html_url,issue_url,id,node_id,user,created_at,updated_at,author_association,body,reactions,performed_via_github_app,issue
https://github.com/pydata/xarray/issues/2501#issuecomment-512663861,https://api.github.com/repos/pydata/xarray/issues/2501,512663861,MDEyOklzc3VlQ29tbWVudDUxMjY2Mzg2MQ==,7799184,2019-07-18T04:51:06Z,2019-07-18T04:52:17Z,CONTRIBUTOR,"Hi guys, I'm having some issue that looks similar to @rsignell-usgs. Trying to open 413 netcdf files using `open_mfdataset` with `parallel=True`. The dataset (successfully opened with `parallel=False`) has ~300G on disk and looks like:
```ipython
In [1] import xarray as xr
In [2]: dset = xr.open_mfdataset(""./bom-ww3/bom-ww3_*.nc"", chunks={'time': 744, 'latitude': 100, 'longitude': 100}, parallel=False)
In [3]: dset
Out[3]:
Dimensions: (latitude: 190, longitude: 289, time: 302092)
Coordinates:
* longitude (longitude) float32 70.0 70.4 70.8 71.2 ... 184.4 184.8 185.2
* latitude (latitude) float32 -55.6 -55.2 -54.8 -54.4 ... 19.2 19.6 20.0
* time (time) datetime64[ns] 1979-01-01 ... 2013-05-31T23:00:00.000013440
Data variables:
hs (time, latitude, longitude) float32 dask.array
fp (time, latitude, longitude) float32 dask.array
dp (time, latitude, longitude) float32 dask.array
wl (time, latitude, longitude) float32 dask.array
U10 (time, latitude, longitude) float32 dask.array
V10 (time, latitude, longitude) float32 dask.array
hs1 (time, latitude, longitude) float32 dask.array
hs2 (time, latitude, longitude) float32 dask.array
tp1 (time, latitude, longitude) float32 dask.array
tp2 (time, latitude, longitude) float32 dask.array
lp0 (time, latitude, longitude) float32 dask.array
lp1 (time, latitude, longitude) float32 dask.array
lp2 (time, latitude, longitude) float32 dask.array
th0 (time, latitude, longitude) float32 dask.array
th1 (time, latitude, longitude) float32 dask.array
th2 (time, latitude, longitude) float32 dask.array
hs0 (time, latitude, longitude) float32 dask.array
tp0 (time, latitude, longitude) float32 dask.array
```
Trying to read it on a standard python session gives me core dumped:
```ipython
In [1]: import xarray as xr
In [2]: dset = xr.open_mfdataset(""./bom-ww3/bom-ww3_*.nc"", chunks={'time': 744, 'latitude': 100, 'longitude': 100}, parallel=True)
Bus error (core dumped)
```
Trying to read it on a dask cluster I get:
```ipython
In [1]: from dask.distributed import Client
In [2]: import xarray as xr
In [3]: client = Client()
In [4]: dset = xr.open_mfdataset(""./bom-ww3/bom-ww3_*.nc"", chunks={'time': 744, 'latitude': 100, 'longitud
...: e': 100}, parallel=True)
free(): double free detected in tcache 2free(): double free detected in tcache 2
free(): double free detected in tcache 2
distributed.nanny - WARNING - Worker process 18744 was killed by signal 11
distributed.nanny - WARNING - Restarting worker
distributed.nanny - WARNING - Worker process 18740 was killed by signal 6
distributed.nanny - WARNING - Restarting worker
distributed.nanny - WARNING - Worker process 18742 was killed by signal 7
distributed.nanny - WARNING - Worker process 18738 was killed by signal 6
distributed.nanny - WARNING - Restarting worker
distributed.nanny - WARNING - Restarting worker
free(): double free detected in tcache 2munmap_chunk(): invalid pointer
free(): double free detected in tcache 2
free(): double free detected in tcache 2
distributed.nanny - WARNING - Worker process 19082 was killed by signal 6
distributed.nanny - WARNING - Restarting worker
distributed.nanny - WARNING - Worker process 19073 was killed by signal 6
distributed.nanny - WARNING - Restarting worker
---------------------------------------------------------------------------
KilledWorker Traceback (most recent call last)
in ()
----> 1 dset = xr.open_mfdataset(""./bom-ww3/bom-ww3_*.nc"", chunks={'time': 744, 'latitude': 100, 'longitude': 100}, parallel=True)
/usr/local/lib/python3.7/dist-packages/xarray/backends/api.py in open_mfdataset(paths, chunks, concat_dim, compat, preprocess, engine, lock, data_vars, coords, combine, autoclose, parallel, **kwargs)
772 # calling compute here will return the datasets/file_objs lists,
773 # the underlying datasets will still be stored as dask arrays
--> 774 datasets, file_objs = dask.compute(datasets, file_objs)
775
776 # Combine all datasets, closing them in case of a ValueError
/usr/local/lib/python3.7/dist-packages/dask/base.py in compute(*args, **kwargs)
444 keys = [x.__dask_keys__() for x in collections]
445 postcomputes = [x.__dask_postcompute__() for x in collections]
--> 446 results = schedule(dsk, keys, **kwargs)
447 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)])
448
/home/oceanum/.local/lib/python3.7/site-packages/distributed/client.py in get(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)
2525 should_rejoin = False
2526 try:
-> 2527 results = self.gather(packed, asynchronous=asynchronous, direct=direct)
2528 finally:
2529 for f in futures.values():
/home/oceanum/.local/lib/python3.7/site-packages/distributed/client.py in gather(self, futures, errors, direct, asynchronous)
1821 direct=direct,
1822 local_worker=local_worker,
-> 1823 asynchronous=asynchronous,
1824 )
1825
/home/oceanum/.local/lib/python3.7/site-packages/distributed/client.py in sync(self, func, asynchronous, callback_timeout, *args, **kwargs)
761 else:
762 return sync(
--> 763 self.loop, func, *args, callback_timeout=callback_timeout, **kwargs
764 )
765
/home/oceanum/.local/lib/python3.7/site-packages/distributed/utils.py in sync(loop, func, callback_timeout, *args, **kwargs)
330 e.wait(10)
331 if error[0]:
--> 332 six.reraise(*error[0])
333 else:
334 return result[0]
/usr/lib/python3/dist-packages/six.py in reraise(tp, value, tb)
691 if value.__traceback__ is not tb:
692 raise value.with_traceback(tb)
--> 693 raise value
694 finally:
695 value = None
/home/oceanum/.local/lib/python3.7/site-packages/distributed/utils.py in f()
315 if callback_timeout is not None:
316 future = gen.with_timeout(timedelta(seconds=callback_timeout), future)
--> 317 result[0] = yield future
318 except Exception as exc:
319 error[0] = sys.exc_info()
/home/oceanum/.local/lib/python3.7/site-packages/tornado/gen.py in run(self)
733
734 try:
--> 735 value = future.result()
736 except Exception:
737 exc_info = sys.exc_info()
/home/oceanum/.local/lib/python3.7/site-packages/tornado/gen.py in run(self)
740 if exc_info is not None:
741 try:
--> 742 yielded = self.gen.throw(*exc_info) # type: ignore
743 finally:
744 # Break up a reference to itself
/home/oceanum/.local/lib/python3.7/site-packages/distributed/client.py in _gather(self, futures, errors, direct, local_worker)
1678 exc = CancelledError(key)
1679 else:
-> 1680 six.reraise(type(exception), exception, traceback)
1681 raise exc
1682 if errors == ""skip"":
/usr/lib/python3/dist-packages/six.py in reraise(tp, value, tb)
691 if value.__traceback__ is not tb:
692 raise value.with_traceback(tb)
--> 693 raise value
694 finally:
695 value = None
KilledWorker: ('open_dataset-e7916acb-6d9f-4532-ab76-5b9c1b1a39c2', )
```
Is there anything obviously wrong I'm trying here please?
","{""total_count"": 0, ""+1"": 0, ""-1"": 0, ""laugh"": 0, ""hooray"": 0, ""confused"": 0, ""heart"": 0, ""rocket"": 0, ""eyes"": 0}",,372848074
https://github.com/pydata/xarray/issues/2501#issuecomment-432546977,https://api.github.com/repos/pydata/xarray/issues/2501,432546977,MDEyOklzc3VlQ29tbWVudDQzMjU0Njk3Nw==,1492047,2018-10-24T07:38:31Z,2018-10-24T07:38:31Z,CONTRIBUTOR,"Thank you for looking into this.
I just want to point out that I'm not that much concerned with the ""slow performance"" but much more with the memory consumption and the limitation it implies.
```python
from glob import glob
import xarray as xr
all_files = glob('...*TP110*.nc')
display(xr.open_dataset(all_files[0]))
display(xr.open_dataset(all_files[1]))
```
```
Dimensions: (meas_ind: 40, time: 2871, wvf_ind: 128)
Coordinates:
* time (time) datetime64[ns] 2017-06-19T14:24:20.792036992 ... 2017-06-19T15:14:38.491743104
* meas_ind (meas_ind) int8 0 1 2 3 4 ... 36 37 38 39
* wvf_ind (wvf_ind) int8 0 1 2 3 ... 125 126 127
lat (time) float64 ...
lon (time) float64 ...
lon_40hz (time, meas_ind) float64 ...
lat_40hz (time, meas_ind) float64 ...
Data variables:
time_40hz (time, meas_ind) datetime64[ns] ...
surface_type (time) float32 ...
rad_surf_type (time) float32 ...
qual_alt_1hz_range (time) float32 ...
qual_alt_1hz_swh (time) float32 ...
qual_alt_1hz_sig0 (time) float32 ...
qual_alt_1hz_off_nadir_angle_wf (time) float32 ...
qual_inst_corr_1hz_range (time) float32 ...
qual_inst_corr_1hz_swh (time) float32 ...
qual_inst_corr_1hz_sig0 (time) float32 ...
qual_rad_1hz_tb_k (time) float32 ...
qual_rad_1hz_tb_ka (time) float32 ...
alt_state_flag_acq_mode_40hz (time, meas_ind) float32 ...
alt_state_flag_tracking_mode_40hz (time, meas_ind) float32 ...
orb_state_flag_diode (time) float32 ...
orb_state_flag_rest (time) float32 ...
ecmwf_meteo_map_avail (time) float32 ...
trailing_edge_variation_flag (time) float32 ...
trailing_edge_variation_flag_40hz (time, meas_ind) float32 ...
ice_flag (time) float32 ...
interp_flag_mean_sea_surface (time) float32 ...
interp_flag_mdt (time) float32 ...
interp_flag_ocean_tide_sol1 (time) float32 ...
interp_flag_ocean_tide_sol2 (time) float32 ...
interp_flag_meteo (time) float32 ...
alt (time) float64 ...
alt_40hz (time, meas_ind) float64 ...
orb_alt_rate (time) float32 ...
range (time) float64 ...
range_40hz (time, meas_ind) float64 ...
range_used_40hz (time, meas_ind) float32 ...
range_rms (time) float32 ...
range_numval (time) float32 ...
number_of_iterations (time, meas_ind) float32 ...
net_instr_corr_range (time) float64 ...
model_dry_tropo_corr (time) float32 ...
model_wet_tropo_corr (time) float32 ...
rad_wet_tropo_corr (time) float32 ...
iono_corr_gim (time) float32 ...
sea_state_bias (time) float32 ...
swh (time) float32 ...
swh_40hz (time, meas_ind) float32 ...
swh_used_40hz (time, meas_ind) float32 ...
swh_rms (time) float32 ...
swh_numval (time) float32 ...
net_instr_corr_swh (time) float32 ...
sig0 (time) float32 ...
sig0_40hz (time, meas_ind) float32 ...
sig0_used_40hz (time, meas_ind) float32 ...
sig0_rms (time) float32 ...
sig0_numval (time) float32 ...
agc (time) float32 ...
agc_rms (time) float32 ...
agc_numval (time) float32 ...
net_instr_corr_sig0 (time) float32 ...
atmos_corr_sig0 (time) float32 ...
off_nadir_angle_wf (time) float32 ...
off_nadir_angle_wf_40hz (time, meas_ind) float32 ...
tb_k (time) float32 ...
tb_ka (time) float32 ...
mean_sea_surface (time) float64 ...
mean_topography (time) float64 ...
geoid (time) float64 ...
bathymetry (time) float64 ...
inv_bar_corr (time) float32 ...
hf_fluctuations_corr (time) float32 ...
ocean_tide_sol1 (time) float64 ...
ocean_tide_sol2 (time) float64 ...
ocean_tide_equil (time) float32 ...
ocean_tide_non_equil (time) float32 ...
load_tide_sol1 (time) float32 ...
load_tide_sol2 (time) float32 ...
solid_earth_tide (time) float32 ...
pole_tide (time) float32 ...
wind_speed_model_u (time) float32 ...
wind_speed_model_v (time) float32 ...
wind_speed_alt (time) float32 ...
rad_water_vapor (time) float32 ...
rad_liquid_water (time) float32 ...
ice1_range_40hz (time, meas_ind) float64 ...
ice1_sig0_40hz (time, meas_ind) float32 ...
ice1_qual_flag_40hz (time, meas_ind) float32 ...
seaice_range_40hz (time, meas_ind) float64 ...
seaice_sig0_40hz (time, meas_ind) float32 ...
seaice_qual_flag_40hz (time, meas_ind) float32 ...
ice2_range_40hz (time, meas_ind) float64 ...
ice2_le_sig0_40hz (time, meas_ind) float32 ...
ice2_sig0_40hz (time, meas_ind) float32 ...
ice2_sigmal_40hz (time, meas_ind) float32 ...
ice2_slope1_40hz (time, meas_ind) float64 ...
ice2_slope2_40hz (time, meas_ind) float64 ...
ice2_mqe_40hz (time, meas_ind) float32 ...
ice2_qual_flag_40hz (time, meas_ind) float32 ...
mqe_40hz (time, meas_ind) float32 ...
peakiness_40hz (time, meas_ind) float32 ...
ssha (time) float32 ...
tracker_40hz (time, meas_ind) float64 ...
tracker_used_40hz (time, meas_ind) float32 ...
tracker_diode_40hz (time, meas_ind) float64 ...
pri_counter_40hz (time, meas_ind) float64 ...
qual_alt_1hz_off_nadir_angle_pf (time) float32 ...
off_nadir_angle_pf (time) float32 ...
off_nadir_angle_rain_40hz (time, meas_ind) float32 ...
uso_corr (time) float64 ...
internal_path_delay_corr (time) float64 ...
modeled_instr_corr_range (time) float32 ...
doppler_corr (time) float32 ...
cog_corr (time) float32 ...
modeled_instr_corr_swh (time) float32 ...
internal_corr_sig0 (time) float32 ...
modeled_instr_corr_sig0 (time) float32 ...
agc_40hz (time, meas_ind) float32 ...
agc_corr_40hz (time, meas_ind) float32 ...
scaling_factor_40hz (time, meas_ind) float64 ...
epoch_40hz (time, meas_ind) float64 ...
width_leading_edge_40hz (time, meas_ind) float64 ...
amplitude_40hz (time, meas_ind) float64 ...
thermal_noise_40hz (time, meas_ind) float64 ...
seaice_epoch_40hz (time, meas_ind) float64 ...
seaice_amplitude_40hz (time, meas_ind) float64 ...
ice2_epoch_40hz (time, meas_ind) float64 ...
ice2_amplitude_40hz (time, meas_ind) float64 ...
ice2_mean_amplitude_40hz (time, meas_ind) float64 ...
ice2_thermal_noise_40hz (time, meas_ind) float64 ...
ice2_slope_40hz (time, meas_ind) float64 ...
signal_to_noise_ratio (time) float32 ...
waveforms_40hz (time, meas_ind, wvf_ind) float32 ...
Attributes:
Conventions: CF-1.1
title: GDR - Expertise dataset
institution: CNES
source: radar altimeter
history: 2017-07-21 08:25:07 : Creation
contact: CNES aviso@oceanobs.com, EUMETSAT ops@...
references: L1 library=V4.5p1, L2 library=V5.5p2, ...
processing_center: SALP
reference_document: SARAL/ALTIKA Products Handbook, SALP-M...
mission_name: SARAL
altimeter_sensor_name: ALTIKA
radiometer_sensor_name: ALTIKA_RAD
doris_sensor_name: DGXX
cycle_number: 110
absolute_rev_number: 22545
pass_number: 1
absolute_pass_number: 109219
equator_time: 2017-06-19 14:49:32.128000
equator_longitude: 227.77
first_meas_time: 2017-06-19 14:24:20.792037
last_meas_time: 2017-06-19 15:14:38.491743
xref_altimeter_level1: ALK_ALT_1PaS20170619_154722_20170619_1...
xref_radiometer_level1: ALK_RAD_1PaS20170619_154643_20170619_1...
xref_altimeter_characterisation: ALK_CHA_AXVCNE20131115_120000_20100101...
xref_radiometer_characterisation: ALK_CHR_AXVCNE20110207_180000_20110101...
xref_altimeter_ltm: ALK_CAL_AXXCNE20170720_110014_20130102...
xref_doris_uso: SRL_OS1_AXXCNE20170720_083800_20130226...
xref_orbit_data: SRL_VOR_AXVCNE20170720_111700_20170618...
xref_pf_data: SRL_VPF_AXVCNE20170720_111800_20170618...
xref_pole_location: SMM_POL_AXXCNE20170721_071500_19870101...
xref_gim_data: SRL_ION_AXPCNE20170620_074756_20170619...
xref_mog2d_data: SMM_MOG_AXVCNE20170709_191501_20170619...
xref_orf_data: SRL_ORF_AXXCNE20170720_083800_20160704...
xref_meteorological_files: SMM_APA_AXVCNE20170619_170611_20170619...
ellipsoid_axis: 6378136.3
ellipsoid_flattening: 0.0033528131778969
Dimensions: (meas_ind: 40, time: 2779, wvf_ind: 128)
Coordinates:
* time (time) datetime64[ns] 2017-06-19T15:14:39.356848 ... 2017-06-19T16:04:56.808873920
* meas_ind (meas_ind) int8 0 1 2 3 4 ... 36 37 38 39
* wvf_ind (wvf_ind) int8 0 1 2 3 ... 125 126 127
lat (time) float64 ...
lon (time) float64 ...
lon_40hz (time, meas_ind) float64 ...
lat_40hz (time, meas_ind) float64 ...
Data variables:
time_40hz (time, meas_ind) datetime64[ns] ...
surface_type (time) float32 ...
rad_surf_type (time) float32 ...
qual_alt_1hz_range (time) float32 ...
qual_alt_1hz_swh (time) float32 ...
qual_alt_1hz_sig0 (time) float32 ...
qual_alt_1hz_off_nadir_angle_wf (time) float32 ...
qual_inst_corr_1hz_range (time) float32 ...
qual_inst_corr_1hz_swh (time) float32 ...
qual_inst_corr_1hz_sig0 (time) float32 ...
qual_rad_1hz_tb_k (time) float32 ...
qual_rad_1hz_tb_ka (time) float32 ...
alt_state_flag_acq_mode_40hz (time, meas_ind) float32 ...
alt_state_flag_tracking_mode_40hz (time, meas_ind) float32 ...
orb_state_flag_diode (time) float32 ...
orb_state_flag_rest (time) float32 ...
ecmwf_meteo_map_avail (time) float32 ...
trailing_edge_variation_flag (time) float32 ...
trailing_edge_variation_flag_40hz (time, meas_ind) float32 ...
ice_flag (time) float32 ...
interp_flag_mean_sea_surface (time) float32 ...
interp_flag_mdt (time) float32 ...
interp_flag_ocean_tide_sol1 (time) float32 ...
interp_flag_ocean_tide_sol2 (time) float32 ...
interp_flag_meteo (time) float32 ...
alt (time) float64 ...
alt_40hz (time, meas_ind) float64 ...
orb_alt_rate (time) float32 ...
range (time) float64 ...
range_40hz (time, meas_ind) float64 ...
range_used_40hz (time, meas_ind) float32 ...
range_rms (time) float32 ...
range_numval (time) float32 ...
number_of_iterations (time, meas_ind) float32 ...
net_instr_corr_range (time) float64 ...
model_dry_tropo_corr (time) float32 ...
model_wet_tropo_corr (time) float32 ...
rad_wet_tropo_corr (time) float32 ...
iono_corr_gim (time) float32 ...
sea_state_bias (time) float32 ...
swh (time) float32 ...
swh_40hz (time, meas_ind) float32 ...
swh_used_40hz (time, meas_ind) float32 ...
swh_rms (time) float32 ...
swh_numval (time) float32 ...
net_instr_corr_swh (time) float32 ...
sig0 (time) float32 ...
sig0_40hz (time, meas_ind) float32 ...
sig0_used_40hz (time, meas_ind) float32 ...
sig0_rms (time) float32 ...
sig0_numval (time) float32 ...
agc (time) float32 ...
agc_rms (time) float32 ...
agc_numval (time) float32 ...
net_instr_corr_sig0 (time) float32 ...
atmos_corr_sig0 (time) float32 ...
off_nadir_angle_wf (time) float32 ...
off_nadir_angle_wf_40hz (time, meas_ind) float32 ...
tb_k (time) float32 ...
tb_ka (time) float32 ...
mean_sea_surface (time) float64 ...
mean_topography (time) float64 ...
geoid (time) float64 ...
bathymetry (time) float64 ...
inv_bar_corr (time) float32 ...
hf_fluctuations_corr (time) float32 ...
ocean_tide_sol1 (time) float64 ...
ocean_tide_sol2 (time) float64 ...
ocean_tide_equil (time) float32 ...
ocean_tide_non_equil (time) float32 ...
load_tide_sol1 (time) float32 ...
load_tide_sol2 (time) float32 ...
solid_earth_tide (time) float32 ...
pole_tide (time) float32 ...
wind_speed_model_u (time) float32 ...
wind_speed_model_v (time) float32 ...
wind_speed_alt (time) float32 ...
rad_water_vapor (time) float32 ...
rad_liquid_water (time) float32 ...
ice1_range_40hz (time, meas_ind) float64 ...
ice1_sig0_40hz (time, meas_ind) float32 ...
ice1_qual_flag_40hz (time, meas_ind) float32 ...
seaice_range_40hz (time, meas_ind) float64 ...
seaice_sig0_40hz (time, meas_ind) float32 ...
seaice_qual_flag_40hz (time, meas_ind) float32 ...
ice2_range_40hz (time, meas_ind) float64 ...
ice2_le_sig0_40hz (time, meas_ind) float32 ...
ice2_sig0_40hz (time, meas_ind) float32 ...
ice2_sigmal_40hz (time, meas_ind) float32 ...
ice2_slope1_40hz (time, meas_ind) float64 ...
ice2_slope2_40hz (time, meas_ind) float64 ...
ice2_mqe_40hz (time, meas_ind) float32 ...
ice2_qual_flag_40hz (time, meas_ind) float32 ...
mqe_40hz (time, meas_ind) float32 ...
peakiness_40hz (time, meas_ind) float32 ...
ssha (time) float32 ...
tracker_40hz (time, meas_ind) float64 ...
tracker_used_40hz (time, meas_ind) float32 ...
tracker_diode_40hz (time, meas_ind) float64 ...
pri_counter_40hz (time, meas_ind) float64 ...
qual_alt_1hz_off_nadir_angle_pf (time) float32 ...
off_nadir_angle_pf (time) float32 ...
off_nadir_angle_rain_40hz (time, meas_ind) float32 ...
uso_corr (time) float64 ...
internal_path_delay_corr (time) float64 ...
modeled_instr_corr_range (time) float32 ...
doppler_corr (time) float32 ...
cog_corr (time) float32 ...
modeled_instr_corr_swh (time) float32 ...
internal_corr_sig0 (time) float32 ...
modeled_instr_corr_sig0 (time) float32 ...
agc_40hz (time, meas_ind) float32 ...
agc_corr_40hz (time, meas_ind) float32 ...
scaling_factor_40hz (time, meas_ind) float64 ...
epoch_40hz (time, meas_ind) float64 ...
width_leading_edge_40hz (time, meas_ind) float64 ...
amplitude_40hz (time, meas_ind) float64 ...
thermal_noise_40hz (time, meas_ind) float64 ...
seaice_epoch_40hz (time, meas_ind) float64 ...
seaice_amplitude_40hz (time, meas_ind) float64 ...
ice2_epoch_40hz (time, meas_ind) float64 ...
ice2_amplitude_40hz (time, meas_ind) float64 ...
ice2_mean_amplitude_40hz (time, meas_ind) float64 ...
ice2_thermal_noise_40hz (time, meas_ind) float64 ...
ice2_slope_40hz (time, meas_ind) float64 ...
signal_to_noise_ratio (time) float32 ...
waveforms_40hz (time, meas_ind, wvf_ind) float32 ...
Attributes:
Conventions: CF-1.1
title: GDR - Expertise dataset
institution: CNES
source: radar altimeter
history: 2017-07-21 08:25:19 : Creation
contact: CNES aviso@oceanobs.com, EUMETSAT ops@...
references: L1 library=V4.5p1, L2 library=V5.5p2, ...
processing_center: SALP
reference_document: SARAL/ALTIKA Products Handbook, SALP-M...
mission_name: SARAL
altimeter_sensor_name: ALTIKA
radiometer_sensor_name: ALTIKA_RAD
doris_sensor_name: DGXX
cycle_number: 110
absolute_rev_number: 22546
pass_number: 2
absolute_pass_number: 109220
equator_time: 2017-06-19 15:39:46.492000
equator_longitude: 35.21
first_meas_time: 2017-06-19 15:14:39.356848
last_meas_time: 2017-06-19 16:04:56.808874
xref_altimeter_level1: ALK_ALT_1PaS20170619_154722_20170619_1...
xref_radiometer_level1: ALK_RAD_1PaS20170619_154643_20170619_1...
xref_altimeter_characterisation: ALK_CHA_AXVCNE20131115_120000_20100101...
xref_radiometer_characterisation: ALK_CHR_AXVCNE20110207_180000_20110101...
xref_altimeter_ltm: ALK_CAL_AXXCNE20170720_110014_20130102...
xref_doris_uso: SRL_OS1_AXXCNE20170720_083800_20130226...
xref_orbit_data: SRL_VOR_AXVCNE20170720_111700_20170618...
xref_pf_data: SRL_VPF_AXVCNE20170720_111800_20170618...
xref_pole_location: SMM_POL_AXXCNE20170721_071500_19870101...
xref_gim_data: SRL_ION_AXPCNE20170620_074756_20170619...
xref_mog2d_data: SMM_MOG_AXVCNE20170709_191501_20170619...
xref_orf_data: SRL_ORF_AXXCNE20170720_083800_20160704...
xref_meteorological_files: SMM_APA_AXVCNE20170619_170611_20170619...
ellipsoid_axis: 6378136.3
ellipsoid_flattening: 0.0033528131778969```","{""total_count"": 0, ""+1"": 0, ""-1"": 0, ""laugh"": 0, ""hooray"": 0, ""confused"": 0, ""heart"": 0, ""rocket"": 0, ""eyes"": 0}",,372848074