude(Timestamp)float6436.25 47.79 61.73 ... 71.51 65.46
- units :
- deg
- description :
- Position in ITRF - Geocentric latitude
array([36.24870192, 47.78605733, 61.73374511, 50.46625399, 41.10374942, 53.47125135, 59.89568604, 43.49786123, 62.97840503, 51.26513304, 57.41829517, 61.96056301, 61.77496766, 52.10921199, 57.40955472, 63.10237943, 60.18581284, 52.56742659, 60.34349594, 63.02896092, 55.2021518 , 48.86010608, 54.9534351 , 62.05610976, 51.17954359, 43.61730748, 51.22530534, 60.955533 , 52.10663524, 61.70764446, 60.81425365, 53.70954195, 59.90293029, 62.65279822, 62.16957141, 59.09938763, 51.18387939, 64.81396286, 61.92756966, 64.80348426, 56.03168376, 61.4069508 , 55.0947616 , 50.54670919, 55.89471361, 60.05459884, 50.63154839, 55.43498665, 71.9793219 , 64.64955086, 51.44688324, 54.96940855, 72.12261717, 64.85752001, 36.17762077, 38.35725257, 68.12703896, 58.73392363, 69.22216566, 63.09475928, 63.63500364, 66.18974469, 55.81641766, 69.36397817, 61.77653091, 53.90403665, 60.86021185, 68.14147866, 57.75599247, 51.99244539, 58.29108657, 68.38634462, 56.16732951, 48.99326888, 60.64446159, 66.14000909, 59.51039713, 50.41807354, 64.70055011, 56.70602276, 64.2011197 , 66.81905341, 66.37065105, 52.16895564, 59.07634268, 65.59702028, 54.2672619 , 60.79594865, 71.54703816, 63.00039618, 58.03699082, 62.00321431, 72.69899188, 68.37208512, 49.44580883, 58.92303758, 66.59651491, 60.7176064 , 72.40602935, 67.63161364, ... 63.99601579, 60.99117495, 57.55422287, 63.11931583, 65.72541128, 62.85030217, 57.93609782, 68.35207062, 64.57897921, 53.3172869 , 62.66837852, 67.90437225, 60.9371849 , 54.98456045, 61.96038616, 68.34575767, 49.47909624, 46.65916748, 62.59327727, 67.19149972, 49.29394339, 32.94683277, 62.71283222, 64.94910701, 56.92647481, 46.22837798, 61.47696665, 51.55442844, 60.78010934, 67.8068995 , 46.43120353, 63.46138823, 54.8846879 , 62.30780406, 45.72089588, 60.45088789, 66.92497932, 61.49420726, 50.25917224, 54.9988467 , 68.46338813, 60.15864019, 45.12144723, 54.0270982 , 70.00199026, 60.29604474, 50.49672429, 58.24531447, 65.09832247, 58.38401962, 57.08987261, 64.4449486 , 63.24943103, 60.11585634, 60.09626519, 68.33673877, 66.89230272, 60.24608699, 63.93246504, 67.25253258, 63.18871873, 54.997988 , 63.16480518, 70.18311966, 57.81537532, 50.77004749, 65.58699008, 67.50149193, 55.64259361, 43.40334863, 57.58982292, 65.77348018, 51.93475804, 45.27011108, 59.56691408, 63.40358303, 58.02550352, 48.86647808, 53.03159769, 64.74015811, 65.63818483, 56.49280056, 60.9020904 , 63.45951028, 66.215212 , 59.95129189, 58.21292437, 63.58541968, 52.57771039, 54.8193385 , 69.46857802, 63.27729903, 48.99001618, 59.61963043, 70.7443287 , 62.64065232, 52.06197679, 57.69668367, 71.51062856, 65.45543178])
- Latitude_QD(Timestamp)float6444.93 56.37 57.92 ... 66.98 61.18
- units :
- deg
- description :
- QD latitude
array([44.92593002, 56.3698082 , 57.92006683, 46.57927322, 45.60066223, 57.95988464, 56.231987 , 39.19094849, 59.92521286, 47.12324905, 53.77214432, 58.60681534, 60.09659576, 48.95638275, 51.74101639, 57.88484573, 61.22730255, 52.43232727, 54.67737198, 57.50030518, 60.12395859, 53.26886749, 50.03617859, 57.20690536, 60.14894867, 52.81155396, 47.00947189, 56.7999649 , 48.22546005, 57.84825516, 65.72110748, 58.90594101, 56.20856094, 58.9713707 , 62.66874313, 59.63873672, 47.03393936, 61.62326813, 59.78624344, 62.89231873, 55.7783699 , 61.76998138, 49.06130981, 44.24583054, 59.96236801, 64.29466248, 59.15026093, 63.76742935, 67.41629028, 60.38319016, 60.71981049, 64.08957672, 67.89054871, 60.91522598, 42.1476326 , 44.33746719, 64.39524841, 55.0167923 , 66.16676331, 59.7889061 , 61.39995575, 64.13667297, 49.76028442, 64.1880188 , 65.68412018, 57.0688591 , 55.71315765, 63.06299973, 65.58204651, 59.87341309, 53.97670746, 63.83493805, 65.39865875, 58.60053253, 56.72743607, 62.07820129, 65.85722351, 57.13486099, 66.50873566, 58.74496078, 60.77586365, 63.43426132, 64.3844986 , 49.98870087, 56.15291214, 63.18835831, 52.67694855, 60.08274841, 66.45746613, 57.41826248, 60.71760178, 64.91500854, 67.637146 , 63.30638123, 56.6505127 , 65.98722839, 62.11249542, 56.32168579, 68.04722595, 63.50840759, ... 60.54298019, 57.44095993, 56.12527084, 61.95650482, 63.29781723, 60.18001938, 53.40005493, 64.67177582, 64.09254456, 51.1619339 , 57.13796616, 62.78440094, 63.4451828 , 56.76481247, 56.58186722, 63.13866806, 55.86664581, 52.93357468, 58.0190506 , 62.51506042, 58.92436981, 43.19453049, 58.66396332, 60.83385086, 64.58753967, 54.27685165, 64.80564117, 55.17583847, 57.15962601, 64.23561859, 41.64349747, 60.53028488, 52.57004547, 60.92647171, 45.22536087, 61.99949646, 62.25373459, 56.86349106, 59.66483307, 64.15647888, 64.20436096, 56.11934662, 53.67418289, 62.38835907, 65.98579407, 56.50114822, 54.8788681 , 62.63076401, 61.51734543, 54.69019318, 56.98097992, 64.61120605, 60.23734283, 56.86443329, 56.54907227, 65.44077301, 65.82301331, 58.41973877, 58.76194 , 62.37203598, 64.6674118 , 55.36882019, 57.65190887, 64.98419189, 63.00668335, 55.46866989, 60.73534393, 62.62216949, 64.50270081, 52.66894531, 53.47218323, 61.49925613, 60.80315018, 54.37427521, 55.73854828, 59.51622391, 62.96812057, 54.07089996, 49.19961166, 61.05825424, 65.97634125, 56.95976257, 57.54825974, 60.23433304, 63.18957138, 56.70756531, 55.71100616, 61.62677765, 51.87773514, 54.47167969, 64.24234009, 57.74728775, 52.6687088 , 63.94470596, 65.83253479, 57.74846649, 60.5997963 , 65.9841156 , 66.98269653, 61.17900467])
- Position_Quality(Timestamp)int82 2 2 2 2 2 2 2 ... 2 2 2 2 1 1 2 2
- units :
- N/A
- description :
- Vector of quality indicators characterising the detection quality of each single positions
array([2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 3, 3, 3, 3, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 3, 3, 2, 2, 2, 2, 1, 1, 2, 2], dtype=int8)
- SZA(Timestamp)float64100.5 105.1 115.2 ... 118.4 118.9
- units :
- deg
- description :
- L-value in Earth radii
array([100.54671562, 105.0804173 , 115.18875267, 113.14789608, 102.44227571, 107.07296148, 114.9609185 , 111.48433506, 115.42115541, 113.42236375, 108.30736552, 109.75745275, 115.30203003, 113.65042869, 108.25371476, 110.0599604 , 115.11958126, 113.7933649 , 109.16097565, 109.99545443, 114.34938207, 113.04471484, 107.31981016, 109.65519077, 113.608549 , 111.81185396, 105.93899211, 109.26529246, 106.20194314, 109.45606539, 115.36601161, 114.21478831, 108.83194972, 109.70571707, 115.5748077 , 115.16411461, 105.75164558, 110.32035651, 109.38838719, 110.27567842, 107.37958691, 109.17773367, 114.64979887, 113.77913112, 107.28058993, 108.6927161 , 105.32264496, 107.06926922, 116.46702883, 116.01435766, 105.57158271, 106.8535217 , 116.493496 , 116.06649748, 99.41384911, 100.32808104, 116.3419101 , 115.39663076, 116.42705101, 115.9612754 , 109.62175555, 110.40947349, 106.89000097, 111.26297805, 115.92868391, 114.81402889, 108.58776541, 110.87530419, 115.46670664, 114.51984759, 107.66447611, 110.91081147, 115.27772194, 113.97930446, 108.42260439, 110.19674749, 115.78260157, 114.32028615, 116.34382158, 115.445031 , ... 106.38875931, 107.26719281, 118.02294059, 116.82730304, 118.24707301, 117.59946554, 105.51600241, 108.27662576, 99.25472488, 106.54972294, 102.93995812, 106.04238146, 98.80928593, 105.23832879, 118.34264016, 118.42140294, 100.74377327, 102.83261988, 118.2952669 , 118.43597274, 98.35236236, 102.35653319, 118.21899942, 118.47561003, 100.73468195, 104.12278003, 118.48914794, 118.45780151, 103.57668625, 106.63847829, 118.55438376, 118.54262304, 104.80323836, 108.12822906, 118.47561046, 118.58102302, 106.34197143, 107.66682299, 118.6184614 , 118.40908549, 105.98534306, 108.75969328, 118.59472139, 118.10281483, 106.92747819, 107.68812587, 118.53807099, 117.15865753, 103.53799143, 106.96111901, 118.31586123, 117.51490102, 104.33814134, 105.95107842, 118.7241474 , 118.04905831, 101.41726518, 106.45545149, 118.70114097, 118.70720131, 104.80921653, 105.88322943, 118.69960237, 118.8353457 , 103.60362066, 105.89096432, 101.04529877, 102.05446461, 118.52336646, 118.87369255, 99.34405812, 104.11600581, 118.42679903, 118.92288773, 100.70100019, 103.22912291, 118.36760513, 118.85267033])
- PointType(Timestamp)uint80 1 1 0 0 1 1 0 ... 0 1 1 0 0 1 1 0
- units :
- -
- description :
- Point type: 0 - Equatorward edge of SSFAC boundary, 1 - Poleward edge of SSFAC boundary.
array([0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0], dtype=uint8)
- Radius(Timestamp)float646.822e+06 6.82e+06 ... 6.817e+06
- units :
- m
- description :
- Position in ITRF - Geocentric radius (from the Earth centre)
array([6821909.14 , 6819889.805, 6817678.255, 6819219.565, 6820939.83 , 6818927.525, 6817958.18 , 6820410.05 , 6817593.205, 6819156.585, 6818438.905, 6817853.63 , 6817746.385, 6819028.62 , 6818524.25 , 6817798.03 , 6817938.7 , 6818948.125, 6818208.27 , 6817870.105, 6818474.59 , 6819384.005, 6818918.035, 6817943.465, 6819020.135, 6820208.44 , 6819476.985, 6818105.955, 6819277.325, 6817969.37 , 6817999.32 , 6818942.4 , 6818073.875, 6817737.905, 6817765.705, 6818144.095, 6819265.08 , 6817454.735, 6817767.42 , 6817431.475, 6818545.79 , 6817825.05 , 6818414.585, 6819076.065, 6818738.875, 6818168.655, 6819558.84 , 6818828.405, 6816682.67 , 6817345.405, 6819363.88 , 6818829.47 , 6816656.25 , 6817319.635, 6821844.21 , 6821450.95 , 6817004.59 , 6818062.27 , 6816925.745, 6817553.9 , 6817618.255, 6817334.53 , 6818752.265, 6817108.63 , 6817642.745, 6818643.36 , 6818071.925, 6817215.445, 6818031.25 , 6818818.685, 6818410.615, 6817217.135, 6818431.84 , 6819475.33 , 6818082.295, 6817447.32 , 6818117.41 , 6819385.36 , 6817486.665, 6818466.95 , 6817495.21 , 6817214.415, 6817231.365, 6819040.065, 6818111.87 , 6817329.675, 6818750.05 , 6817855.03 , 6816584.79 , 6817417.555, 6818331.83 , 6817814.21 , 6816523.215, 6816879.35 , 6819687.165, 6818278.055, 6817084.1 , 6817722.435, 6816575.785, 6816982.135, ... 6817227.745, 6817574.51 , 6818282.965, 6817560.435, 6817044.06 , 6817353.045, 6818294.16 , 6817043.045, 6817189.065, 6818589.155, 6817772.26 , 6817174.965, 6817580.02 , 6818328.11 , 6817929.875, 6817179.395, 6819019.64 , 6819449.775, 6817820.915, 6817284.675, 6819171.235, 6821916.605, 6817831.06 , 6817568.615, 6818264.865, 6819832.795, 6817708.275, 6819030.15 , 6817894.915, 6817088.99 , 6820002.76 , 6817527.35 , 6818632.08 , 6817617.9 , 6820157.07 , 6817891.47 , 6816842.43 , 6817406.275, 6819548.87 , 6818802.47 , 6816702.45 , 6817568.105, 6820302.04 , 6818835.08 , 6816520.775, 6817520.065, 6819325.915, 6818164.685, 6817032.01 , 6817816.605, 6818352.09 , 6817398.465, 6817238.935, 6817602.85 , 6817992.74 , 6817022.91 , 6816884.325, 6817601.465, 6817592.065, 6817214.715, 6817270.935, 6818265.785, 6817748.995, 6816958.565, 6817798.805, 6818749.06 , 6817405.74 , 6817187.94 , 6818055.46 , 6819890.34 , 6818467.44 , 6817422.9 , 6818779.81 , 6819804.69 , 6818145.09 , 6817660.47 , 6818018.31 , 6819315.15 , 6818956.47 , 6817383.86 , 6817061.815, 6818149.375, 6817814.285, 6817496.625, 6816943.405, 6817643.355, 6818154.55 , 6817456.07 , 6818992.38 , 6818647.85 , 6816454.91 , 6817056.515, 6819748.1 , 6818131.545, 6816447.475, 6817204.65 , 6819274.645, 6818420.28 , 6816417.12 , 6816942.135])
- Longitude_QD(Timestamp)float64-34.91 -35.97 139.5 ... 167.5 168.9
- units :
- deg
- description :
- QD longitude
array([ -34.9111824 , -35.97257233, 139.50379944, 139.24189758, -62.53227234, -65.54116821, 117.15606689, 115.62602234, 97.19750214, 94.36552429, -110.0836792 , -111.29708862, 77.32191467, 74.47612762, -128.73579407, -129.77919006, 56.99752045, 54.9323082 , -148.24128723, -148.52012634, 32.97009659, 32.11593628, -169.51881409, -169.31455994, 3.07165384, 2.95957756, 166.73348999, 167.83894348, 143.13616943, 144.97515869, -65.13208008, -61.51219559, 121.99089813, 123.0848465 , -90.03659058, -88.19992828, 97.7141571 , 103.48480225, 82.07566071, 84.02598572, 59.58215332, 62.27066803, -144.88931274, -144.19462585, 37.77000046, 39.48744202, 8.2388525 , 9.12935734, 167.77577209, 169.5504303 , -25.52211189, -25.58296204, 146.88232422, 146.95962524, -53.14308167, -53.56797409, 125.69561768, 124.23841095, 106.06887817, 103.83402252, -105.68037415, -106.69498444, -141.33421326, -143.43286133, 42.54047394, 40.790905 , -162.15214539, -162.3802948 , 13.86466408, 13.67800808, 175.17327881, 176.5635376 , -20.69288063, -19.54476738, 152.25315857, 153.80570984, -54.98668289, -51.21964264, -84.6692276 , -79.58531189, ... 160.04298401, 160.590271 , -43.9681282 , -40.86222839, -74.70983124, -69.71154785, 114.695961 , 118.64844513, 89.32582092, 95.62659454, 71.81304169, 75.53157806, 49.26279831, 54.45828247, -176.616745 , -175.17160034, -3.45940399, -2.86772656, 161.05604553, 161.96844482, -36.4151535 , -37.30868149, 139.48019409, 138.93205261, -65.34600067, -67.5045929 , 117.68974304, 116.42304993, -90.50984192, -93.18323517, 96.83634949, 95.8559494 , -111.18519592, -114.07781982, 79.16802216, 76.32592773, -130.3757782 , -131.26324463, 57.5948143 , 55.04943466, -148.97695923, -150.06564331, 32.78269958, 31.7896347 , -169.70721436, -169.6461792 , 2.19018745, 2.22471809, 166.84683228, 168.22921753, -31.75970078, -30.59164619, 143.90661621, 144.98382568, -64.12039185, -60.34700394, 119.58743286, 123.60771179, -93.10070801, -87.37149811, 100.76924896, 102.1772995 , -112.81098175, -109.12301636, 79.64107513, 82.71711731, 57.84148788, 58.647892 , -150.92216492, -147.66215515, 35.28975296, 38.7232933 , -171.35389709, -168.12641907, 7.7507906 , 8.93893719, 167.45478821, 168.90362549])
- QDLat(Timestamp)float6444.93 56.37 57.92 ... 66.98 61.18
- units :
- -
- description :
- Magnetic quasi-dipole latitude
array([44.92600632, 56.36995697, 57.91970444, 46.57888794, 45.60063934, 57.95994568, 56.23180389, 39.19076538, 59.92521286, 47.12331772, 53.77192688, 58.6065712 , 60.09675598, 48.95661163, 51.74052048, 57.88439941, 61.22759247, 52.4326973 , 54.67685699, 57.49981308, 60.12431717, 53.26927567, 50.03583145, 57.20649338, 60.14922333, 52.81182098, 47.00918198, 56.79957962, 48.22507095, 57.84786987, 65.72119141, 58.9060173 , 56.20833206, 58.97113419, 62.66869354, 59.63871384, 47.03397369, 61.62321091, 59.78636551, 62.89241409, 55.77868271, 61.77023697, 49.0607338 , 44.2451973 , 59.96273041, 64.29499054, 59.15055466, 63.76772308, 67.4158783 , 60.3827858 , 60.7201767 , 64.08996582, 67.89000702, 60.91466522, 42.14756393, 44.33742523, 64.39500427, 55.01654434, 66.16667175, 59.78885269, 61.39976883, 64.13647461, 49.7597084 , 64.18756866, 65.68442535, 57.06923294, 55.71272659, 63.06256485, 65.58234406, 59.87371445, 53.97636032, 63.83452988, 65.39888 , 58.60073471, 56.72704315, 62.07781219, 65.85734558, 57.13495636, 66.5087204 , 58.74498367, 60.77575302, 63.43413162, 64.38430023, 49.98867035, 56.15301514, 63.18840027, 52.67723083, 60.08296967, 66.45703888, 57.41776657, 60.71793365, 64.91529846, 67.63671875, 63.30594254, 56.65084076, 65.98753357, 62.11209106, 56.32131577, 68.04684448, 63.50801849, ... 60.54276276, 57.44075775, 56.12519073, 61.95637512, 63.29781723, 60.18004608, 53.39968872, 64.67140198, 64.09276581, 51.16228867, 57.13748932, 62.78397751, 63.44544983, 56.7651329 , 56.58141708, 63.13824081, 55.86693192, 52.93386841, 58.01869202, 62.51467896, 58.92455673, 43.19467926, 58.66360474, 60.83348465, 64.58766937, 54.27694321, 64.80566406, 55.17586899, 57.15950394, 64.23545074, 41.64363098, 60.5303154 , 52.57027054, 60.92663193, 45.22574615, 61.99975967, 62.25335312, 56.86313248, 59.66503143, 64.15668488, 64.20399475, 56.11899948, 53.67440033, 62.38864517, 65.98532104, 56.5006485 , 54.87895966, 62.63088989, 61.51704788, 54.6899147 , 56.98096466, 64.61113739, 60.23729324, 56.8644104 , 56.54879761, 65.44047546, 65.82314301, 58.41994095, 58.76142883, 62.37155151, 64.66777039, 55.36929703, 57.65143967, 64.98376465, 63.00696564, 55.46899033, 60.73495102, 62.62177277, 64.50291443, 52.66913986, 53.47185898, 61.49888992, 60.80329895, 54.37440109, 55.73820496, 59.5158844 , 62.96818542, 54.0709343 , 49.19943237, 61.05805206, 65.97625732, 56.95975494, 57.54826355, 60.23431396, 63.1893158 , 56.7073555 , 55.71116638, 61.62688828, 51.87804794, 54.47197342, 64.24191284, 57.74681091, 52.66905594, 63.94498444, 65.83214569, 57.74808121, 60.60002518, 65.98435211, 66.98233032, 61.17863846])
- MLT_QD(Timestamp)float6417.13 17.11 5.117 ... 4.24 4.363
- units :
- h
- description :
- Magnetic Local Time
array([17.12753868, 17.10767365, 5.11673164, 5.14946175, 16.92516708, 16.78122902, 5.26571083, 5.23941994, 5.60246468, 5.46904182, 17.20653725, 17.14716721, 5.98589563, 5.84186649, 17.65161324, 17.60849953, 6.32079315, 6.21828318, 18.00569344, 17.99915123, 6.37242556, 6.34368944, 18.14558983, 18.18992805, 5.96812105, 5.99309206, 18.07847214, 18.19309616, 18.00772858, 18.17007256, 4.39878321, 4.66946697, 18.11221504, 18.19646263, 4.21333599, 4.34840822, 17.9342556 , 18.37493134, 18.41114807, 18.55299568, 18.36451721, 18.56588745, 5.0148983 , 5.07993937, 18.39467812, 18.52645111, 17.90858841, 17.98826027, 4.78551674, 4.93509102, 17.20325279, 17.21454239, 4.94140434, 4.97855377, 16.8886776 , 16.87017822, 5.15222549, 5.09792137, 5.50131989, 5.38115883, 16.86183929, 16.80633926, 17.80859756, 17.73038673, 6.34794426, 6.26688862, 18.04816055, 18.06491089, 6.04881716, 6.06145763, 18.07458496, 18.21019554, 5.29260731, 5.39944029, 18.06554794, 18.19194984, 4.49637747, 4.7852335 , 3.98082066, 4.3526845 , 18.212286 , 18.33774948, 3.99875736, 4.54299402, 18.14451981, 18.43925476, 18.16512108, 18.39551926, 4.28713655, 4.67552185, 18.39122581, 18.54379272, 4.46109629, 4.66180372, 17.97378731, 18.17288971, 4.7963047 , 4.90150833, 4.78117752, 4.83415222, ... 4.88001633, 4.84475136, 16.41657639, 16.31930542, 5.27204704, 5.20897865, 16.82834053, 16.67127609, 5.66382408, 5.46495771, 17.24626923, 17.19211769, 5.89261675, 5.81634331, 17.58841133, 17.57989883, 5.78460264, 5.78038263, 17.72780228, 17.77556038, 5.2436986 , 5.30888605, 17.73589325, 17.7817955 , 4.38657618, 4.63841152, 3.81309319, 4.18733931, 17.68638992, 17.97887802, 17.41453552, 17.90459251, 17.75952148, 18.03796196, 17.69796181, 18.10502625, 4.40451479, 4.52353334, 17.19549561, 17.25500298, 4.42126656, 4.51749611, 16.5198555 , 16.49910736, 4.52792358, 4.53410149, 16.21146774, 16.10261917, 4.70411682, 4.65028572, 16.21839333, 16.07456207, 4.98523712, 4.93458176, 16.54735184, 16.39358521, 5.48622799, 5.32824707, 16.98008347, 16.93648338, 5.75614309, 5.62461233, 17.39326096, 17.3526001 , 5.77538538, 5.74091244, 17.62229347, 17.63475609, 5.33633089, 5.39175224, 17.57160568, 17.69852257, 4.62760019, 4.73357964, 17.55945587, 17.64725304, 3.94856548, 4.23813009, 17.39933586, 17.71567345, 3.47114658, 3.89082527, 17.65739059, 17.76179504, 3.63437462, 3.90604305, 17.71614265, 17.94332886, 17.71866417, 17.78165436, 4.03787518, 4.28079414, 17.68386841, 17.95677567, 4.15536785, 4.40425301, 17.35816193, 17.46103096, 4.24040985, 4.36262321])
- L_value(Timestamp)float642.029 3.317 3.606 ... 6.654 4.377
- units :
- N/A
- description :
- L-value in Earth radii
array([2.02928362, 3.31650487, 3.60643861, 2.15316805, 2.07809883, 3.61445067, 3.2926662 , 1.69348402, 4.05073109, 2.19722985, 2.91247549, 3.74897001, 4.09294096, 2.35932778, 2.65306774, 3.59937657, 4.39073695, 2.73655753, 3.04304382, 3.52377686, 4.099748 , 2.84409195, 2.46577382, 3.46789395, 4.10598125, 2.78438944, 2.1878701 , 3.39285132, 2.29204657, 3.59206476, 6.01690608, 3.81405371, 3.28864358, 3.82854365, 4.82563853, 3.98177664, 2.18987638, 4.50359133, 4.01703442, 4.89941554, 3.21625442, 4.54662429, 2.36929265, 1.9823501 , 4.05982025, 5.40715946, 3.86863623, 5.20665158, 6.89759198, 4.16518287, 4.2527787 , 5.32770326, 7.18104774, 4.30504097, 1.85057916, 1.98854587, 5.4468319 , 3.09467648, 6.23028767, 4.01767565, 4.4393652 , 5.34578197, 2.43773598, 5.36560529, 5.9997234 , 3.44212166, 3.20552134, 4.95698513, 5.95271013, 4.03811596, 2.94110825, 5.23164755, 5.86971521, 3.74762309, 3.37976815, 4.63926202, 6.08082329, 3.45440278, 6.4023506 , 3.77879336, 4.26766175, 5.08608185, 5.44256962, 2.46090639, 3.27912172, 4.99997332, 2.7672413 , 4.08950334, 6.37607447, 3.50799662, 4.25219401, 5.65952418, 7.02734549, 5.04100338, 3.36598656, 6.14289159, 4.64976079, 3.30814755, 7.27876089, 5.11251972, ... 4.20638664, 3.51235022, 3.27440977, 4.6023181 , 5.03800775, 4.11375322, 2.86164083, 5.55835389, 5.32883959, 2.58660954, 3.45498241, 4.86357592, 5.08996209, 3.3864995 , 3.35376927, 4.98286109, 3.23088293, 2.80009924, 3.62641181, 4.77597131, 3.81812558, 1.91398554, 3.76125906, 4.28314933, 5.52399458, 2.9840285 , 5.61366994, 3.11939963, 3.4590302 , 5.38408875, 1.82159313, 4.2030883 , 2.75375653, 4.30808088, 2.05066191, 4.61531393, 4.69341299, 3.40438202, 3.98797659, 5.35341447, 5.37193953, 3.2734014 , 2.89893773, 4.73564936, 6.14220128, 3.33950033, 3.07351207, 4.81328615, 4.47293775, 3.04496675, 3.42588526, 5.53361326, 4.1281564 , 3.40455355, 3.34795939, 5.88860978, 6.06465697, 3.70921118, 3.78248648, 4.73049515, 5.55656539, 3.1498633 , 3.55325657, 5.68884272, 4.93786863, 3.16582912, 4.25689447, 4.81049803, 5.48973435, 2.76622767, 2.87137154, 4.46773713, 4.27493803, 2.99819759, 3.20969292, 3.95288438, 4.92484776, 2.95445998, 2.38254831, 4.34397011, 6.13765493, 3.42198481, 3.5330566 , 4.12739807, 5.00039227, 3.37619884, 3.20516829, 4.50461289, 2.66921194, 3.01248248, 5.38670706, 3.57201893, 2.76619773, 5.27270788, 6.06914951, 3.57225186, 4.22120067, 6.14139362, 6.65365752, 4.3772909 ])
- OrbitNumber(Timestamp)int3211804 11804 11804 ... 11910 11910
- units :
- -
- description :
- Orbit number (set to -1 if not available)
array([11804, 11804, 11804, 11804, 11805, 11805, 11805, 11805, 11806, 11806, 11807, 11807, 11807, 11807, 11808, 11808, 11808, 11808, 11809, 11809, 11809, 11809, 11810, 11810, 11810, 11810, 11811, 11811, 11812, 11812, 11812, 11812, 11813, 11813, 11813, 11813, 11814, 11814, 11815, 11815, 11816, 11816, 11816, 11816, 11817, 11817, 11818, 11818, 11818, 11818, 11819, 11819, 11819, 11819, 11820, 11820, 11820, 11820, 11821, 11821, 11822, 11822, 11824, 11824, 11824, 11824, 11825, 11825, 11825, 11825, 11826, 11826, 11826, 11826, 11827, 11827, 11827, 11827, 11828, 11828, 11829, 11829, 11829, 11829, 11830, 11830, 11831, 11831, 11831, 11831, 11832, 11832, 11832, 11832, 11833, 11833, 11833, 11833, 11834, 11834, 11835, 11835, 11836, 11836, 11837, 11837, 11838, 11838, 11839, 11839, 11839, 11839, 11840, 11840, 11840, 11840, 11841, 11841, 11842, 11842, 11842, 11842, 11843, 11843, 11844, 11844, 11845, 11845, 11845, 11845, 11846, 11846, 11847, 11847, 11848, 11848, 11848, 11848, 11849, 11849, 11849, 11849, 11850, 11850, 11851, 11851, 11853, 11853, 11855, 11855, 11855, 11855, 11856, 11856, 11857, 11857, 11859, 11859, 11860, 11860, 11861, 11861, 11861, 11861, 11863, 11863, 11864, 11864, 11865, 11865, 11866, 11866, 11867, 11867, 11868, 11868, 11869, 11869, 11869, 11869, 11870, 11870, 11870, 11870, 11871, 11871, 11872, 11872, 11873, 11873, 11874, 11874, 11875, 11875, 11876, 11876, 11876, 11876, 11877, 11877, 11878, 11878, 11878, 11878, 11881, 11881, 11881, 11881, 11882, 11882, 11882, 11882, 11883, 11883, 11883, 11883, 11884, 11884, 11884, 11884, 11885, 11885, 11885, 11885, 11886, 11886, 11886, 11886, 11887, 11887, 11887, 11887, 11888, 11888, 11888, 11888, 11889, 11889, 11890, 11890, 11891, 11891, 11892, 11892, 11893, 11893, 11894, 11894, 11895, 11895, 11895, 11895, 11896, 11896, 11896, 11896, 11897, 11897, 11897, 11897, 11898, 11898, 11898, 11898, 11899, 11899, 11899, 11899, 11900, 11900, 11900, 11900, 11901, 11901, 11901, 11901, 11902, 11902, 11902, 11902, 11903, 11903, 11903, 11903, 11904, 11904, 11904, 11904, 11905, 11905, 11905, 11905, 11906, 11906, 11906, 11906, 11907, 11907, 11908, 11908, 11908, 11908, 11909, 11909, 11909, 11909, 11910, 11910, 11910, 11910], dtype=int32)
- MLT(Timestamp)float6417.13 17.11 5.117 ... 4.24 4.363
- units :
- -
- description :
- Magnetic local time
array([17.12751007, 17.10764313, 5.11674309, 5.14946175, 16.92514801, 16.78119659, 5.26574326, 5.2394371 , 5.60250854, 5.46907616, 17.20649529, 17.14712334, 5.98594427, 5.84190226, 17.65159035, 17.60847664, 6.32083654, 6.21831751, 18.00569725, 17.99915504, 6.37244654, 6.34370518, 18.14561081, 18.18994141, 5.96812201, 5.99309206, 18.07848167, 18.19311142, 18.00774574, 18.17009926, 4.39874792, 4.66944695, 18.1122551 , 18.1965065 , 4.21329069, 4.34836817, 17.93428993, 18.37498093, 18.41119003, 18.55304337, 18.3645401 , 18.56591797, 5.01488543, 5.0799284 , 18.39468002, 18.52645874, 17.90856743, 17.9882431 , 4.78551865, 4.9350872 , 17.20320129, 17.21448898, 4.94143105, 4.97856331, 16.88865662, 16.87015724, 5.15225983, 5.09794426, 5.50137138, 5.38120079, 16.86179161, 16.80628777, 17.80859756, 17.7303772 , 6.34798098, 6.26691341, 18.04817963, 18.06492043, 6.04882765, 6.06146383, 18.07460022, 18.21021271, 5.29259729, 5.39943552, 18.06556892, 18.19197464, 4.49634886, 4.78522015, 3.98077106, 4.35265493, 18.21233368, 18.33780098, 3.998703 , 4.5429554 , 18.14455795, 18.43930244, 18.16514397, 18.39555168, 4.28710604, 4.67549658, 18.39123726, 18.54381371, 4.46108103, 4.66179085, 17.97377014, 18.17288208, 4.79629898, 4.90149879, 4.78119087, 4.83415985, ... 4.88007164, 4.84480095, 16.41651726, 16.31923294, 5.27212524, 5.20904922, 16.82829094, 16.67121315, 5.66390514, 5.46501255, 17.24625969, 17.19210625, 5.89265347, 5.81637096, 17.5884285 , 17.57990837, 5.78461313, 5.78038979, 17.72782326, 17.77557755, 5.2437005 , 5.30888987, 17.73591423, 17.78181839, 4.3865633 , 4.63840675, 3.81306171, 4.18732882, 17.68643188, 17.9789257 , 17.41456032, 17.90463257, 17.75954628, 18.03799438, 17.69796753, 18.10504341, 4.40450954, 4.52353096, 17.19547272, 17.25498199, 4.42127037, 4.51749229, 16.51981163, 16.49905396, 4.52795219, 4.53411293, 16.21142197, 16.10255241, 4.70416451, 4.65032387, 16.21833229, 16.07447815, 4.98530006, 4.93463898, 16.54729462, 16.39351082, 5.48631382, 5.32831669, 16.98004532, 16.9364357 , 5.75621557, 5.62466431, 17.39327049, 17.3526001 , 5.77540445, 5.74092531, 17.62231064, 17.63477325, 5.33633471, 5.3917551 , 17.57162094, 17.69854355, 4.62759352, 4.7335763 , 17.55948257, 17.64728165, 3.94854355, 4.23812246, 17.39936829, 17.71571732, 3.47110081, 3.89079666, 17.65743256, 17.76183701, 3.63432693, 3.90600014, 17.71617317, 17.9433651 , 17.71867943, 17.78166962, 4.03785801, 4.28078032, 17.68386078, 17.95677757, 4.15536213, 4.40425014, 17.35814285, 17.46101379, 4.24041367, 4.36262131])
- TimestampPandasIndex
PandasIndex(DatetimeIndex(['2016-01-01 00:37:22.500000', '2016-01-01 00:40:22.500000', '2016-01-01 00:58:36.500000', '2016-01-01 01:01:32.500000', '2016-01-01 02:12:13.500000', '2016-01-01 02:15:26.500000', '2016-01-01 02:32:40.500000', '2016-01-01 02:36:56.500000', '2016-01-01 04:05:27.500000', '2016-01-01 04:08:30.500000', ... '2016-01-07 19:09:28.500000', '2016-01-07 19:11:05.500000', '2016-01-07 20:27:09.500000', '2016-01-07 20:29:55.500000', '2016-01-07 20:42:43.500000', '2016-01-07 20:44:50.500000', '2016-01-07 22:01:32.500000', '2016-01-07 22:03:00.500000', '2016-01-07 22:16:06.500000', '2016-01-07 22:17:41.500000'], dtype='datetime64[ns]', name='Timestamp', length=310, freq=None))
- Sources :
- ['SW_OPER_AUXAORBCNT_20131122T132146_20250622T234324_0001', 'SW_OPER_PPIAFAC_2F_20160101T000000_20161231T235959_0201']
- MagneticModels :
- []
- AppliedFilters :
- []
fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(10, 5), sharex=True)
_equatorward = ds_id.where(ds_id["PointType"] == 0, drop=True)
_poleward = ds_id.where(ds_id["PointType"] == 1, drop=True)
axes[0].plot(_equatorward["Timestamp"], _equatorward["QDLat"], color="grey", linestyle="--")
axes[0].plot(_poleward["Timestamp"], _poleward["QDLat"], color="grey", linestyle="--")
axes[0].plot(ds["Timestamp"], ds["QDLat"], color="black", linestyle="-")
axes[1].plot(ds["Timestamp"], ds["PPI"])
axes[0].set_ylim(40, 90)
axes[0].set_title("Boundaries of SSFAC")
axes[0].set_ylabel("QDLat")
axes[1].set_title("Plasmapause index")
axes[1].set_ylabel("PPI [$R_E$]")
axes[0].grid()
axes[1].grid()
