icesat2
The ICESat-2 Python API icesat2.py
is used to access the services provided by the icesat2 plugin for SlideRule. From Python, the module can be imported via:
from sliderule import icesat2
init
- sliderule.icesat2.init(url='slideruleearth.io', verbose=False, max_resources=300, loglevel=50, organization='sliderule', desired_nodes=None, time_to_live=60, bypass_dns=False, rethrow=False)[source]
Initializes the Python client for use with SlideRule and should be called before other ICESat-2 API calls. This function is a wrapper for the sliderule.init(…) function.
- Parameters:
max_resources (int) – maximum number of H5 granules to process in the request
Examples
>>> from sliderule import icesat2 >>> icesat2.init()
atl06
- sliderule.icesat2.atl06(parm, resource)[source]
Performs ATL06-SR processing on ATL03 data and returns geolocated elevations
- Parameters:
parms (dict) – parameters used to configure ATL06-SR algorithm processing (see Parameters)
resource (str) – ATL03 HDF5 filename
- Returns:
geolocated elevations (see Elevations)
- Return type:
GeoDataFrame
atl06s
- sliderule.icesat2.atl06s(parm, resource)[source]
Subsets ATL06 data given the polygon and time range provided and returns elevations
- Parameters:
parms (dict) –
parameters used to configure ATL03 subsetting (see Parameters)
resource (str) – ATL06 HDF5 filename
- Returns:
ATL06 elevations
- Return type:
GeoDataFrame
atl06sp
- sliderule.icesat2.atl06sp(parm, callbacks={}, resources=None, keep_id=False, as_numpy_array=False, height_key=None)[source]
Performs ATL06 subsetting in parallel on ATL06 data and returns elevation data. Unlike the atl06s function, this function does not take a resource as a parameter; instead it is expected that the parm argument includes a polygon which is used to fetch all available resources from the CMR system automatically.
Warning
Note, it is often the case that the list of resources (i.e. granules) returned by the CMR system includes granules that come close, but do not actually intersect the region of interest. This is due to geolocation margin added to all CMR ICESat-2 resources in order to account for the spacecraft off-pointing. The consequence is that SlideRule will return no data for some of the resources and issue a warning statement to that effect; this can be ignored and indicates no issue with the data processing.
- Parameters:
parms (dict) –
parameters used to configure ATL03 subsetting (see Parameters)
callbacks (dictionary) – a callback function that is called for each result record
resources (list) – a list of granules to process (e.g. [“ATL03_20181019065445_03150111_005_01.h5”, …])
keep_id (bool) – whether to retain the “extent_id” column in the GeoDataFrame for future merges
as_numpy_array (bool) – whether to provide all sampled values as numpy arrays even if there is only a single value
height_key (str) – identifies the name of the column provided for the 3D CRS transformation
- Returns:
ATL06 elevations
- Return type:
GeoDataFrame
atl06p
- sliderule.icesat2.atl06p(parm, callbacks={}, resources=None, keep_id=False, as_numpy_array=False, height_key=None)[source]
Performs ATL06-SR processing in parallel on ATL03 data and returns geolocated elevations. This function expects that the parm argument includes a polygon which is used to fetch all available resources from the CMR system automatically. If resources is specified then any polygon or resource filtering options supplied in parm are ignored.
Warning
It is often the case that the list of resources (i.e. granules) returned by the CMR system includes granules that come close, but do not actually intersect the region of interest. This is due to geolocation margin added to all CMR ICESat-2 resources in order to account for the spacecraft off-pointing. The consequence is that SlideRule will return no data for some of the resources and issue a warning statement to that effect; this can be ignored and indicates no issue with the data processing.
- Parameters:
parms (dict) –
parameters used to configure ATL06-SR algorithm processing (see Parameters)
callbacks (dictionary) – a callback function that is called for each result record
resources (list) – a list of granules to process (e.g. [“ATL03_20181019065445_03150111_005_01.h5”, …])
keep_id (bool) – whether to retain the “extent_id” column in the GeoDataFrame for future merges
as_numpy_array (bool) – whether to provide all sampled values as numpy arrays even if there is only a single value
height_key (str) – identifies the name of the column provided for the 3D CRS transformation
- Returns:
geolocated elevations (see Elevations)
- Return type:
GeoDataFrame
Examples
>>> from sliderule import icesat2 >>> icesat2.init("slideruleearth.io", True) >>> parms = { "cnf": 4, "ats": 20.0, "cnt": 10, "len": 40.0, "res": 20.0 } >>> resources = ["ATL03_20181019065445_03150111_003_01.h5"] >>> atl03_asset = "atlas-local" >>> rsps = icesat2.atl06p(parms, asset=atl03_asset, resources=resources) >>> rsps dh_fit_dx w_surface_window_final ... time geometry 0 0.000042 61.157661 ... 2018-10-19 06:54:46.104937 POINT (-63.82088 -79.00266) 1 0.002019 61.157683 ... 2018-10-19 06:54:46.467038 POINT (-63.82591 -79.00247) 2 0.001783 61.157678 ... 2018-10-19 06:54:46.107756 POINT (-63.82106 -79.00283) 3 0.000969 61.157666 ... 2018-10-19 06:54:46.469867 POINT (-63.82610 -79.00264) 4 -0.000801 61.157665 ... 2018-10-19 06:54:46.110574 POINT (-63.82124 -79.00301) ... ... ... ... ... ... 622407 -0.000970 61.157666 ... 2018-10-19 07:00:29.606632 POINT (135.57522 -78.98983) 622408 0.004620 61.157775 ... 2018-10-19 07:00:29.250312 POINT (135.57052 -78.98983) 622409 -0.001366 61.157671 ... 2018-10-19 07:00:29.609435 POINT (135.57504 -78.98966) 622410 -0.004041 61.157748 ... 2018-10-19 07:00:29.253123 POINT (135.57034 -78.98966) 622411 -0.000482 61.157663 ... 2018-10-19 07:00:29.612238 POINT (135.57485 -78.98948)
[622412 rows x 16 columns]
atl03s
- sliderule.icesat2.atl03s(parm, resource)[source]
Subsets ATL03 data given the polygon and time range provided and returns segments of photons
- Parameters:
parms (dict) –
parameters used to configure ATL03 subsetting (see Parameters)
resource (str) – ATL03 HDF5 filename
- Returns:
ATL03 extents (see Photon Segments)
- Return type:
GeoDataFrame
atl03sp
- sliderule.icesat2.atl03sp(parm, callbacks={}, resources=None, keep_id=False, height_key=None)[source]
Performs ATL03 subsetting in parallel on ATL03 data and returns photon segment data. Unlike the atl03s function, this function does not take a resource as a parameter; instead it is expected that the parm argument includes a polygon which is used to fetch all available resources from the CMR system automatically.
Warning
Note, it is often the case that the list of resources (i.e. granules) returned by the CMR system includes granules that come close, but do not actually intersect the region of interest. This is due to geolocation margin added to all CMR ICESat-2 resources in order to account for the spacecraft off-pointing. The consequence is that SlideRule will return no data for some of the resources and issue a warning statement to that effect; this can be ignored and indicates no issue with the data processing.
- Parameters:
parms (dict) –
parameters used to configure ATL03 subsetting (see Parameters)
callbacks (dictionary) – a callback function that is called for each result record
resources (list) – a list of granules to process (e.g. [“ATL03_20181019065445_03150111_005_01.h5”, …])
keep_id (bool) – whether to retain the “extent_id” column in the GeoDataFrame for future merges
height_key (str) – identifies the name of the column provided for the 3D CRS transformation
- Returns:
ATL03 segments (see Photon Segments)
- Return type:
GeoDataFrame
atl08
- sliderule.icesat2.atl08(parm, resource)[source]
Performs ATL08-PhoREAL processing on ATL03 and ATL08 data and returns geolocated elevations
- Parameters:
parms (dict) –
parameters used to configure ATL06-SR algorithm processing (see Parameters)
resource (str) – ATL03 HDF5 filename
- Returns:
geolocated vegatation statistics
- Return type:
GeoDataFrame
atl08p
- sliderule.icesat2.atl08p(parm, callbacks={}, resources=None, keep_id=False, as_numpy_array=False, height_key=None)[source]
Performs ATL08-PhoREAL processing in parallel on ATL03 and ATL08 data and returns geolocated vegatation statistics. This function expects that the parm argument includes a polygon which is used to fetch all available resources from the CMR system automatically. If resources is specified then any polygon or resource filtering options supplied in parm are ignored.
Warning
It is often the case that the list of resources (i.e. granules) returned by the CMR system includes granules that come close, but do not actually intersect the region of interest. This is due to geolocation margin added to all CMR ICESat-2 resources in order to account for the spacecraft off-pointing. The consequence is that SlideRule will return no data for some of the resources and issue a warning statement to that effect; this can be ignored and indicates no issue with the data processing.
- Parameters:
parms (dict) –
parameters used to configure ATL06-SR algorithm processing (see Parameters)
callbacks (dictionary) – a callback function that is called for each result record
resources (list) – a list of granules to process (e.g. [“ATL03_20181019065445_03150111_005_01.h5”, …])
keep_id (bool) – whether to retain the “extent_id” column in the GeoDataFrame for future merges
as_numpy_array (bool) – whether to provide all sampled values as numpy arrays even if there is only a single value
height_key (str) – identifies the name of the column provided for the 3D CRS transformation
- Returns:
geolocated vegetation statistics
- Return type:
GeoDataFrame