Content structure
Inventory
subglacial_lake_event_inventory_37locations.gpkg: GeoPackage file in the NSIDC Sea Ice Polar Stereographic North projection (EPSG:3413) showing the locations of 37 active lakes. The attribute field no corresponds to the no. of the lake presented in the paper. (See the Conversion table below.)
Workflows
[LocationName]/analysis*.ipynb: Workflow for each [LocationName] (see conversion table below). These Jupyter notebooks start by downloading ArcticDEM and ICESat-2 data and end with the visualization of the lake elevation change. To execute analysis*.ipynb, one needs the following auxiliary files which are included in the data set:
ArcticDEM_Strip_Index_s2s041_*.gpkg: Subset of the ArcticDEM strip index, containing the strip outlines within a single RGI region.RGI2000-v7.0-G-*.zip: RGI 7.0 glacier outlines in a single RGI region.[LocationName]/refgeo-[LocationName].gpkg: A rectangle extent at the lake area, defining where to process the data.[LocationName]/[LocationName]-off-ice-exclusion.gpkg: Polygons that indicate non-stable ground. ICESat-2 points falling within the polygons are not used for aligning the DEMs.
Conversion table between location name and lake number
| Lake number | Location name |
|---|---|
| 1 | MilneTerminus |
| 2 | Milne |
| 3-a | MilneCentral (left) |
| 3-b | MilneCentral (top) |
| 3-c | MilneCentral (right) |
| 4-a | OttoN (bottom) |
| 4-b | OttoN (top) |
| 5 | IcebergE |
| 6 | AgassizSWMinor1 |
| 7 | TaggartLake |
| 8 | MittieNE |
| 9 | YelvertonNW |
| 10 | UnnamedFW |
| 11 | UnnamedHSE |
| 12 | Antoinette |
| 13 | AgassizSWMinor2 |
| 14 | MittieMain |
| 15 | ClydeRiverSW |
| 16 | PennyN |
| 17 | PennyW |
| 18 | SvenHedin |
| 19 | MittieMinor |
| 20 | OttoNW |
| 21 | Otto |
| 22 | Disraeli |
| 23 | UnnamedF |
| 24 | Airdrop |
| 25 | LakeToubergE |
| 26 | GoodFriday (top) |
| 27 | GoodFriday (bottom) |
| 28 | Dlberville |
| 29 | AgassizSWMain (top) |
| 30 | AgassizSWMain (bottom) |
| 31 | JolliffeNArm |
| 32 | MittieNW |
| 33 | BylotNE |
| 34 | ClydeRiverW |
Results
[LocationName]/[LocationName]_15m_hydroevent-evmd-bitmask_[Suffix].tif: Main results for each glacier. Different suffixes mean:slope: dh/dt of the linear model; $a_1$ in Eq. (1)duration: total length of $t$ of the linear modeldh: maximum short-term dh of the sigmoid model; see Eq. (4)t: timing of the maximum short-term dh of sigmoid modelgp-dh: maximum short-term dh of the GP modelgp-t: timing of the maximum short-term dh of the GP model
[LocationName]/[LocationName]_15m_hydroevent-evmd-bitmask_viz*.png: Visualization of the results.[LocationName]/[LocationName]_15m_median_topo.tifMedian topography of all the available DEM strips.[LocationName]/deminput_processed.csv: List of the ArcticDEM strip DEMs used in the analysis. The third column represents the 1-sigma uncertainty in m.[LocationName]/ref_elevs.csv: reference elevations extracted from the ICESat-2 ATL-6 data; for DEm alignment.[LocationName]/refgeo-[LocationName]_15m.tif: Reference grid geometry. All the resulting geotiffs have the same image extent and size as this image.