deepicedrain/deepicedrain

DeepIceDrain Python package

Contents:

• :artificial_satellite: atlas_catalog.yaml - intake data catalog for accessing ICESat-2 ATLAS datasets and other Antarctic features

  • icesat2atlasdownloader - Download Antarctic ICESat-2 ATLAS products from NSIDC
  • icesat2atl06 - Reads in ICESat-2 ATL06 data into an xarray.Dataset
  • icesat2dhdt - Preprocessed ICESat-2 height change over time (dhdt) data in a columnar format
  • measures_antarctic_boundaries - MEaSUREs Antarctic Boundaries from Satellite Radar as a geopandas.GeoDataFrame
  • subglacial_lakes - ICESat-2 detected Antarctic subglacial lake polygons as a geopandas.GeoDataFrame
  • test_data - Sample ICESat-2 datasets for testing purposes

• :1234: deltamath.py - Mathematical functions for calculating delta changes of some physical unit

  • calculate_delta - Calculates the change in some quantity variable between two ICESat-2 cycles
  • nanptp - Range of values (maximum - minimum) along an axis, ignoring any NaNs
  • nan_linregress - Linear Regression function that handles NaN and NaT values

• :globe_with_meridians: spatiotemporal.py - Tools for doing geospatial and temporal subsetting and conversions

  • Region - Bounding box data class structure that has xarray subsetting capabilities and more!
  • deltatime_to_utctime - Converts GPS time from an epoch (default is 2018 Jan 1st) to UTC time
  • lonlat_to_xy - Reprojects longitude/latitude EPSG:4326 coordinates to x/y EPSG:3031 coordinates
  • spatiotemporal_cube - Interpolates a time-series point cloud into an xarray.Dataset data cube

• :card_file_box: extraload.py - Convenience functions for extracting, transforming and loading data

  • array_to_dataframe - Turns a 1D/2D numpy/dask array into a tidy pandas/dask dataframe table
  • ndarray_to_parquet - Turns an n-dimensional xarray/zarr array into an a parquet columnar format
  • split_tracks - Custom function to split a ICESat-2 pointcloud by referencegroundtrack laser
  • wide_to_long - Turns a pandas dataframe table with many columns into one with many rows

• :droplet: lakealgorithms.py - Custom algorithms for detecting and filtering active subglacial lakes

  • find_clusters - Density based clustering algorithm (DBSCAN) to group points into lakes
  • ice_volume_over_time - Calculate a rolling mean time-series of ice volume displacement over a lake area

• :world_map: vizplots.py - Makes interactive dashboard plots and publication quality figures

  • IceSat2Explorer - Dashboard for interacting with ICESat-2 point clouds on a 2D map
  • plot_alongtrack - Makes a 2D along track figure of height measurements taken at different cycle times
  • plot_crossovers - Makes a figure showing how elevation is changing at many crossover points over time
  • plot_icesurface - Makes a 3D perspective plot of ice surfaces with ICESat-2 track and lake outline overlays