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Swarm Notebooks

👋 Welcome

Virtual Research Environment

ℹ️ Introduction to the VRE
⚙️ VRE: System details
📓 Notebook Development
🌍 Beyond Swarm Notebooks
🌞 Using HAPI

Intro - Jupyter & Python

Intro to Jupyter and Python
Intro to Pandas and Plotting

Intro - VirES for Swarm

Swarm access through VirES
Available data and models
viresclient API
Working with large data volumes
Finding conjunctions

Swarm software

ChaosMagPy
pyAMPS
pySwipe
IBP-Model
SwarmFACE

Swarm Product Demos

MAGxLR_1B (Magnetic field 1Hz)
MAGxHR_1B (Magnetic field 50Hz)
EFIx_LP_1B (Langmuir probe 2Hz)
IPDxIRR_2F (Ionospheric plasma densities)
TECxTMS_2F (Total electron content)
FACxTMS_2F (single spacecraft)
FAC_TMS_2F (dual spacecraft)
EEFxTMS_2F (Equatorial electric field)
IBIxTMS_2F (Ionospheric bubble index)
AEJxLPL (Auroral electrojets LC)
AEJxLPS (Auroral electrojets SECS)
AOBxFAC (Auroral oval boundaries)
VOBS (Virtual Observatories)
MITx (Mid-lat ionospheric trough)
PPIxFAC (Plasmapause boundary)
EFIxTIE (Ion temperatures)
EFIxTCT (Cross-track ion flow)
EFIxIDM (Ion drifts & effective masses)
DNS (Thermospheric density)
WND (Thermospheric crosswinds)
Conjunctions (TOLEOS)
Multi-Mission MAG
External Data Sources

FAST data

Intro to FAST data

Ground observatories

AUX_OBS Ground Observatory Data

Geomagnetic Models

Geomagnetic Model Residuals
Geomagnetic Models (eoxmagmod + contours)

Ionosphere & Space Weather

Polar Region Plots
From the solar wind to the ground

Repository
Open issue

Index

By Ashley Smith et al.

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