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 : 3.11.6
IPython version : 8.18.0
viresclient: 0.12.3
pandas : 2.1.3
xarray : 2023.12.0
matplotlib : 3.8.2
from viresclient import SwarmRequest
import datetime as dt
import numpy as np
request = SwarmRequest()
IBIxTMS_2F product information#
Ionospheric bubble index at 1Hz
Documentation:
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)
)
Processing: 100%
[ Elapsed: 00:01, Remaining: 00:00 ] [1/1]
Downloading: 100%
[ Elapsed: 00:00, Remaining: 00:00 ] (0.096MB)
data.sources
['SW_OPER_IBIATMS_2F_20160101T000000_20160101T235959_0401']
df = data.as_dataframe()
df.head()
| Latitude | Flags_Bubble | Longitude | Radius | Bubble_Index | Flags_q | Spacecraft | Bubble_Probability | Flags_B | Flags_F | |
|---|---|---|---|---|---|---|---|---|---|---|
| Timestamp | ||||||||||
| 2016-01-01 09:07:00 | -16.923659 | 0 | -52.119907 | 6830079.64 | 0 | 5 | A | 0.0 | 0 | 1 |
| 2016-01-01 09:07:01 | -16.987667 | 0 | -52.120847 | 6830087.30 | 0 | 5 | A | 0.0 | 0 | 1 |
| 2016-01-01 09:07:02 | -17.051675 | 0 | -52.121785 | 6830094.95 | 0 | 5 | A | 0.0 | 0 | 1 |
| 2016-01-01 09:07:03 | -17.115682 | 0 | -52.122721 | 6830102.59 | 0 | 5 | A | 0.0 | 0 | 1 |
| 2016-01-01 09:07:04 | -17.179689 | 0 | -52.123655 | 6830110.23 | 0 | 5 | A | 0.0 | 0 | 1 |
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'
Latitude (Timestamp) float64 -16.92 -16.99 ... -28.31 -28.38
Flags_Bubble (Timestamp) uint8 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
Radius (Timestamp) float64 6.83e+06 6.83e+06 ... 6.831e+06
Bubble_Index (Timestamp) int8 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 5
Bubble_Probability (Timestamp) float64 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
Flags_F (Timestamp) uint8 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1
Attributes:
Sources: ['SW_OPER_IBIATMS_2F_20160101T000000_20160101T235959_0401']
MagneticModels: []
AppliedFilters: []xarray.Dataset
- Timestamp: 180
- 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]')
- 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) - Latitude(Timestamp)float64-16.92 -16.99 ... -28.31 -28.38
- units :
- degree
- description :
- Geographic latitude
array([-16.9236592, -16.9876671, -17.0516748, -17.1156823, -17.1796894, -17.2436964, -17.3077031, -17.3717095, -17.4357157, -17.4997216, -17.5637273, -17.6277327, -17.6917379, -17.7557428, -17.8197474, -17.8837518, -17.947756 , -18.0117599, -18.0757635, -18.1397669, -18.20377 , -18.2677729, -18.3317755, -18.3957779, -18.45978 , -18.5237818, -18.5877834, -18.6517848, -18.7157858, -18.7797866, -18.8437872, -18.9077875, -18.9717875, -19.0357873, -19.0997868, -19.1637861, -19.2277851, -19.2917838, -19.3557823, -19.4197805, -19.4837785, -19.5477762, -19.6117736, -19.6757708, -19.7397677, -19.8037644, -19.8677608, -19.9317569, -19.9957528, -20.0597484, -20.1237437, -20.1877388, -20.2517336, -20.3157281, -20.3797224, -20.4437164, -20.5077102, -20.5717036, -20.6356969, -20.6996898, -20.7636825, -20.8276749, -20.8916671, -20.955659 , -21.0196506, -21.0836419, -21.147633 , -21.2116238, -21.2756144, -21.3396046, -21.4035947, -21.4675844, -21.5315739, -21.5955631, -21.659552 , -21.7235407, -21.787529 , -21.8515172, -21.915505 , -21.9794926, -22.0434799, -22.1074669, -22.1714537, -22.2354402, -22.2994264, -22.3634123, -22.427398 , -22.4913834, -22.5553685, -22.6193533, -22.6833379, -22.7473222, -22.8113062, -22.87529 , -22.9392735, -23.0032566, -23.0672396, -23.1312222, -23.1952046, -23.2591867, -23.3231685, -23.38715 , -23.4511313, -23.5151122, -23.5790929, -23.6430734, -23.7070535, -23.7710334, -23.8350129, -23.8989922, -23.9629713, -24.02695 , -24.0909284, -24.1549066, -24.2188845, -24.2828621, -24.3468395, -24.4108165, -24.4747933, -24.5387698, -24.602746 , -24.6667219, -24.7306975, -24.7946729, -24.8586479, -24.9226227, -24.9865972, -25.0505714, -25.1145453, -25.1785189, -25.2424923, -25.3064654, -25.3704381, -25.4344106, -25.4983828, -25.5623547, -25.6263263, -25.6902977, -25.7542687, -25.8182395, -25.8822099, -25.9461801, -26.01015 , -26.0741196, -26.1380889, -26.2020579, -26.2660266, -26.3299951, -26.3939632, -26.457931 , -26.5218986, -26.5858658, -26.6498328, -26.7137995, -26.7777658, -26.8417319, -26.9056977, -26.9696632, -27.0336284, -27.0975933, -27.1615579, -27.2255222, -27.2894862, -27.3534499, -27.4174133, -27.4813764, -27.5453392, -27.6093017, -27.673264 , -27.7372259, -27.8011875, -27.8651488, -27.9291098, -27.9930705, -28.0570309, -28.120991 , -28.1849509, -28.2489104, -28.3128696, -28.3768285]) - Flags_Bubble(Timestamp)uint80 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) - Longitude(Timestamp)float64-52.12 -52.12 ... -52.24 -52.24
- units :
- degree
- description :
- Geographic longitude
array([-52.1199068, -52.1208473, -52.1217855, -52.1227215, -52.1236553, -52.1245869, -52.1255162, -52.1264433, -52.1273681, -52.1282906, -52.1292109, -52.1301288, -52.1310444, -52.1319577, -52.1328687, -52.1337774, -52.1346837, -52.1355876, -52.1364892, -52.1373884, -52.1382852, -52.1391796, -52.1400716, -52.1409611, -52.1418482, -52.1427329, -52.1436151, -52.1444948, -52.1453721, -52.1462469, -52.1471191, -52.1479889, -52.1488561, -52.1497208, -52.150583 , -52.1514426, -52.1522996, -52.153154 , -52.1540059, -52.1548551, -52.1557017, -52.1565457, -52.1573871, -52.1582258, -52.1590619, -52.1598953, -52.160726 , -52.161554 , -52.1623793, -52.1632019, -52.1640217, -52.1648388, -52.1656532, -52.1664648, -52.1672736, -52.1680796, -52.1688828, -52.1696832, -52.1704808, -52.1712756, -52.1720675, -52.1728565, -52.1736427, -52.1744259, -52.1752063, -52.1759838, -52.1767583, -52.17753 , -52.1782986, -52.1790643, -52.1798271, -52.1805868, -52.1813436, -52.1820973, -52.1828481, -52.1835958, -52.1843404, -52.185082 , -52.1858205, -52.186556 , -52.1872883, -52.1880175, -52.1887436, -52.1894666, -52.1901864, -52.1909031, -52.1916166, -52.1923269, -52.193034 , -52.1937379, -52.1944385, -52.1951359, -52.1958301, -52.196521 , -52.1972086, -52.1978929, -52.198574 , -52.1992517, -52.199926 , -52.2005971, -52.2012647, -52.201929 , -52.2025899, -52.2032474, -52.2039015, -52.2045521, -52.2051993, -52.2058431, -52.2064834, -52.2071202, -52.2077535, -52.2083833, -52.2090095, -52.2096322, -52.2102514, -52.210867 , -52.211479 , -52.2120874, -52.2126922, -52.2132934, -52.2138909, -52.2144848, -52.215075 , -52.2156615, -52.2162444, -52.2168235, -52.2173989, -52.2179705, -52.2185384, -52.2191025, -52.2196628, -52.2202193, -52.220772 , -52.2213209, -52.2218659, -52.2224071, -52.2229443, -52.2234777, -52.2240072, -52.2245327, -52.2250543, -52.225572 , -52.2260857, -52.2265953, -52.227101 , -52.2276027, -52.2281003, -52.2285939, -52.2290834, -52.2295689, -52.2300502, -52.2305274, -52.2310005, -52.2314695, -52.2319343, -52.2323949, -52.2328513, -52.2333035, -52.2337514, -52.2341952, -52.2346346, -52.2350698, -52.2355007, -52.2359273, -52.2363495, -52.2367675, -52.237181 , -52.2375902, -52.2379949, -52.2383953, -52.2387912, -52.2391827, -52.2395697, -52.2399523, -52.2403303, -52.2407038, -52.2410728, -52.2414372, -52.2417971, -52.2421524]) - Radius(Timestamp)float646.83e+06 6.83e+06 ... 6.831e+06
- units :
- m
- description :
- Geographic radius
array([6830079.64, 6830087.3 , 6830094.95, 6830102.59, 6830110.23, 6830117.85, 6830125.46, 6830133.07, 6830140.66, 6830148.25, 6830155.82, 6830163.39, 6830170.95, 6830178.5 , 6830186.04, 6830193.56, 6830201.08, 6830208.59, 6830216.1 , 6830223.59, 6830231.07, 6830238.54, 6830246.01, 6830253.46, 6830260.9 , 6830268.34, 6830275.76, 6830283.18, 6830290.59, 6830297.98, 6830305.37, 6830312.75, 6830320.12, 6830327.48, 6830334.83, 6830342.17, 6830349.5 , 6830356.82, 6830364.13, 6830371.43, 6830378.73, 6830386.01, 6830393.28, 6830400.55, 6830407.8 , 6830415.05, 6830422.29, 6830429.51, 6830436.73, 6830443.94, 6830451.14, 6830458.33, 6830465.51, 6830472.68, 6830479.84, 6830486.99, 6830494.13, 6830501.26, 6830508.39, 6830515.5 , 6830522.6 , 6830529.7 , 6830536.78, 6830543.86, 6830550.93, 6830557.98, 6830565.03, 6830572.07, 6830579.1 , 6830586.12, 6830593.12, 6830600.12, 6830607.12, 6830614.1 , 6830621.07, 6830628.03, 6830634.98, 6830641.93, 6830648.86, 6830655.78, 6830662.7 , 6830669.61, 6830676.5 , 6830683.39, 6830690.27, 6830697.13, 6830703.99, 6830710.84, 6830717.68, 6830724.51, 6830731.33, 6830738.14, 6830744.94, 6830751.74, 6830758.52, 6830765.29, 6830772.06, 6830778.81, 6830785.55, 6830792.29, 6830799.02, 6830805.73, 6830812.44, 6830819.14, 6830825.83, 6830832.51, 6830839.17, 6830845.83, 6830852.49, 6830859.13, 6830865.76, 6830872.38, 6830878.99, 6830885.6 , 6830892.19, 6830898.78, 6830905.35, 6830911.92, 6830918.47, 6830925.02, 6830931.56, 6830938.09, 6830944.61, 6830951.12, 6830957.62, 6830964.11, 6830970.59, 6830977.06, 6830983.52, 6830989.97, 6830996.42, 6831002.85, 6831009.28, 6831015.69, 6831022.1 , 6831028.49, 6831034.88, 6831041.26, 6831047.63, 6831053.99, 6831060.34, 6831066.68, 6831073.01, 6831079.33, 6831085.64, 6831091.94, 6831098.24, 6831104.52, 6831110.8 , 6831117.06, 6831123.32, 6831129.56, 6831135.8 , 6831142.03, 6831148.25, 6831154.46, 6831160.66, 6831166.85, 6831173.03, 6831179.2 , 6831185.36, 6831191.52, 6831197.66, 6831203.8 , 6831209.92, 6831216.04, 6831222.14, 6831228.24, 6831234.33, 6831240.41, 6831246.48, 6831252.54, 6831258.59, 6831264.63, 6831270.66, 6831276.69, 6831282.7 , 6831288.7 , 6831294.7 , 6831300.69]) - Bubble_Index(Timestamp)int80 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) - Flags_q(Timestamp)uint85 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) - Bubble_Probability(Timestamp)float640.0 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. , 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0.81502785, 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 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_B(Timestamp)uint80 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) - Flags_F(Timestamp)uint81 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)
- TimestampPandasIndex
PandasIndex(DatetimeIndex(['2016-01-01 09:07:00', '2016-01-01 09:07:01', '2016-01-01 09:07:02', '2016-01-01 09:07:03', '2016-01-01 09:07:04', '2016-01-01 09:07:05', '2016-01-01 09:07:06', '2016-01-01 09:07:07', '2016-01-01 09:07:08', '2016-01-01 09:07:09', ... '2016-01-01 09:09:50', '2016-01-01 09:09:51', '2016-01-01 09:09:52', '2016-01-01 09:09:53', '2016-01-01 09:09:54', '2016-01-01 09:09:55', '2016-01-01 09:09:56', '2016-01-01 09:09:57', '2016-01-01 09:09:58', '2016-01-01 09:09:59'], dtype='datetime64[ns]', name='Timestamp', length=180, freq=None))
- Sources :
- ['SW_OPER_IBIATMS_2F_20160101T000000_20160101T235959_0401']
- MagneticModels :
- []
- AppliedFilters :
- []