.ipynb .pdf

repository open issue

JupyterHub

Contents

IBIxTMS_2F (Ionospheric bubble index)

Abstract: Access to the ionospheric bubble index (level 2 product).

%load_ext watermark
%watermark -i -v -p viresclient,pandas,xarray,matplotlib

Python implementation: CPython
Python version       : 3.9.7
IPython version      : 8.0.1

viresclient: 0.10.3
pandas     : 1.4.1
xarray     : 0.21.1
matplotlib : 3.5.1

from viresclient import SwarmRequest
import datetime as dt
import numpy as np

request = SwarmRequest()

IBIxTMS_2F product information

Ionospheric bubble index at 1Hz

Documentation:

• https://earth.esa.int/web/guest/missions/esa-eo-missions/swarm/data-handbook/level-2-product-definitions#IBIxTMS_2F

Check what “IBI” data variables are available

request.available_collections("IBI", details=False)

{'IBI': ['SW_OPER_IBIATMS_2F', 'SW_OPER_IBIBTMS_2F', 'SW_OPER_IBICTMS_2F']}

request.available_measurements("IBI")

['Bubble_Index',
 'Bubble_Probability',
 'Flags_Bubble',
 'Flags_F',
 'Flags_B',
 'Flags_q']

Fetch 3 minutes of IBI data

request = SwarmRequest()
request.set_collection("SW_OPER_IBIATMS_2F")
request.set_products(measurements=request.available_measurements("IBI"))
data = request.get_between(
    dt.datetime(2016,1,1,9,7),
    dt.datetime(2016,1,1,9,10)
)

data.sources

['SW_OPER_IBIATMS_2F_20160101T000000_20160101T235959_0301']

df = data.as_dataframe()
df.head()

	Bubble_Index	Longitude	Flags_F	Spacecraft	Bubble_Probability	Flags_q	Radius	Flags_Bubble	Flags_B	Latitude
Timestamp
2016-01-01 09:07:00	0	-52.119907	1	A	0.0	5	6830079.62	0	0	-16.923659
2016-01-01 09:07:01	0	-52.120848	1	A	0.0	5	6830087.28	0	0	-16.987667
2016-01-01 09:07:02	0	-52.121786	1	A	0.0	5	6830094.93	0	0	-17.051675
2016-01-01 09:07:03	0	-52.122722	1	A	0.0	5	6830102.57	0	0	-17.115682
2016-01-01 09:07:04	0	-52.123656	1	A	0.0	5	6830110.21	0	0	-17.179689

df.plot(y=["Bubble_Index", "Bubble_Probability"], figsize=(20,5));

ds = data.as_xarray()
ds

<xarray.Dataset>
Dimensions:             (Timestamp: 180)
Coordinates:
  * Timestamp           (Timestamp) datetime64[ns] 2016-01-01T09:07:00 ... 20...
Data variables:
    Spacecraft          (Timestamp) object 'A' 'A' 'A' 'A' ... 'A' 'A' 'A' 'A'
    Bubble_Index        (Timestamp) int8 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0
    Longitude           (Timestamp) float64 -52.12 -52.12 ... -52.24 -52.24
    Flags_F             (Timestamp) uint8 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1
    Bubble_Probability  (Timestamp) float64 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
    Flags_q             (Timestamp) uint8 5 5 5 5 5 5 5 5 5 ... 5 5 5 5 5 5 5 5
    Radius              (Timestamp) float64 6.83e+06 6.83e+06 ... 6.831e+06
    Flags_Bubble        (Timestamp) uint8 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0
    Flags_B             (Timestamp) uint8 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0
    Latitude            (Timestamp) float64 -16.92 -16.99 ... -28.31 -28.38
Attributes:
    Sources:         ['SW_OPER_IBIATMS_2F_20160101T000000_20160101T235959_0301']
    MagneticModels:  []
    RangeFilters:    []

xarray.Dataset

• Dimensions:
  • Timestamp: 180
• Coordinates: (1)
  • Timestamp
    (Timestamp)
    datetime64[ns]
    2016-01-01T09:07:00 ... 2016-01-...

    description :

    Time stamp in UTC

    array(['2016-01-01T09:07:00.000000000', '2016-01-01T09:07:01.000000000',
           '2016-01-01T09:07:02.000000000', '2016-01-01T09:07:03.000000000',
           '2016-01-01T09:07:04.000000000', '2016-01-01T09:07:05.000000000',
           '2016-01-01T09:07:06.000000000', '2016-01-01T09:07:07.000000000',
           '2016-01-01T09:07:08.000000000', '2016-01-01T09:07:09.000000000',
           '2016-01-01T09:07:10.000000000', '2016-01-01T09:07:11.000000000',
           '2016-01-01T09:07:12.000000000', '2016-01-01T09:07:13.000000000',
           '2016-01-01T09:07:14.000000000', '2016-01-01T09:07:15.000000000',
           '2016-01-01T09:07:16.000000000', '2016-01-01T09:07:17.000000000',
           '2016-01-01T09:07:18.000000000', '2016-01-01T09:07:19.000000000',
           '2016-01-01T09:07:20.000000000', '2016-01-01T09:07:21.000000000',
           '2016-01-01T09:07:22.000000000', '2016-01-01T09:07:23.000000000',
           '2016-01-01T09:07:24.000000000', '2016-01-01T09:07:25.000000000',
           '2016-01-01T09:07:26.000000000', '2016-01-01T09:07:27.000000000',
           '2016-01-01T09:07:28.000000000', '2016-01-01T09:07:29.000000000',
           '2016-01-01T09:07:30.000000000', '2016-01-01T09:07:31.000000000',
           '2016-01-01T09:07:32.000000000', '2016-01-01T09:07:33.000000000',
           '2016-01-01T09:07:34.000000000', '2016-01-01T09:07:35.000000000',
           '2016-01-01T09:07:36.000000000', '2016-01-01T09:07:37.000000000',
           '2016-01-01T09:07:38.000000000', '2016-01-01T09:07:39.000000000',
           '2016-01-01T09:07:40.000000000', '2016-01-01T09:07:41.000000000',
           '2016-01-01T09:07:42.000000000', '2016-01-01T09:07:43.000000000',
           '2016-01-01T09:07:44.000000000', '2016-01-01T09:07:45.000000000',
           '2016-01-01T09:07:46.000000000', '2016-01-01T09:07:47.000000000',
           '2016-01-01T09:07:48.000000000', '2016-01-01T09:07:49.000000000',
           '2016-01-01T09:07:50.000000000', '2016-01-01T09:07:51.000000000',
           '2016-01-01T09:07:52.000000000', '2016-01-01T09:07:53.000000000',
           '2016-01-01T09:07:54.000000000', '2016-01-01T09:07:55.000000000',
           '2016-01-01T09:07:56.000000000', '2016-01-01T09:07:57.000000000',
           '2016-01-01T09:07:58.000000000', '2016-01-01T09:07:59.000000000',
           '2016-01-01T09:08:00.000000000', '2016-01-01T09:08:01.000000000',
           '2016-01-01T09:08:02.000000000', '2016-01-01T09:08:03.000000000',
           '2016-01-01T09:08:04.000000000', '2016-01-01T09:08:05.000000000',
           '2016-01-01T09:08:06.000000000', '2016-01-01T09:08:07.000000000',
           '2016-01-01T09:08:08.000000000', '2016-01-01T09:08:09.000000000',
           '2016-01-01T09:08:10.000000000', '2016-01-01T09:08:11.000000000',
           '2016-01-01T09:08:12.000000000', '2016-01-01T09:08:13.000000000',
           '2016-01-01T09:08:14.000000000', '2016-01-01T09:08:15.000000000',
           '2016-01-01T09:08:16.000000000', '2016-01-01T09:08:17.000000000',
           '2016-01-01T09:08:18.000000000', '2016-01-01T09:08:19.000000000',
           '2016-01-01T09:08:20.000000000', '2016-01-01T09:08:21.000000000',
           '2016-01-01T09:08:22.000000000', '2016-01-01T09:08:23.000000000',
           '2016-01-01T09:08:24.000000000', '2016-01-01T09:08:25.000000000',
           '2016-01-01T09:08:26.000000000', '2016-01-01T09:08:27.000000000',
           '2016-01-01T09:08:28.000000000', '2016-01-01T09:08:29.000000000',
           '2016-01-01T09:08:30.000000000', '2016-01-01T09:08:31.000000000',
           '2016-01-01T09:08:32.000000000', '2016-01-01T09:08:33.000000000',
           '2016-01-01T09:08:34.000000000', '2016-01-01T09:08:35.000000000',
           '2016-01-01T09:08:36.000000000', '2016-01-01T09:08:37.000000000',
           '2016-01-01T09:08:38.000000000', '2016-01-01T09:08:39.000000000',
           '2016-01-01T09:08:40.000000000', '2016-01-01T09:08:41.000000000',
           '2016-01-01T09:08:42.000000000', '2016-01-01T09:08:43.000000000',
           '2016-01-01T09:08:44.000000000', '2016-01-01T09:08:45.000000000',
           '2016-01-01T09:08:46.000000000', '2016-01-01T09:08:47.000000000',
           '2016-01-01T09:08:48.000000000', '2016-01-01T09:08:49.000000000',
           '2016-01-01T09:08:50.000000000', '2016-01-01T09:08:51.000000000',
           '2016-01-01T09:08:52.000000000', '2016-01-01T09:08:53.000000000',
           '2016-01-01T09:08:54.000000000', '2016-01-01T09:08:55.000000000',
           '2016-01-01T09:08:56.000000000', '2016-01-01T09:08:57.000000000',
           '2016-01-01T09:08:58.000000000', '2016-01-01T09:08:59.000000000',
           '2016-01-01T09:09:00.000000000', '2016-01-01T09:09:01.000000000',
           '2016-01-01T09:09:02.000000000', '2016-01-01T09:09:03.000000000',
           '2016-01-01T09:09:04.000000000', '2016-01-01T09:09:05.000000000',
           '2016-01-01T09:09:06.000000000', '2016-01-01T09:09:07.000000000',
           '2016-01-01T09:09:08.000000000', '2016-01-01T09:09:09.000000000',
           '2016-01-01T09:09:10.000000000', '2016-01-01T09:09:11.000000000',
           '2016-01-01T09:09:12.000000000', '2016-01-01T09:09:13.000000000',
           '2016-01-01T09:09:14.000000000', '2016-01-01T09:09:15.000000000',
           '2016-01-01T09:09:16.000000000', '2016-01-01T09:09:17.000000000',
           '2016-01-01T09:09:18.000000000', '2016-01-01T09:09:19.000000000',
           '2016-01-01T09:09:20.000000000', '2016-01-01T09:09:21.000000000',
           '2016-01-01T09:09:22.000000000', '2016-01-01T09:09:23.000000000',
           '2016-01-01T09:09:24.000000000', '2016-01-01T09:09:25.000000000',
           '2016-01-01T09:09:26.000000000', '2016-01-01T09:09:27.000000000',
           '2016-01-01T09:09:28.000000000', '2016-01-01T09:09:29.000000000',
           '2016-01-01T09:09:30.000000000', '2016-01-01T09:09:31.000000000',
           '2016-01-01T09:09:32.000000000', '2016-01-01T09:09:33.000000000',
           '2016-01-01T09:09:34.000000000', '2016-01-01T09:09:35.000000000',
           '2016-01-01T09:09:36.000000000', '2016-01-01T09:09:37.000000000',
           '2016-01-01T09:09:38.000000000', '2016-01-01T09:09:39.000000000',
           '2016-01-01T09:09:40.000000000', '2016-01-01T09:09:41.000000000',
           '2016-01-01T09:09:42.000000000', '2016-01-01T09:09:43.000000000',
           '2016-01-01T09:09:44.000000000', '2016-01-01T09:09:45.000000000',
           '2016-01-01T09:09:46.000000000', '2016-01-01T09:09:47.000000000',
           '2016-01-01T09:09:48.000000000', '2016-01-01T09:09:49.000000000',
           '2016-01-01T09:09:50.000000000', '2016-01-01T09:09:51.000000000',
           '2016-01-01T09:09:52.000000000', '2016-01-01T09:09:53.000000000',
           '2016-01-01T09:09:54.000000000', '2016-01-01T09:09:55.000000000',
           '2016-01-01T09:09:56.000000000', '2016-01-01T09:09:57.000000000',
           '2016-01-01T09:09:58.000000000', '2016-01-01T09:09:59.000000000'],
          dtype='datetime64[ns]')

• Data variables: (10)
  • 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'],
          dtype=object)

  • Bubble_Index
    (Timestamp)
    int8
    0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0

    units :

    -

    description :

    Plasma Bubble Index

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0], dtype=int8)

  • Longitude
    (Timestamp)
    float64
    -52.12 -52.12 ... -52.24 -52.24

    units :

    degree

    description :

    Geographic longitude

    array([-52.1199073, -52.1208477, -52.1217859, -52.1227219, -52.1236557,
           -52.1245873, -52.1255166, -52.1264437, -52.1273685, -52.128291 ,
           -52.1292113, -52.1301292, -52.1310449, -52.1319582, -52.1328692,
           -52.1337778, -52.1346841, -52.135588 , -52.1364896, -52.1373888,
           -52.1382856, -52.13918  , -52.140072 , -52.1409615, -52.1418486,
           -52.1427333, -52.1436155, -52.1444953, -52.1453725, -52.1462473,
           -52.1471196, -52.1479893, -52.1488566, -52.1497212, -52.1505834,
           -52.151443 , -52.1523   , -52.1531544, -52.1540063, -52.1548555,
           -52.1557022, -52.1565462, -52.1573875, -52.1582262, -52.1590623,
           -52.1598957, -52.1607264, -52.1615544, -52.1623797, -52.1632023,
           -52.1640221, -52.1648392, -52.1656536, -52.1664652, -52.167274 ,
           -52.16808  , -52.1688832, -52.1696837, -52.1704812, -52.171276 ,
           -52.1720679, -52.1728569, -52.1736431, -52.1744264, -52.1752067,
           -52.1759842, -52.1767588, -52.1775304, -52.178299 , -52.1790648,
           -52.1798275, -52.1805873, -52.181344 , -52.1820978, -52.1828485,
           -52.1835962, -52.1843408, -52.1850824, -52.185821 , -52.1865564,
           -52.1872887, -52.188018 , -52.1887441, -52.189467 , -52.1901869,
           -52.1909035, -52.191617 , -52.1923273, -52.1930344, -52.1937383,
           -52.1944389, -52.1951364, -52.1958305, -52.1965214, -52.1972091,
           -52.1978934, -52.1985744, -52.1992521, -52.1999265, -52.2005975,
           -52.2012651, -52.2019294, -52.2025903, -52.2032478, -52.2039019,
           -52.2045526, -52.2051998, -52.2058435, -52.2064838, -52.2071206,
           -52.2077539, -52.2083837, -52.20901  , -52.2096327, -52.2102518,
           -52.2108674, -52.2114794, -52.2120879, -52.2126927, -52.2132938,
           -52.2138914, -52.2144853, -52.2150755, -52.215662 , -52.2162448,
           -52.2168239, -52.2173993, -52.2179709, -52.2185388, -52.2191029,
           -52.2196633, -52.2202198, -52.2207725, -52.2213213, -52.2218664,
           -52.2224075, -52.2229448, -52.2234782, -52.2240076, -52.2245332,
           -52.2250548, -52.2255724, -52.2260861, -52.2265958, -52.2271015,
           -52.2276031, -52.2281008, -52.2285944, -52.2290839, -52.2295693,
           -52.2300507, -52.2305279, -52.231001 , -52.2314699, -52.2319347,
           -52.2323953, -52.2328517, -52.2333039, -52.2337519, -52.2341956,
           -52.2346351, -52.2350703, -52.2355012, -52.2359277, -52.23635  ,
           -52.2367679, -52.2371815, -52.2375906, -52.2379954, -52.2383958,
           -52.2387917, -52.2391832, -52.2395702, -52.2399527, -52.2403308,
           -52.2407043, -52.2410733, -52.2414377, -52.2417976, -52.2421528])

  • Flags_F
    (Timestamp)
    uint8
    1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1

    units :

    -

    description :

    Flags_F passed through from MAGx_L1_B

    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1], dtype=uint8)

  • Bubble_Probability
    (Timestamp)
    float64
    0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0

    units :

    -

    description :

    Detection probability of the plasma bubble

    array([0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.81554088,
           0.81554088, 0.81554088, 0.81554088, 0.81554088, 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ,
           0.        , 0.        , 0.        , 0.        , 0.        ])

  • Flags_q
    (Timestamp)
    uint8
    5 5 5 5 5 5 5 5 ... 5 5 5 5 5 5 5 5

    units :

    -

    description :

    Flags_q passed through from MAGx_L1_B

    array([5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,
           5, 5, 5, 5], dtype=uint8)

  • Radius
    (Timestamp)
    float64
    6.83e+06 6.83e+06 ... 6.831e+06

    units :

    m

    description :

    Geographic radius

    array([6830079.62, 6830087.28, 6830094.93, 6830102.57, 6830110.21,
           6830117.83, 6830125.44, 6830133.05, 6830140.64, 6830148.23,
           6830155.81, 6830163.37, 6830170.93, 6830178.48, 6830186.02,
           6830193.54, 6830201.06, 6830208.57, 6830216.08, 6830223.57,
           6830231.05, 6830238.52, 6830245.98, 6830253.44, 6830260.88,
           6830268.32, 6830275.74, 6830283.16, 6830290.56, 6830297.96,
           6830305.35, 6830312.73, 6830320.1 , 6830327.46, 6830334.8 ,
           6830342.15, 6830349.48, 6830356.8 , 6830364.11, 6830371.41,
           6830378.71, 6830385.99, 6830393.26, 6830400.53, 6830407.78,
           6830415.03, 6830422.27, 6830429.49, 6830436.71, 6830443.92,
           6830451.12, 6830458.31, 6830465.48, 6830472.66, 6830479.82,
           6830486.97, 6830494.11, 6830501.24, 6830508.36, 6830515.48,
           6830522.58, 6830529.68, 6830536.76, 6830543.84, 6830550.9 ,
           6830557.96, 6830565.01, 6830572.04, 6830579.07, 6830586.09,
           6830593.1 , 6830600.1 , 6830607.09, 6830614.07, 6830621.05,
           6830628.01, 6830634.96, 6830641.9 , 6830648.84, 6830655.76,
           6830662.68, 6830669.58, 6830676.48, 6830683.36, 6830690.24,
           6830697.11, 6830703.97, 6830710.82, 6830717.66, 6830724.49,
           6830731.31, 6830738.12, 6830744.92, 6830751.71, 6830758.49,
           6830765.27, 6830772.03, 6830778.79, 6830785.53, 6830792.27,
           6830798.99, 6830805.71, 6830812.42, 6830819.11, 6830825.8 ,
           6830832.48, 6830839.15, 6830845.81, 6830852.46, 6830859.1 ,
           6830865.73, 6830872.36, 6830878.97, 6830885.57, 6830892.17,
           6830898.75, 6830905.33, 6830911.89, 6830918.45, 6830924.99,
           6830931.53, 6830938.06, 6830944.58, 6830951.09, 6830957.59,
           6830964.08, 6830970.56, 6830977.03, 6830983.49, 6830989.95,
           6830996.39, 6831002.83, 6831009.25, 6831015.67, 6831022.07,
           6831028.47, 6831034.85, 6831041.23, 6831047.6 , 6831053.96,
           6831060.31, 6831066.65, 6831072.98, 6831079.3 , 6831085.61,
           6831091.92, 6831098.21, 6831104.49, 6831110.77, 6831117.03,
           6831123.29, 6831129.54, 6831135.77, 6831142.  , 6831148.22,
           6831154.43, 6831160.63, 6831166.82, 6831173.  , 6831179.17,
           6831185.34, 6831191.49, 6831197.63, 6831203.77, 6831209.89,
           6831216.01, 6831222.12, 6831228.21, 6831234.3 , 6831240.38,
           6831246.45, 6831252.51, 6831258.56, 6831264.6 , 6831270.64,
           6831276.66, 6831282.67, 6831288.68, 6831294.67, 6831300.66])

  • Flags_Bubble
    (Timestamp)
    uint8
    0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0

    units :

    -

    description :

    Flags related to the plasma bubble index

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0], dtype=uint8)

  • Flags_B
    (Timestamp)
    uint8
    0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0

    units :

    -

    description :

    Flags_B passed through from MAGx_L1_B

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0], dtype=uint8)

  • Latitude
    (Timestamp)
    float64
    -16.92 -16.99 ... -28.31 -28.38

    units :

    degree

    description :

    Geographic latitude

    array([-16.9236589, -16.9876669, -17.0516746, -17.115682 , -17.1796892,
           -17.2436961, -17.3077028, -17.3717092, -17.4357154, -17.4997214,
           -17.563727 , -17.6277325, -17.6917376, -17.7557425, -17.8197472,
           -17.8837516, -17.9477558, -18.0117596, -18.0757633, -18.1397667,
           -18.2037698, -18.2677727, -18.3317753, -18.3957776, -18.4597797,
           -18.5237816, -18.5877832, -18.6517845, -18.7157856, -18.7797864,
           -18.843787 , -18.9077873, -18.9717873, -19.0357871, -19.0997866,
           -19.1637859, -19.2277849, -19.2917836, -19.3557821, -19.4197803,
           -19.4837783, -19.547776 , -19.6117734, -19.6757706, -19.7397675,
           -19.8037641, -19.8677605, -19.9317567, -19.9957525, -20.0597481,
           -20.1237435, -20.1877385, -20.2517333, -20.3157279, -20.3797222,
           -20.4437162, -20.5077099, -20.5717034, -20.6356966, -20.6996896,
           -20.7636823, -20.8276747, -20.8916669, -20.9556587, -21.0196504,
           -21.0836417, -21.1476328, -21.2116236, -21.2756142, -21.3396044,
           -21.4035944, -21.4675842, -21.5315736, -21.5955629, -21.6595518,
           -21.7235404, -21.7875288, -21.8515169, -21.9155048, -21.9794924,
           -22.0434797, -22.1074667, -22.1714535, -22.23544  , -22.2994262,
           -22.3634121, -22.4273978, -22.4913832, -22.5553683, -22.6193531,
           -22.6833377, -22.747322 , -22.811306 , -22.8752898, -22.9392733,
           -23.0032565, -23.0672394, -23.131222 , -23.1952044, -23.2591865,
           -23.3231683, -23.3871498, -23.4511311, -23.515112 , -23.5790927,
           -23.6430732, -23.7070533, -23.7710332, -23.8350127, -23.898992 ,
           -23.9629711, -24.0269498, -24.0909283, -24.1549064, -24.2188843,
           -24.282862 , -24.3468393, -24.4108163, -24.4747931, -24.5387696,
           -24.6027458, -24.6667217, -24.7306973, -24.7946727, -24.8586477,
           -24.9226225, -24.986597 , -25.0505712, -25.1145451, -25.1785188,
           -25.2424921, -25.3064652, -25.370438 , -25.4344104, -25.4983826,
           -25.5623546, -25.6263262, -25.6902975, -25.7542686, -25.8182393,
           -25.8822098, -25.9461799, -26.0101498, -26.0741194, -26.1380887,
           -26.2020577, -26.2660265, -26.3299949, -26.393963 , -26.4579309,
           -26.5218984, -26.5858657, -26.6498326, -26.7137993, -26.7777657,
           -26.8417318, -26.9056975, -26.969663 , -27.0336282, -27.0975931,
           -27.1615577, -27.225522 , -27.289486 , -27.3534497, -27.4174131,
           -27.4813763, -27.5453391, -27.6093016, -27.6732638, -27.7372257,
           -27.8011873, -27.8651487, -27.9291097, -27.9930704, -28.0570308,
           -28.1209909, -28.1849507, -28.2489102, -28.3128694, -28.3768283])

• Attributes: (3)

  Sources :

  ['SW_OPER_IBIATMS_2F_20160101T000000_20160101T235959_0301']

  MagneticModels :

  []

  RangeFilters :

  []

previous

EEFxTMS_2F (Equatorial electric field)

next

AEJxLPL (Auroral electrojets LC)