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: 0.12.0
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 (“ID” dataset) |
|
Swarm B PPI and SSFAC boundaries |
|
Swarm B edges of the SSFAC boundaries (“ID” dataset) |
|
Swarm C PPI and SSFAC boundaries |
|
Swarm C edges of the SSFAC boundaries (“ID” dataset) |
Available “measurements” 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 |
|
|
$\(\text{deg}\)$ |
scalar |
ITRF geocentric latitude of the SSFAC boundary |
|
|
$\(\text{deg}\)$ |
scalar |
ITRF geocentric longitude of the SSFAC boundary |
|
|
$\(\text{m}\)$ |
scalar |
ITRF geocentric radius of the SSFAC boundary |
|
|
$\(\text{deg}\)$ |
scalar |
Quasi-dipole latitude of the SSFAC boundary |
|
|
$\(\text{deg}\)$ |
scalar |
Quasi-dipole longitude of the SSFAC boundary |
|
|
$\(\text{hour}\)$ |
scalar |
Magnetic local time (QD) of the SSFAC boundary |
|
|
$\(-\)$ |
scalar |
L-value in earth radii of the SSFAC boundary |
|
|
$\(\text{deg}\)$ |
scalar |
Solar zenith angle of the SSFAC boundary |
|
|
$\(-\)$ |
scalar |
Standard deviation of the linear fit of S at the boundary |
|
|
$\(R_E\)$ |
scalar |
midnight plasmapause index |
|
|
$\(\text{deg}\)$ |
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 |
|
|
$\(\text{deg}\)$ |
scalar |
ITRF geocentric latitude |
|
|
$\(\text{deg}\)$ |
scalar |
ITRF geocentric longitude |
|
|
$\(\text{m}\)$ |
scalar |
ITRF geocentric radius |
|
|
$\(\text{deg}\)$ |
scalar |
Quasi-dipole latitude |
|
|
$\(\text{deg}\)$ |
scalar |
Quasi-dipole longitude |
|
|
$\(\text{hour}\)$ |
scalar |
Magnetic local time (QD) |
|
|
$\(-\)$ |
scalar |
L-value in earth radii |
|
|
$\(\text{deg}\)$ |
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' Latitude_QD (Timestamp) float64 53.21 54.61 54.18 ... 64.83 62.2 65.11 Longitude_QD (Timestamp) float64 -35.68 139.4 -64.57 ... -170.8 8.049 168.0 OrbitNumber (Timestamp) int32 11804 11804 11805 ... 11909 11910 11910 Latitude (Timestamp) float64 44.58 58.41 49.69 ... 69.73 53.73 69.54 Radius (Timestamp) float64 6.82e+06 6.818e+06 ... 6.819e+06 6.817e+06 ... ... Counter (Timestamp, Counter_dim1) uint32 11804 1 11804 2 ... 1 11910 2 dL (Timestamp) float64 1.287 1.453 1.536 ... 2.631 1.361 2.152 MLT (Timestamp) float64 17.11 5.124 16.83 ... 4.196 17.39 4.286 PPI (Timestamp) float64 2.798 3.085 2.916 ... 5.718 4.649 5.832 QDLon (Timestamp) float64 -35.68 139.4 -64.57 ... -170.8 8.049 168.0 QDLat (Timestamp) float64 53.21 54.61 54.18 ... 64.83 62.2 65.11 Attributes: Sources: ['SW_OPER_AUXAORBCNT_20131122T132146_20240921T233038_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)
- 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])
- 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])
- 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)
- 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])
- 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])
- 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])
- 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 ])
- 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])
- 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 ])
- 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])
- 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)
- 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])
- MLT(Timestamp)float6417.11 5.124 16.83 ... 17.39 4.286
- units :
- -
- description :
- Magnetic local time
array([17.11333275, 5.12400055, 16.8288269 , 5.24490356, 5.53654099, 17.17712021, 5.90322733, 17.62679482, 6.27248812, 18.0021801 , 6.35743809, 18.18531609, 5.98367929, 18.17510223, 18.10296249, 4.49632311, 18.15534401, 4.26965189, 18.21124077, 18.47396278, 18.47138214, 5.04037809, 18.45689392, 17.97057152, 4.8537693 , 17.21191597, 4.95560265, 16.87781906, 5.11876297, 5.44525528, 16.83688354, 17.76692009, 6.30688572, 18.05695152, 6.05436134, 18.15459442, 5.36471748, 18.13625908, 4.63436747, 4.13575649, 18.29545403, 4.16546679, 18.3678627 , 18.29695129, 4.52499104, 18.41981697, 4.59887505, 18.06590462, 4.84755707, 4.82409286, 4.98018837, 5.29201508, 16.65559769, 17.05269432, 17.49459267, 6.02885532, 17.88528633, 6.09641266, 18.00756073, 18.05265617, 4.70213556, 18.0283432 , 18.04002953, 18.19432068, 4.1240344 , 18.36994553, 17.97337914, 18.15239525, 4.68000889, 17.50513458, 4.73759842, 16.79846764, 16.41256714, 16.78849411, 17.68027115, 6.08386755, 17.91364861, 18.01492691, 18.28129959, 4.05253601, 18.37560272, 4.28901052, 18.19791222, 17.66750336, 16.91045189, 16.38533401, 5.27397537, 16.47525406, 16.97690392, 5.95090628, 17.45746613, 6.05413342, 17.76856232, 5.0167551 , 4.2259531 , 3.83019829, 18.28156471, 18.39373016, 3.95629692, 18.52449608, 18.31585693, 4.41941261, 16.41380882, 4.66287804, 16.19203186, 4.86466217, 16.35659981, 5.24377823, 16.73763466, 5.57928658, 17.21844864, 5.85166216, 17.58574295, 5.78277779, 17.76143837, 5.27592611, 17.75868225, 4.50211143, 3.93432045, 17.82031059, 17.79005814, 17.90515709, 17.95466995, 4.46789074, 17.22837257, 4.47241783, 16.50738907, 4.52843857, 16.13455009, 4.67863655, 16.15236664, 4.96524048, 16.47450447, 5.41131163, 16.96422958, 5.71215248, 17.38233185, 5.75315428, 17.63180542, 5.36418962, 17.66687584, 4.67409658, 17.60486221, 4.02931643, 17.68179893, 3.67214012, 17.73134613, 3.82640362, 17.88495636, 17.75741577, 4.17498207, 17.84685135, 4.19591331, 17.38502693, 4.28641701])
- 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])
- QDLon(Timestamp)float64-35.68 139.4 -64.57 ... 8.049 168.0
- units :
- -
- description :
- Magnetic quasi-dipole longitude
array([ -35.67551422, 139.39050293, -64.56729126, 116.54248047, 95.89552307, -110.69770813, 75.74600983, -129.36659241, 56.05568695, -148.40583801, 32.54014206, -169.33389282, 3.05756021, 167.64982605, 144.17121887, -63.80783081, 122.54705811, -89.26681519, 101.26593018, 82.93510437, 60.99541855, -144.60601807, 38.57170105, 8.92493057, 168.61608887, -25.57208824, 146.92277527, -53.39266205, 124.89212799, 105.05228424, -106.14122772, -142.64050293, 41.694561 , -162.22639465, 13.80146027, 175.95770264, -19.89117432, 153.10610962, -53.15194321, -82.5230484 , 110.89886475, -104.15818787, 89.9550705 , 67.11199188, -142.81182861, 46.70236206, -163.76226807, 19.23441124, 177.11512756, 154.0763092 , 132.70404053, 112.8463974 , -98.64535522, -118.42583466, -137.21330261, 46.10611343, -155.59771729, 23.64833832, -176.98138428, 160.66552734, -43.30125427, 137.93647766, 115.94229889, 96.05638123, -118.08938599, 76.56173706, 49.52121353, 29.21761322, -176.37652588, -2.8821485 , 161.66651917, -36.80606079, -67.07327271, -112.37312317, -149.25215149, 33.11222458, -169.48925781, 168.81384277, 127.78887939, -110.62773132, 85.14170837, -129.17935181, 38.5351944 , 8.37900162, -25.93061829, -57.8780365 , 107.26325989, -107.23019409, -125.19496918, 66.18815613, -142.95787048, 42.54261017, -162.60774231, -20.83714104, -55.08432007, -83.13785553, 114.32444 , 93.92611694, -125.29106903, 73.79488373, 48.75623322, -162.72721863, -47.98858643, 131.69168091, -75.78058624, 110.26865387, -98.62940216, 90.87039185, -118.67636108, 70.14518738, -136.76808167, 48.86898422, -155.79933167, 22.77634048, -176.83914185, -8.59917259, 160.31216431, -42.49655151, -73.05819702, 116.47943878, 94.07439423, 73.73296356, 52.46422577, -175.83015442, -3.14116383, 161.57417297, -36.97074509, 139.10858154, -66.8864975 , 117.12824249, -91.76487732, 96.45536041, -112.60506439, 77.84892273, -130.70787048, 56.77841949, -149.32373047, 32.16797256, -169.661026 , 2.32014227, 167.86448669, -31.22848701, 144.45582581, -63.0446701 , 123.15505981, -90.31930542, 101.76402283, -110.18726349, 81.91658783, 58.33573914, -149.05941772, 37.29315567, -170.80943298, 8.04892445, 168.01945496])
- QDLat(Timestamp)float6453.21 54.61 54.18 ... 62.2 65.11
- units :
- -
- description :
- Magnetic quasi-dipole latitude
array([53.21495438, 54.61473083, 54.17952728, 51.76984787, 55.16558456, 56.35050583, 54.70929337, 55.73806381, 57.65424728, 56.42576981, 56.81772614, 56.43888474, 56.42241669, 55.53681564, 54.61765671, 63.59335709, 57.68983078, 61.47146225, 57.61530304, 61.24498367, 59.23551178, 47.36375427, 62.17695618, 62.84832382, 64.69498444, 63.35700989, 65.40686798, 43.43611526, 60.02321625, 63.59047699, 62.69844055, 60.38826752, 62.01447678, 58.88990021, 63.36983871, 60.39495087, 61.22541809, 59.98126602, 62.27165604, 63.73736954, 62.59558868, 61.07460403, 61.76773834, 57.29657745, 61.70082855, 61.60889435, 64.84645844, 61.67152023, 59.61306381, 64.48531342, 65.10953522, 66.81144714, 60.69204712, 60.90587997, 63.16955566, 42.78462982, 60.74612427, 61.01989365, 56.64278793, 60.16954041, 63.8813324 , 59.78865433, 59.37896729, 60.86440277, 61.72882843, 62.22592545, 45.32217789, 62.24377823, 62.25221634, 61.34492493, 61.75675964, 61.04196167, 62.21641922, 61.42848206, 61.42622375, 63.19702911, 60.12164688, 62.86076736, 66.81478882, 60.10561752, 64.6749115 , 58.95573425, 62.83646774, 62.03605652, 61.82330322, 62.84367752, 69.10120392, 64.88761139, 62.61755371, 67.34658051, 60.97074509, 66.78322601, 63.04698944, 64.25888062, 65.40150452, 64.19153595, 67.06246185, 66.91346741, 62.86507416, 67.83230591, 66.02482605, 62.46767044, 63.30318451, 58.82283783, 61.1530838 , 59.29205322, 59.93638992, 61.98618317, 61.05137634, 59.85371399, 60.44434357, 60.24140549, 60.52695465, 54.53462219, 61.27492142, 54.07309341, 59.78325653, 60.62143326, 62.22388458, 60.85537338, 57.66426849, 57.45568848, 57.36003494, 59.66844559, 62.28012466, 60.45177841, 59.21117783, 60.41148376, 60.58237457, 58.86561584, 60.88292694, 59.00304794, 61.49443817, 62.79507446, 60.21932602, 62.17163849, 60.46216965, 58.57523346, 62.18310928, 60.24522018, 59.83417892, 58.28368759, 57.82443237, 60.8753624 , 60.16870117, 62.27775955, 59.49956894, 58.89057922, 60.31046295, 53.51295471, 60.97776794, 60.28420639, 64.83016205, 62.19878769, 65.1083374 ])
- 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_20240921T233038_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' 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 PointType (Timestamp) uint8 0 1 1 0 0 1 1 0 1 ... 0 0 1 1 0 0 1 1 0 Latitude (Timestamp) float64 36.25 47.79 61.73 ... 57.7 71.51 65.46 OrbitNumber (Timestamp) int32 11804 11804 11804 ... 11910 11910 11910 ... ... SZA (Timestamp) float64 100.5 105.1 115.2 ... 118.4 118.9 Counter (Timestamp, Counter_dim1) uint32 11804 1 11804 ... 11910 2 Position_Quality (Timestamp) int8 2 2 2 2 2 2 2 2 2 2 ... 3 2 2 2 2 1 1 2 2 MLT (Timestamp) float64 17.13 17.11 5.117 ... 17.46 4.24 4.363 QDLon (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 Attributes: Sources: ['SW_OPER_AUXAORBCNT_20131122T132146_20240921T233038_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)
- 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])
- 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])
- 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)
- 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])
- 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)
- 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])
- 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])
- 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])
- 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 ])
- 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])
- 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)
- 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)
- MLT(Timestamp)float6417.13 17.11 5.117 ... 4.24 4.363
- units :
- -
- description :
- Magnetic local time
array([17.12754059, 17.10767365, 5.11673164, 5.14945793, 16.92516708, 16.78123093, 5.26570892, 5.23941994, 5.60246086, 5.46903801, 17.20653725, 17.14716721, 5.9858923 , 5.84186459, 17.65161133, 17.60849953, 6.32079077, 6.21828127, 18.00568962, 17.99914932, 6.3724227 , 6.34368706, 18.14558983, 18.18992424, 5.96811867, 5.99309015, 18.07847023, 18.19309425, 18.00772858, 18.17007065, 4.39878321, 4.6694665 , 18.11221313, 18.19646072, 4.21333647, 4.34840822, 17.93425369, 18.37492943, 18.41114616, 18.55299377, 18.36451721, 18.56588554, 5.01489878, 5.07993937, 18.39467812, 18.5264492 , 17.90858841, 17.98826218, 4.78551865, 4.93509293, 17.20323372, 17.21452332, 4.94141006, 4.97855377, 16.88867569, 16.87018013, 5.15222168, 5.09792137, 5.50131607, 5.38115692, 16.8618412 , 16.80634117, 17.80859756, 17.73038864, 6.34794188, 6.26688719, 18.04816246, 18.0649128 , 6.0488162 , 6.06145716, 18.07458496, 18.21019554, 5.29260778, 5.39944172, 18.06554794, 18.19194794, 4.49637938, 4.78523445, 3.98082161, 4.35268545, 18.21228218, 18.33774757, 3.99875927, 4.5429945 , 18.1445179 , 18.43925285, 18.16511917, 18.39551544, 4.28713799, 4.67552233, 18.391222 , 18.54379082, 4.46109772, 4.6618042 , 17.9737854 , 18.17288971, 4.7963047 , 4.90150833, 4.78117752, 4.83415031, ... 4.88002968, 4.84476471, 16.41656303, 16.31928825, 5.27207184, 5.20899773, 16.8283329 , 16.67126083, 5.66384888, 5.4649744 , 17.24627304, 17.19212151, 5.89260769, 5.8163352 , 17.58841324, 17.57990456, 5.78459883, 5.7803793 , 17.72780418, 17.77556229, 5.24370098, 5.30888987, 17.73589325, 17.7817955 , 4.38658237, 4.63841534, 3.81310081, 4.18734455, 17.68638611, 17.9788723 , 17.4145298 , 17.90458298, 17.75951576, 18.03795242, 17.69795799, 18.10501671, 4.40451813, 4.52353716, 17.19549942, 17.25500679, 4.42126846, 4.51749802, 16.51984406, 16.4990921 , 4.52792931, 4.53410149, 16.21145248, 16.1026001 , 4.70412827, 4.65029335, 16.21837807, 16.07454109, 4.98525429, 4.93459892, 16.54734039, 16.39356613, 5.48625374, 5.32826948, 16.98007011, 16.9364624 , 5.75616455, 5.62462854, 17.39326668, 17.35260582, 5.7753787 , 5.74090576, 17.62229538, 17.6347599 , 5.33633232, 5.39175415, 17.57160568, 17.69852257, 4.62760448, 4.73358345, 17.55945396, 17.64725113, 3.94857216, 4.23813486, 17.39933205, 17.71566772, 3.47115612, 3.89083004, 17.65738487, 17.76178741, 3.63438225, 3.90604877, 17.71613503, 17.94331741, 17.71865845, 17.78164673, 4.0378809 , 4.28079891, 17.68386459, 17.95676804, 4.1553731 , 4.40425682, 17.35816383, 17.46103096, 4.24041176, 4.36262703])
- QDLon(Timestamp)float64-34.91 -35.97 139.5 ... 167.5 168.9
- units :
- -
- description :
- Magnetic quasi-dipole longitude
array([ -34.91117477, -35.97256088, 139.50378418, 139.24189758, -62.53226471, -65.54115295, 117.15605927, 115.62601471, 97.19748688, 94.36550903, -110.08367157, -111.29707336, 77.32189178, 74.47611237, -128.73579407, -129.7791748 , 56.99750137, 54.93229294, -148.24128723, -148.52012634, 32.97008514, 32.11592865, -169.51879883, -169.31455994, 3.07165766, 2.95958304, 166.73348999, 167.83894348, 143.13616943, 144.97515869, -65.13206482, -61.51218033, 121.9908905 , 123.08483887, -90.03657532, -88.19991302, 97.71414948, 103.48478699, 82.07563782, 84.02597046, 59.58213806, 62.27064896, -144.88931274, -144.19462585, 37.7699852 , 39.48742676, 8.23885441, 9.12935638, 167.77578735, 169.55044556, -25.52235031, -25.58320808, 146.88241577, 146.95967102, -53.14306641, -53.56795502, 125.69560242, 124.23839569, 106.06884003, 103.83399963, -105.68034363, -106.69494629, -141.334198 , -143.43283081, 42.54043961, 40.79088211, -162.15211487, -162.38027954, 13.8646574 , 13.67800617, 175.17329407, 176.56355286, -20.69285965, -19.5447464 , 152.25315857, 153.80570984, -54.98664856, -51.21961975, -84.66918945, -79.585289 , ... 160.04298401, 160.59028625, -43.96802521, -40.86214828, -74.70970154, -69.71146393, 114.69589233, 118.64836121, 89.32575989, 95.62647247, 71.81293488, 75.53144073, 49.2627182 , 54.45814896, -176.61669922, -175.17155457, -3.45935893, -2.86769056, 161.05604553, 161.96846008, -36.41532898, -37.30889511, 139.4803009 , 138.93209839, -65.34619141, -67.50485229, 117.68992615, 116.42318726, -90.51005554, -93.18354034, 96.83660889, 95.85617828, -111.18540192, -114.078125 , 79.168396 , 76.32621765, -130.37597656, -131.26348877, 57.59515381, 55.04968262, -148.97688293, -150.06555176, 32.78261566, 31.78957748, -169.70715332, -169.64611816, 2.19020772, 2.22475982, 166.84684753, 168.22924805, -31.75961494, -30.59156799, 143.90660095, 144.98381042, -64.1202774 , -60.34692764, 119.58738708, 123.60764313, -93.10056305, -87.37140656, 100.76914978, 102.17719269, -112.81085968, -109.1229248 , 79.64096069, 82.71697998, 57.84138489, 58.64778137, -150.92207336, -147.66207886, 35.28969193, 38.72319031, -171.3538208 , -168.12635803, 7.75080252, 8.93893051, 167.45481873, 168.90365601])
- QDLat(Timestamp)float6444.93 56.37 57.92 ... 66.98 61.18
- units :
- -
- description :
- Magnetic quasi-dipole latitude
array([44.92592621, 56.36980438, 57.92007446, 46.57928085, 45.60066223, 57.95988083, 56.23199081, 39.19095612, 59.92521667, 47.12325287, 53.77214813, 58.60681915, 60.09659576, 48.95637894, 51.7410202 , 57.88484955, 61.22729874, 52.43231964, 54.67737579, 57.50030899, 60.12394714, 53.26885605, 50.03618622, 57.20690918, 60.14893723, 52.81154251, 47.00947952, 56.79997253, 48.2254715 , 57.84826279, 65.72109985, 58.90593719, 56.20856857, 58.97137833, 62.66874313, 59.63873672, 47.03394318, 61.62327194, 59.78624344, 62.89231873, 55.77836227, 61.76997375, 49.06131363, 44.24583435, 59.96235657, 64.29464722, 59.15024948, 63.76741791, 67.41629791, 60.38319778, 60.71996689, 64.08973694, 67.89038086, 60.91505814, 42.14762878, 44.33746338, 64.39526367, 55.01680374, 66.16677094, 59.78891373, 61.39995575, 64.13667297, 49.76028824, 64.18802643, 65.68410492, 57.06883621, 55.7131691 , 63.06301498, 65.58202362, 59.8733902 , 53.97672272, 63.83495331, 65.39864349, 58.60051727, 56.72745132, 62.07822037, 65.85721588, 57.13485336, 66.50873566, 58.74496078, 60.77587128, 63.43427277, 64.3844986 , 49.98870087, 56.15291214, 63.18836212, 52.6769371 , 60.08274078, 66.45748138, 57.41827393, 60.7175827 , 64.91499329, 67.63715363, 63.30639267, 56.65048981, 65.98720551, 62.11250687, 56.32169724, 68.04724121, 63.50842667, ... 60.54288864, 57.44087219, 56.12526703, 61.95649719, 63.2977829 , 60.17998886, 53.4000206 , 64.67173004, 64.0925827 , 51.16200638, 57.13799286, 62.78443146, 63.44512939, 56.76475143, 56.58190155, 63.13870621, 55.86655426, 52.93347931, 58.01909637, 62.51511002, 58.92430115, 43.19446564, 58.66402054, 60.83390427, 64.58750153, 54.27682114, 64.80561829, 55.17582321, 57.15966797, 64.23565674, 41.64350891, 60.53030396, 52.5700264 , 60.92646027, 45.22528458, 61.99945068, 62.25378036, 56.86353683, 59.66476059, 64.15640259, 64.20441437, 56.11940384, 53.674263 , 62.38846207, 65.985672 , 56.50102234, 54.87891006, 62.6308136 , 61.51724625, 54.69009781, 56.98099136, 64.61121368, 60.23729324, 56.86438751, 56.54904556, 65.44074249, 65.82302094, 58.41976166, 58.76188278, 62.37197876, 64.66750336, 55.36893845, 57.65194321, 64.98423004, 63.00660706, 55.46858215, 60.73538589, 62.62221527, 64.50262451, 52.66886139, 53.47223663, 61.49931335, 60.8031044 , 54.37423325, 55.73860168, 59.51628113, 62.96809769, 54.07088089, 49.19965744, 61.05830383, 65.97634125, 56.95975876, 57.54828644, 60.23435974, 63.18958282, 56.70757675, 55.71100235, 61.62677765, 51.87768555, 54.4716301 , 64.24237823, 57.74731827, 52.66862106, 63.9446373 , 65.8325882 , 57.74850845, 60.59971619, 65.98403931, 66.98274994, 61.17905807])
- 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_20240921T233038_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()