def avail(self, options=False, internal=False):
"""
Get the list of available variables and variable paths from the input data product
Examples
--------
>>> reg_a = ipx.Query('ATL06',[-55, 68, -48, 71],['2019-02-20','2019-02-28'], version='5') # doctest: +SKIP
>>> reg_a.earthdata_login(user_id,user_email) # doctest: +SKIP
Earthdata Login password: ········
>>> reg_a.order_vars.avail() # doctest: +SKIP
['ancillary_data/atlas_sdp_gps_epoch',
'ancillary_data/control',
'ancillary_data/data_end_utc',
'ancillary_data/data_start_utc',
.
.
.
'quality_assessment/gt3r/signal_selection_source_fraction_3']
"""
# if hasattr(self, '_avail'):
# return self._avail
# else:
if not hasattr(self, "_avail") or self._avail == None:
if self._vartype == "order":
self._avail = is2ref._get_custom_options(
self._session, self.product, self._version)["variables"]
elif self._vartype == "file":
import h5py
self._avail = []
def visitor_func(name, node):
if isinstance(node, h5py.Group):
# node is a Group
pass
else:
# node is a Dataset
self._avail.append(name)
with h5py.File(self.path, "r") as h5f:
h5f.visititems(visitor_func)
if options == True:
vgrp, paths = self.parse_var_list(self._avail)
allpaths = []
[
allpaths.extend(np.unique(np.array(paths[p])))
for p in range(len(paths))
]
allpaths = np.unique(allpaths)
if internal == False:
print("var_list inputs: " + ", ".join(vgrp.keys()))
print("keyword_list and beam_list inputs: " +
", ".join(allpaths))
elif internal == True:
return vgrp, allpaths
else:
return self._avail
def avail(self, options=False, internal=False):
"""
Get the list of available variables and variable paths from the input dataset
Examples
--------
>>> reg_a = icepyx.icesat2data.Icesat2Data('ATL06',[-55, 68, -48, 71],['2019-02-20','2019-02-28'], version='1')
>>> reg_a.earthdata_login(user_id,user_email)
Earthdata Login password: ········
>>> reg_a.order_vars.avail()
['ancillary_data/atlas_sdp_gps_epoch',
'ancillary_data/control',
'ancillary_data/data_end_utc',
'ancillary_data/data_start_utc',
.
.
.
'quality_assessment/gt3r/signal_selection_source_fraction_3']
"""
# if hasattr(self, '_avail'):
# return self._avail
# else:
if not hasattr(self, '_avail') or self._avail == None:
if self._vartype == 'order':
self._avail = is2ref._get_custom_options(
self._session, self.dataset, self._version)['variables']
elif self._vartype == 'file':
self._avail = None
if options == True:
vgrp, paths = self.parse_var_list(self._avail)
allpaths = []
[
allpaths.extend(np.unique(np.array(paths[p])))
for p in range(len(paths))
]
allpaths = np.unique(allpaths)
if internal == False:
print('var_list inputs: ' + ', '.join(vgrp.keys()))
print('keyword_list and beam_list inputs: ' +
', '.join(allpaths))
elif internal == True:
return vgrp, allpaths
else:
return self._avail
def show_custom_options(self, dictview=False):
"""
Display customization/subsetting options available for this product.
Parameters
----------
dictview : boolean, default False
Show the variable portion of the custom options list as a dictionary with key:value
pairs representing variable:paths-to-variable rather than as a long list of full
variable paths.
Examples
--------
>>> reg_a = ipx.Query('ATL06',[-55, 68, -48, 71],['2019-02-20','2019-02-28']) # doctest: +SKIP
>>> reg_a.earthdata_login(user_id,user_email) # doctest: +SKIP
Earthdata Login password: ········
>>> reg_a.show_custom_options(dictview=True) # doctest: +SKIP
Subsetting options
[{'id': 'ICESAT2',
'maxGransAsyncRequest': '2000',
'maxGransSyncRequest': '100',
'spatialSubsetting': 'true',
'spatialSubsettingShapefile': 'true',
'temporalSubsetting': 'true',
'type': 'both'}]
Data File Formats (Reformatting Options)
['TABULAR_ASCII', 'NetCDF4-CF', 'Shapefile', 'NetCDF-3']
Reprojection Options
[]
Data File (Reformatting) Options Supporting Reprojection
['TABULAR_ASCII', 'NetCDF4-CF', 'Shapefile', 'NetCDF-3', 'No reformatting']
Data File (Reformatting) Options NOT Supporting Reprojection
[]
Data Variables (also Subsettable)
['ancillary_data/atlas_sdp_gps_epoch',
'ancillary_data/control',
'ancillary_data/data_end_utc',
.
.
.
'quality_assessment/gt3r/signal_selection_source_fraction_3']
"""
headers = [
"Subsetting options",
"Data File Formats (Reformatting Options)",
"Reprojection Options",
"Data File (Reformatting) Options Supporting Reprojection",
"Data File (Reformatting) Options NOT Supporting Reprojection",
"Data Variables (also Subsettable)",
]
keys = [
"options",
"fileformats",
"reprojectionONLY",
"formatreproj",
"noproj",
"variables",
]
try:
all(key in self._cust_options.keys() for key in keys)
except AttributeError or KeyError:
self._cust_options = is2ref._get_custom_options(
self._session, self.product, self._version
)
for h, k in zip(headers, keys):
print(h)
if k == "variables" and dictview:
vgrp, paths = Variables.parse_var_list(self._cust_options[k])
pprint.pprint(vgrp)
else:
pprint.pprint(self._cust_options[k])
def test_get_custom_options_output(session):
obs = is2ref._get_custom_options(session, "ATL06", "004")
with open("./ATL06v04_options.json", "r") as exp:
assert all(keys in obs.keys() for keys in exp.keys())
assert all(obs[key] == exp[key] for key in exp.keys())
def test_get_custom_options_output(session):
obs = is2ref._get_custom_options(session, 'ATL06','002')
exp = {'options' : [{'id': 'ICESAT2',
'maxGransAsyncRequest': '2000',
'maxGransSyncRequest': '100',
'spatialSubsetting': 'true',
'spatialSubsettingShapefile': 'true',
'temporalSubsetting': 'true',
'type': 'both'}],
'fileformats' : ['TABULAR_ASCII', 'NetCDF4-CF', 'Shapefile', 'NetCDF-3'],
'formatreproj' : [],
'reprojectionONLY' : ['TABULAR_ASCII', 'NetCDF4-CF', 'Shapefile', 'NetCDF-3', 'No reformatting'],
'noproj' : [],
'variables' :
['ancillary_data/atlas_sdp_gps_epoch',
'ancillary_data/control',
'ancillary_data/data_end_utc',
'ancillary_data/data_start_utc',
'ancillary_data/end_cycle',
'ancillary_data/end_delta_time',
'ancillary_data/end_geoseg',
'ancillary_data/end_gpssow',
'ancillary_data/end_gpsweek',
'ancillary_data/end_orbit',
'ancillary_data/end_region',
'ancillary_data/end_rgt',
'ancillary_data/granule_end_utc',
'ancillary_data/granule_start_utc',
'ancillary_data/qa_at_interval',
'ancillary_data/release',
'ancillary_data/start_cycle',
'ancillary_data/start_delta_time',
'ancillary_data/start_geoseg',
'ancillary_data/start_gpssow',
'ancillary_data/start_gpsweek',
'ancillary_data/start_orbit',
'ancillary_data/start_region',
'ancillary_data/start_rgt',
'ancillary_data/version',
'ancillary_data/land_ice/dt_hist',
'ancillary_data/land_ice/fit_maxiter',
'ancillary_data/land_ice/fpb_maxiter',
'ancillary_data/land_ice/maxiter',
'ancillary_data/land_ice/max_res_ids',
'ancillary_data/land_ice/min_dist',
'ancillary_data/land_ice/min_gain_th',
'ancillary_data/land_ice/min_n_pe',
'ancillary_data/land_ice/min_n_sel',
'ancillary_data/land_ice/min_signal_conf',
'ancillary_data/land_ice/n_hist',
'ancillary_data/land_ice/nhist_bins',
'ancillary_data/land_ice/n_sigmas',
'ancillary_data/land_ice/proc_interval',
'ancillary_data/land_ice/rbin_width',
'ancillary_data/land_ice/sigma_beam',
'ancillary_data/land_ice/sigma_tx',
'ancillary_data/land_ice/t_dead',
'ancillary_data/land_ice/win_nsig',
'gt1l/land_ice_segments/atl06_quality_summary',
'gt1l/land_ice_segments/delta_time',
'gt1l/land_ice_segments/h_li',
'gt1l/land_ice_segments/h_li_sigma',
'gt1l/land_ice_segments/latitude',
'gt1l/land_ice_segments/longitude',
'gt1l/land_ice_segments/segment_id',
'gt1l/land_ice_segments/sigma_geo_h',
'gt1l/land_ice_segments/bias_correction/fpb_mean_corr',
'gt1l/land_ice_segments/bias_correction/fpb_mean_corr_sigma',
'gt1l/land_ice_segments/bias_correction/fpb_med_corr',
'gt1l/land_ice_segments/bias_correction/fpb_med_corr_sigma',
'gt1l/land_ice_segments/bias_correction/fpb_n_corr',
'gt1l/land_ice_segments/bias_correction/med_r_fit',
'gt1l/land_ice_segments/bias_correction/tx_mean_corr',
'gt1l/land_ice_segments/bias_correction/tx_med_corr',
'gt1l/land_ice_segments/dem/dem_flag',
'gt1l/land_ice_segments/dem/dem_h',
'gt1l/land_ice_segments/dem/geoid_h',
'gt1l/land_ice_segments/fit_statistics/dh_fit_dx',
'gt1l/land_ice_segments/fit_statistics/dh_fit_dx_sigma',
'gt1l/land_ice_segments/fit_statistics/dh_fit_dy',
'gt1l/land_ice_segments/fit_statistics/h_expected_rms',
'gt1l/land_ice_segments/fit_statistics/h_mean',
'gt1l/land_ice_segments/fit_statistics/h_rms_misfit',
'gt1l/land_ice_segments/fit_statistics/h_robust_sprd',
'gt1l/land_ice_segments/fit_statistics/n_fit_photons',
'gt1l/land_ice_segments/fit_statistics/n_seg_pulses',
'gt1l/land_ice_segments/fit_statistics/sigma_h_mean',
'gt1l/land_ice_segments/fit_statistics/signal_selection_source',
'gt1l/land_ice_segments/fit_statistics/signal_selection_source_status',
'gt1l/land_ice_segments/fit_statistics/snr',
'gt1l/land_ice_segments/fit_statistics/snr_significance',
'gt1l/land_ice_segments/fit_statistics/w_surface_window_final',
'gt1l/land_ice_segments/geophysical/bckgrd',
'gt1l/land_ice_segments/geophysical/bsnow_conf',
'gt1l/land_ice_segments/geophysical/bsnow_h',
'gt1l/land_ice_segments/geophysical/bsnow_od',
'gt1l/land_ice_segments/geophysical/cloud_flg_asr',
'gt1l/land_ice_segments/geophysical/cloud_flg_atm',
'gt1l/land_ice_segments/geophysical/dac',
'gt1l/land_ice_segments/geophysical/e_bckgrd',
'gt1l/land_ice_segments/geophysical/msw_flag',
'gt1l/land_ice_segments/geophysical/neutat_delay_total',
'gt1l/land_ice_segments/geophysical/r_eff',
'gt1l/land_ice_segments/geophysical/solar_azimuth',
'gt1l/land_ice_segments/geophysical/solar_elevation',
'gt1l/land_ice_segments/geophysical/tide_earth',
'gt1l/land_ice_segments/geophysical/tide_equilibrium',
'gt1l/land_ice_segments/geophysical/tide_load',
'gt1l/land_ice_segments/geophysical/tide_ocean',
'gt1l/land_ice_segments/geophysical/tide_pole',
'gt1l/land_ice_segments/ground_track/ref_azimuth',
'gt1l/land_ice_segments/ground_track/ref_coelv',
'gt1l/land_ice_segments/ground_track/seg_azimuth',
'gt1l/land_ice_segments/ground_track/sigma_geo_at',
'gt1l/land_ice_segments/ground_track/sigma_geo_xt',
'gt1l/land_ice_segments/ground_track/x_atc',
'gt1l/land_ice_segments/ground_track/y_atc',
'gt1l/residual_histogram/bckgrd_per_bin',
'gt1l/residual_histogram/count',
'gt1l/residual_histogram/delta_time',
'gt1l/residual_histogram/dh',
'gt1l/residual_histogram/ds_segment_id',
'gt1l/residual_histogram/lat_mean',
'gt1l/residual_histogram/lon_mean',
'gt1l/residual_histogram/pulse_count',
'gt1l/residual_histogram/segment_id_list',
'gt1l/residual_histogram/x_atc_mean',
'gt1l/segment_quality/delta_time',
'gt1l/segment_quality/record_number',
'gt1l/segment_quality/reference_pt_lat',
'gt1l/segment_quality/reference_pt_lon',
'gt1l/segment_quality/segment_id',
'gt1l/segment_quality/signal_selection_source',
'gt1l/segment_quality/signal_selection_status/signal_selection_status_all',
'gt1l/segment_quality/signal_selection_status/signal_selection_status_backup',
'gt1l/segment_quality/signal_selection_status/signal_selection_status_confident',
'gt1r/land_ice_segments/atl06_quality_summary',
'gt1r/land_ice_segments/delta_time',
'gt1r/land_ice_segments/h_li',
'gt1r/land_ice_segments/h_li_sigma',
'gt1r/land_ice_segments/latitude',
'gt1r/land_ice_segments/longitude',
'gt1r/land_ice_segments/segment_id',
'gt1r/land_ice_segments/sigma_geo_h',
'gt1r/land_ice_segments/bias_correction/fpb_mean_corr',
'gt1r/land_ice_segments/bias_correction/fpb_mean_corr_sigma',
'gt1r/land_ice_segments/bias_correction/fpb_med_corr',
'gt1r/land_ice_segments/bias_correction/fpb_med_corr_sigma',
'gt1r/land_ice_segments/bias_correction/fpb_n_corr',
'gt1r/land_ice_segments/bias_correction/med_r_fit',
'gt1r/land_ice_segments/bias_correction/tx_mean_corr',
'gt1r/land_ice_segments/bias_correction/tx_med_corr',
'gt1r/land_ice_segments/dem/dem_flag',
'gt1r/land_ice_segments/dem/dem_h',
'gt1r/land_ice_segments/dem/geoid_h',
'gt1r/land_ice_segments/fit_statistics/dh_fit_dx',
'gt1r/land_ice_segments/fit_statistics/dh_fit_dx_sigma',
'gt1r/land_ice_segments/fit_statistics/dh_fit_dy',
'gt1r/land_ice_segments/fit_statistics/h_expected_rms',
'gt1r/land_ice_segments/fit_statistics/h_mean',
'gt1r/land_ice_segments/fit_statistics/h_rms_misfit',
'gt1r/land_ice_segments/fit_statistics/h_robust_sprd',
'gt1r/land_ice_segments/fit_statistics/n_fit_photons',
'gt1r/land_ice_segments/fit_statistics/n_seg_pulses',
'gt1r/land_ice_segments/fit_statistics/sigma_h_mean',
'gt1r/land_ice_segments/fit_statistics/signal_selection_source',
'gt1r/land_ice_segments/fit_statistics/signal_selection_source_status',
'gt1r/land_ice_segments/fit_statistics/snr',
'gt1r/land_ice_segments/fit_statistics/snr_significance',
'gt1r/land_ice_segments/fit_statistics/w_surface_window_final',
'gt1r/land_ice_segments/geophysical/bckgrd',
'gt1r/land_ice_segments/geophysical/bsnow_conf',
'gt1r/land_ice_segments/geophysical/bsnow_h',
'gt1r/land_ice_segments/geophysical/bsnow_od',
'gt1r/land_ice_segments/geophysical/cloud_flg_asr',
'gt1r/land_ice_segments/geophysical/cloud_flg_atm',
'gt1r/land_ice_segments/geophysical/dac',
'gt1r/land_ice_segments/geophysical/e_bckgrd',
'gt1r/land_ice_segments/geophysical/msw_flag',
'gt1r/land_ice_segments/geophysical/neutat_delay_total',
'gt1r/land_ice_segments/geophysical/r_eff',
'gt1r/land_ice_segments/geophysical/solar_azimuth',
'gt1r/land_ice_segments/geophysical/solar_elevation',
'gt1r/land_ice_segments/geophysical/tide_earth',
'gt1r/land_ice_segments/geophysical/tide_equilibrium',
'gt1r/land_ice_segments/geophysical/tide_load',
'gt1r/land_ice_segments/geophysical/tide_ocean',
'gt1r/land_ice_segments/geophysical/tide_pole',
'gt1r/land_ice_segments/ground_track/ref_azimuth',
'gt1r/land_ice_segments/ground_track/ref_coelv',
'gt1r/land_ice_segments/ground_track/seg_azimuth',
'gt1r/land_ice_segments/ground_track/sigma_geo_at',
'gt1r/land_ice_segments/ground_track/sigma_geo_xt',
'gt1r/land_ice_segments/ground_track/x_atc',
'gt1r/land_ice_segments/ground_track/y_atc',
'gt1r/residual_histogram/bckgrd_per_bin',
'gt1r/residual_histogram/count',
'gt1r/residual_histogram/delta_time',
'gt1r/residual_histogram/dh',
'gt1r/residual_histogram/ds_segment_id',
'gt1r/residual_histogram/lat_mean',
'gt1r/residual_histogram/lon_mean',
'gt1r/residual_histogram/pulse_count',
'gt1r/residual_histogram/segment_id_list',
'gt1r/residual_histogram/x_atc_mean',
'gt1r/segment_quality/delta_time',
'gt1r/segment_quality/record_number',
'gt1r/segment_quality/reference_pt_lat',
'gt1r/segment_quality/reference_pt_lon',
'gt1r/segment_quality/segment_id',
'gt1r/segment_quality/signal_selection_source',
'gt1r/segment_quality/signal_selection_status/signal_selection_status_all',
'gt1r/segment_quality/signal_selection_status/signal_selection_status_backup',
'gt1r/segment_quality/signal_selection_status/signal_selection_status_confident',
'gt2l/land_ice_segments/atl06_quality_summary',
'gt2l/land_ice_segments/delta_time',
'gt2l/land_ice_segments/h_li',
'gt2l/land_ice_segments/h_li_sigma',
'gt2l/land_ice_segments/latitude',
'gt2l/land_ice_segments/longitude',
'gt2l/land_ice_segments/segment_id',
'gt2l/land_ice_segments/sigma_geo_h',
'gt2l/land_ice_segments/bias_correction/fpb_mean_corr',
'gt2l/land_ice_segments/bias_correction/fpb_mean_corr_sigma',
'gt2l/land_ice_segments/bias_correction/fpb_med_corr',
'gt2l/land_ice_segments/bias_correction/fpb_med_corr_sigma',
'gt2l/land_ice_segments/bias_correction/fpb_n_corr',
'gt2l/land_ice_segments/bias_correction/med_r_fit',
'gt2l/land_ice_segments/bias_correction/tx_mean_corr',
'gt2l/land_ice_segments/bias_correction/tx_med_corr',
'gt2l/land_ice_segments/dem/dem_flag',
'gt2l/land_ice_segments/dem/dem_h',
'gt2l/land_ice_segments/dem/geoid_h',
'gt2l/land_ice_segments/fit_statistics/dh_fit_dx',
'gt2l/land_ice_segments/fit_statistics/dh_fit_dx_sigma',
'gt2l/land_ice_segments/fit_statistics/dh_fit_dy',
'gt2l/land_ice_segments/fit_statistics/h_expected_rms',
'gt2l/land_ice_segments/fit_statistics/h_mean',
'gt2l/land_ice_segments/fit_statistics/h_rms_misfit',
'gt2l/land_ice_segments/fit_statistics/h_robust_sprd',
'gt2l/land_ice_segments/fit_statistics/n_fit_photons',
'gt2l/land_ice_segments/fit_statistics/n_seg_pulses',
'gt2l/land_ice_segments/fit_statistics/sigma_h_mean',
'gt2l/land_ice_segments/fit_statistics/signal_selection_source',
'gt2l/land_ice_segments/fit_statistics/signal_selection_source_status',
'gt2l/land_ice_segments/fit_statistics/snr',
'gt2l/land_ice_segments/fit_statistics/snr_significance',
'gt2l/land_ice_segments/fit_statistics/w_surface_window_final',
'gt2l/land_ice_segments/geophysical/bckgrd',
'gt2l/land_ice_segments/geophysical/bsnow_conf',
'gt2l/land_ice_segments/geophysical/bsnow_h',
'gt2l/land_ice_segments/geophysical/bsnow_od',
'gt2l/land_ice_segments/geophysical/cloud_flg_asr',
'gt2l/land_ice_segments/geophysical/cloud_flg_atm',
'gt2l/land_ice_segments/geophysical/dac',
'gt2l/land_ice_segments/geophysical/e_bckgrd',
'gt2l/land_ice_segments/geophysical/msw_flag',
'gt2l/land_ice_segments/geophysical/neutat_delay_total',
'gt2l/land_ice_segments/geophysical/r_eff',
'gt2l/land_ice_segments/geophysical/solar_azimuth',
'gt2l/land_ice_segments/geophysical/solar_elevation',
'gt2l/land_ice_segments/geophysical/tide_earth',
'gt2l/land_ice_segments/geophysical/tide_equilibrium',
'gt2l/land_ice_segments/geophysical/tide_load',
'gt2l/land_ice_segments/geophysical/tide_ocean',
'gt2l/land_ice_segments/geophysical/tide_pole',
'gt2l/land_ice_segments/ground_track/ref_azimuth',
'gt2l/land_ice_segments/ground_track/ref_coelv',
'gt2l/land_ice_segments/ground_track/seg_azimuth',
'gt2l/land_ice_segments/ground_track/sigma_geo_at',
'gt2l/land_ice_segments/ground_track/sigma_geo_xt',
'gt2l/land_ice_segments/ground_track/x_atc',
'gt2l/land_ice_segments/ground_track/y_atc',
'gt2l/residual_histogram/bckgrd_per_bin',
'gt2l/residual_histogram/count',
'gt2l/residual_histogram/delta_time',
'gt2l/residual_histogram/dh',
'gt2l/residual_histogram/ds_segment_id',
'gt2l/residual_histogram/lat_mean',
'gt2l/residual_histogram/lon_mean',
'gt2l/residual_histogram/pulse_count',
'gt2l/residual_histogram/segment_id_list',
'gt2l/residual_histogram/x_atc_mean',
'gt2l/segment_quality/delta_time',
'gt2l/segment_quality/record_number',
'gt2l/segment_quality/reference_pt_lat',
'gt2l/segment_quality/reference_pt_lon',
'gt2l/segment_quality/segment_id',
'gt2l/segment_quality/signal_selection_source',
'gt2l/segment_quality/signal_selection_status/signal_selection_status_all',
'gt2l/segment_quality/signal_selection_status/signal_selection_status_backup',
'gt2l/segment_quality/signal_selection_status/signal_selection_status_confident',
'gt2r/land_ice_segments/atl06_quality_summary',
'gt2r/land_ice_segments/delta_time',
'gt2r/land_ice_segments/h_li',
'gt2r/land_ice_segments/h_li_sigma',
'gt2r/land_ice_segments/latitude',
'gt2r/land_ice_segments/longitude',
'gt2r/land_ice_segments/segment_id',
'gt2r/land_ice_segments/sigma_geo_h',
'gt2r/land_ice_segments/bias_correction/fpb_mean_corr',
'gt2r/land_ice_segments/bias_correction/fpb_mean_corr_sigma',
'gt2r/land_ice_segments/bias_correction/fpb_med_corr',
'gt2r/land_ice_segments/bias_correction/fpb_med_corr_sigma',
'gt2r/land_ice_segments/bias_correction/fpb_n_corr',
'gt2r/land_ice_segments/bias_correction/med_r_fit',
'gt2r/land_ice_segments/bias_correction/tx_mean_corr',
'gt2r/land_ice_segments/bias_correction/tx_med_corr',
'gt2r/land_ice_segments/dem/dem_flag',
'gt2r/land_ice_segments/dem/dem_h',
'gt2r/land_ice_segments/dem/geoid_h',
'gt2r/land_ice_segments/fit_statistics/dh_fit_dx',
'gt2r/land_ice_segments/fit_statistics/dh_fit_dx_sigma',
'gt2r/land_ice_segments/fit_statistics/dh_fit_dy',
'gt2r/land_ice_segments/fit_statistics/h_expected_rms',
'gt2r/land_ice_segments/fit_statistics/h_mean',
'gt2r/land_ice_segments/fit_statistics/h_rms_misfit',
'gt2r/land_ice_segments/fit_statistics/h_robust_sprd',
'gt2r/land_ice_segments/fit_statistics/n_fit_photons',
'gt2r/land_ice_segments/fit_statistics/n_seg_pulses',
'gt2r/land_ice_segments/fit_statistics/sigma_h_mean',
'gt2r/land_ice_segments/fit_statistics/signal_selection_source',
'gt2r/land_ice_segments/fit_statistics/signal_selection_source_status',
'gt2r/land_ice_segments/fit_statistics/snr',
'gt2r/land_ice_segments/fit_statistics/snr_significance',
'gt2r/land_ice_segments/fit_statistics/w_surface_window_final',
'gt2r/land_ice_segments/geophysical/bckgrd',
'gt2r/land_ice_segments/geophysical/bsnow_conf',
'gt2r/land_ice_segments/geophysical/bsnow_h',
'gt2r/land_ice_segments/geophysical/bsnow_od',
'gt2r/land_ice_segments/geophysical/cloud_flg_asr',
'gt2r/land_ice_segments/geophysical/cloud_flg_atm',
'gt2r/land_ice_segments/geophysical/dac',
'gt2r/land_ice_segments/geophysical/e_bckgrd',
'gt2r/land_ice_segments/geophysical/msw_flag',
'gt2r/land_ice_segments/geophysical/neutat_delay_total',
'gt2r/land_ice_segments/geophysical/r_eff',
'gt2r/land_ice_segments/geophysical/solar_azimuth',
'gt2r/land_ice_segments/geophysical/solar_elevation',
'gt2r/land_ice_segments/geophysical/tide_earth',
'gt2r/land_ice_segments/geophysical/tide_equilibrium',
'gt2r/land_ice_segments/geophysical/tide_load',
'gt2r/land_ice_segments/geophysical/tide_ocean',
'gt2r/land_ice_segments/geophysical/tide_pole',
'gt2r/land_ice_segments/ground_track/ref_azimuth',
'gt2r/land_ice_segments/ground_track/ref_coelv',
'gt2r/land_ice_segments/ground_track/seg_azimuth',
'gt2r/land_ice_segments/ground_track/sigma_geo_at',
'gt2r/land_ice_segments/ground_track/sigma_geo_xt',
'gt2r/land_ice_segments/ground_track/x_atc',
'gt2r/land_ice_segments/ground_track/y_atc',
'gt2r/residual_histogram/bckgrd_per_bin',
'gt2r/residual_histogram/count',
'gt2r/residual_histogram/delta_time',
'gt2r/residual_histogram/dh',
'gt2r/residual_histogram/ds_segment_id',
'gt2r/residual_histogram/lat_mean',
'gt2r/residual_histogram/lon_mean',
'gt2r/residual_histogram/pulse_count',
'gt2r/residual_histogram/segment_id_list',
'gt2r/residual_histogram/x_atc_mean',
'gt2r/segment_quality/delta_time',
'gt2r/segment_quality/record_number',
'gt2r/segment_quality/reference_pt_lat',
'gt2r/segment_quality/reference_pt_lon',
'gt2r/segment_quality/segment_id',
'gt2r/segment_quality/signal_selection_source',
'gt2r/segment_quality/signal_selection_status/signal_selection_status_all',
'gt2r/segment_quality/signal_selection_status/signal_selection_status_backup',
'gt2r/segment_quality/signal_selection_status/signal_selection_status_confident',
'gt3l/land_ice_segments/atl06_quality_summary',
'gt3l/land_ice_segments/delta_time',
'gt3l/land_ice_segments/h_li',
'gt3l/land_ice_segments/h_li_sigma',
'gt3l/land_ice_segments/latitude',
'gt3l/land_ice_segments/longitude',
'gt3l/land_ice_segments/segment_id',
'gt3l/land_ice_segments/sigma_geo_h',
'gt3l/land_ice_segments/bias_correction/fpb_mean_corr',
'gt3l/land_ice_segments/bias_correction/fpb_mean_corr_sigma',
'gt3l/land_ice_segments/bias_correction/fpb_med_corr',
'gt3l/land_ice_segments/bias_correction/fpb_med_corr_sigma',
'gt3l/land_ice_segments/bias_correction/fpb_n_corr',
'gt3l/land_ice_segments/bias_correction/med_r_fit',
'gt3l/land_ice_segments/bias_correction/tx_mean_corr',
'gt3l/land_ice_segments/bias_correction/tx_med_corr',
'gt3l/land_ice_segments/dem/dem_flag',
'gt3l/land_ice_segments/dem/dem_h',
'gt3l/land_ice_segments/dem/geoid_h',
'gt3l/land_ice_segments/fit_statistics/dh_fit_dx',
'gt3l/land_ice_segments/fit_statistics/dh_fit_dx_sigma',
'gt3l/land_ice_segments/fit_statistics/dh_fit_dy',
'gt3l/land_ice_segments/fit_statistics/h_expected_rms',
'gt3l/land_ice_segments/fit_statistics/h_mean',
'gt3l/land_ice_segments/fit_statistics/h_rms_misfit',
'gt3l/land_ice_segments/fit_statistics/h_robust_sprd',
'gt3l/land_ice_segments/fit_statistics/n_fit_photons',
'gt3l/land_ice_segments/fit_statistics/n_seg_pulses',
'gt3l/land_ice_segments/fit_statistics/sigma_h_mean',
'gt3l/land_ice_segments/fit_statistics/signal_selection_source',
'gt3l/land_ice_segments/fit_statistics/signal_selection_source_status',
'gt3l/land_ice_segments/fit_statistics/snr',
'gt3l/land_ice_segments/fit_statistics/snr_significance',
'gt3l/land_ice_segments/fit_statistics/w_surface_window_final',
'gt3l/land_ice_segments/geophysical/bckgrd',
'gt3l/land_ice_segments/geophysical/bsnow_conf',
'gt3l/land_ice_segments/geophysical/bsnow_h',
'gt3l/land_ice_segments/geophysical/bsnow_od',
'gt3l/land_ice_segments/geophysical/cloud_flg_asr',
'gt3l/land_ice_segments/geophysical/cloud_flg_atm',
'gt3l/land_ice_segments/geophysical/dac',
'gt3l/land_ice_segments/geophysical/e_bckgrd',
'gt3l/land_ice_segments/geophysical/msw_flag',
'gt3l/land_ice_segments/geophysical/neutat_delay_total',
'gt3l/land_ice_segments/geophysical/r_eff',
'gt3l/land_ice_segments/geophysical/solar_azimuth',
'gt3l/land_ice_segments/geophysical/solar_elevation',
'gt3l/land_ice_segments/geophysical/tide_earth',
'gt3l/land_ice_segments/geophysical/tide_equilibrium',
'gt3l/land_ice_segments/geophysical/tide_load',
'gt3l/land_ice_segments/geophysical/tide_ocean',
'gt3l/land_ice_segments/geophysical/tide_pole',
'gt3l/land_ice_segments/ground_track/ref_azimuth',
'gt3l/land_ice_segments/ground_track/ref_coelv',
'gt3l/land_ice_segments/ground_track/seg_azimuth',
'gt3l/land_ice_segments/ground_track/sigma_geo_at',
'gt3l/land_ice_segments/ground_track/sigma_geo_xt',
'gt3l/land_ice_segments/ground_track/x_atc',
'gt3l/land_ice_segments/ground_track/y_atc',
'gt3l/residual_histogram/bckgrd_per_bin',
'gt3l/residual_histogram/count',
'gt3l/residual_histogram/delta_time',
'gt3l/residual_histogram/dh',
'gt3l/residual_histogram/ds_segment_id',
'gt3l/residual_histogram/lat_mean',
'gt3l/residual_histogram/lon_mean',
'gt3l/residual_histogram/pulse_count',
'gt3l/residual_histogram/segment_id_list',
'gt3l/residual_histogram/x_atc_mean',
'gt3l/segment_quality/delta_time',
'gt3l/segment_quality/record_number',
'gt3l/segment_quality/reference_pt_lat',
'gt3l/segment_quality/reference_pt_lon',
'gt3l/segment_quality/segment_id',
'gt3l/segment_quality/signal_selection_source',
'gt3l/segment_quality/signal_selection_status/signal_selection_status_all',
'gt3l/segment_quality/signal_selection_status/signal_selection_status_backup',
'gt3l/segment_quality/signal_selection_status/signal_selection_status_confident',
'gt3r/land_ice_segments/atl06_quality_summary',
'gt3r/land_ice_segments/delta_time',
'gt3r/land_ice_segments/h_li',
'gt3r/land_ice_segments/h_li_sigma',
'gt3r/land_ice_segments/latitude',
'gt3r/land_ice_segments/longitude',
'gt3r/land_ice_segments/segment_id',
'gt3r/land_ice_segments/sigma_geo_h',
'gt3r/land_ice_segments/bias_correction/fpb_mean_corr',
'gt3r/land_ice_segments/bias_correction/fpb_mean_corr_sigma',
'gt3r/land_ice_segments/bias_correction/fpb_med_corr',
'gt3r/land_ice_segments/bias_correction/fpb_med_corr_sigma',
'gt3r/land_ice_segments/bias_correction/fpb_n_corr',
'gt3r/land_ice_segments/bias_correction/med_r_fit',
'gt3r/land_ice_segments/bias_correction/tx_mean_corr',
'gt3r/land_ice_segments/bias_correction/tx_med_corr',
'gt3r/land_ice_segments/dem/dem_flag',
'gt3r/land_ice_segments/dem/dem_h',
'gt3r/land_ice_segments/dem/geoid_h',
'gt3r/land_ice_segments/fit_statistics/dh_fit_dx',
'gt3r/land_ice_segments/fit_statistics/dh_fit_dx_sigma',
'gt3r/land_ice_segments/fit_statistics/dh_fit_dy',
'gt3r/land_ice_segments/fit_statistics/h_expected_rms',
'gt3r/land_ice_segments/fit_statistics/h_mean',
'gt3r/land_ice_segments/fit_statistics/h_rms_misfit',
'gt3r/land_ice_segments/fit_statistics/h_robust_sprd',
'gt3r/land_ice_segments/fit_statistics/n_fit_photons',
'gt3r/land_ice_segments/fit_statistics/n_seg_pulses',
'gt3r/land_ice_segments/fit_statistics/sigma_h_mean',
'gt3r/land_ice_segments/fit_statistics/signal_selection_source',
'gt3r/land_ice_segments/fit_statistics/signal_selection_source_status',
'gt3r/land_ice_segments/fit_statistics/snr',
'gt3r/land_ice_segments/fit_statistics/snr_significance',
'gt3r/land_ice_segments/fit_statistics/w_surface_window_final',
'gt3r/land_ice_segments/geophysical/bckgrd',
'gt3r/land_ice_segments/geophysical/bsnow_conf',
'gt3r/land_ice_segments/geophysical/bsnow_h',
'gt3r/land_ice_segments/geophysical/bsnow_od',
'gt3r/land_ice_segments/geophysical/cloud_flg_asr',
'gt3r/land_ice_segments/geophysical/cloud_flg_atm',
'gt3r/land_ice_segments/geophysical/dac',
'gt3r/land_ice_segments/geophysical/e_bckgrd',
'gt3r/land_ice_segments/geophysical/msw_flag',
'gt3r/land_ice_segments/geophysical/neutat_delay_total',
'gt3r/land_ice_segments/geophysical/r_eff',
'gt3r/land_ice_segments/geophysical/solar_azimuth',
'gt3r/land_ice_segments/geophysical/solar_elevation',
'gt3r/land_ice_segments/geophysical/tide_earth',
'gt3r/land_ice_segments/geophysical/tide_equilibrium',
'gt3r/land_ice_segments/geophysical/tide_load',
'gt3r/land_ice_segments/geophysical/tide_ocean',
'gt3r/land_ice_segments/geophysical/tide_pole',
'gt3r/land_ice_segments/ground_track/ref_azimuth',
'gt3r/land_ice_segments/ground_track/ref_coelv',
'gt3r/land_ice_segments/ground_track/seg_azimuth',
'gt3r/land_ice_segments/ground_track/sigma_geo_at',
'gt3r/land_ice_segments/ground_track/sigma_geo_xt',
'gt3r/land_ice_segments/ground_track/x_atc',
'gt3r/land_ice_segments/ground_track/y_atc',
'gt3r/residual_histogram/bckgrd_per_bin',
'gt3r/residual_histogram/count',
'gt3r/residual_histogram/delta_time',
'gt3r/residual_histogram/dh',
'gt3r/residual_histogram/ds_segment_id',
'gt3r/residual_histogram/lat_mean',
'gt3r/residual_histogram/lon_mean',
'gt3r/residual_histogram/pulse_count',
'gt3r/residual_histogram/segment_id_list',
'gt3r/residual_histogram/x_atc_mean',
'gt3r/segment_quality/delta_time',
'gt3r/segment_quality/record_number',
'gt3r/segment_quality/reference_pt_lat',
'gt3r/segment_quality/reference_pt_lon',
'gt3r/segment_quality/segment_id',
'gt3r/segment_quality/signal_selection_source',
'gt3r/segment_quality/signal_selection_status/signal_selection_status_all',
'gt3r/segment_quality/signal_selection_status/signal_selection_status_backup',
'gt3r/segment_quality/signal_selection_status/signal_selection_status_confident',
'orbit_info/crossing_time',
'orbit_info/cycle_number',
'orbit_info/lan',
'orbit_info/orbit_number',
'orbit_info/rgt',
'orbit_info/sc_orient',
'orbit_info/sc_orient_time',
'quality_assessment/qa_granule_fail_reason',
'quality_assessment/qa_granule_pass_fail',
'quality_assessment/gt1l/delta_time',
'quality_assessment/gt1l/lat_mean',
'quality_assessment/gt1l/lon_mean',
'quality_assessment/gt1l/signal_selection_source_fraction_0',
'quality_assessment/gt1l/signal_selection_source_fraction_1',
'quality_assessment/gt1l/signal_selection_source_fraction_2',
'quality_assessment/gt1l/signal_selection_source_fraction_3',
'quality_assessment/gt1r/delta_time',
'quality_assessment/gt1r/lat_mean',
'quality_assessment/gt1r/lon_mean',
'quality_assessment/gt1r/signal_selection_source_fraction_0',
'quality_assessment/gt1r/signal_selection_source_fraction_1',
'quality_assessment/gt1r/signal_selection_source_fraction_2',
'quality_assessment/gt1r/signal_selection_source_fraction_3',
'quality_assessment/gt2l/delta_time',
'quality_assessment/gt2l/lat_mean',
'quality_assessment/gt2l/lon_mean',
'quality_assessment/gt2l/signal_selection_source_fraction_0',
'quality_assessment/gt2l/signal_selection_source_fraction_1',
'quality_assessment/gt2l/signal_selection_source_fraction_2',
'quality_assessment/gt2l/signal_selection_source_fraction_3',
'quality_assessment/gt2r/delta_time',
'quality_assessment/gt2r/lat_mean',
'quality_assessment/gt2r/lon_mean',
'quality_assessment/gt2r/signal_selection_source_fraction_0',
'quality_assessment/gt2r/signal_selection_source_fraction_1',
'quality_assessment/gt2r/signal_selection_source_fraction_2',
'quality_assessment/gt2r/signal_selection_source_fraction_3',
'quality_assessment/gt3l/delta_time',
'quality_assessment/gt3l/lat_mean',
'quality_assessment/gt3l/lon_mean',
'quality_assessment/gt3l/signal_selection_source_fraction_0',
'quality_assessment/gt3l/signal_selection_source_fraction_1',
'quality_assessment/gt3l/signal_selection_source_fraction_2',
'quality_assessment/gt3l/signal_selection_source_fraction_3',
'quality_assessment/gt3r/delta_time',
'quality_assessment/gt3r/lat_mean',
'quality_assessment/gt3r/lon_mean',
'quality_assessment/gt3r/signal_selection_source_fraction_0',
'quality_assessment/gt3r/signal_selection_source_fraction_1',
'quality_assessment/gt3r/signal_selection_source_fraction_2',
'quality_assessment/gt3r/signal_selection_source_fraction_3']}
assert all(keys in obs.keys() for keys in exp.keys())
assert obs[key] == exp[key] for key in exp.keys()