Access data
2023-06-13 ACCESS_DATA
Authors: CLS & Datlas Copyright: 2023 CLS & Datlas License: MIT
Access the data challenge necessary data
Access the data challenge necessary data
The notebook aims to illustrate how to download and read the various necessary data to reconstruct maps (experiment), to evaluate the maps performances (evaluation) and to compare with other reconstructions (comparison).
Warning: To run this notebook you will need a free disk space of 2Go to download the data.
Warning: To run this notebook you will need a free disk space of 2Go to download the data.
[1]:
from glob import glob
import numpy as np
import os
import sys
sys.path.append('../')
import xarray as xr
from src.mod_read import *
Parameters
Parameters
[2]:
time_min = '2017-01-01' # time min for analysis
time_max = '2017-12-31' # time max for analysis
Data for experiment
Data for experiment
Download the experiment alongtrack nadir data
[3]:
if os.path.isdir('../data/obs'):
print('obs data already exist locally in ../data/')
else:
print('Downloading obs data')
# Download the alongtrack repository
!wget https://ige-meom-opendap.univ-grenoble-alpes.fr/thredds/fileServer/meomopendap/extract/MEOM/OCEAN_DATA_CHALLENGES/2024c_DC_4DMedSea-ESA/obs.tar.gz
# Uncompress in ../data
!tar -xvf obs.tar.gz --directory ../data
# Remove compressed file
!rm -f obs.tar.gz
Downloading obs data
--2023-12-19 10:02:08-- https://ige-meom-opendap.univ-grenoble-alpes.fr/thredds/fileServer/meomopendap/extract/MEOM/OCEAN_DATA_CHALLENGES/2024c_DC_4DMedSea-ESA/obs.tar.gz
Résolution de ige-meom-opendap.univ-grenoble-alpes.fr (ige-meom-opendap.univ-grenoble-alpes.fr)… 129.88.191.39
Connexion à ige-meom-opendap.univ-grenoble-alpes.fr (ige-meom-opendap.univ-grenoble-alpes.fr)|129.88.191.39|:443… connecté.
requête HTTP transmise, en attente de la réponse… 200 200
Taille : 157803008 (150M) [application/octet-stream]
Sauvegarde en : « obs.tar.gz »
obs.tar.gz 100%[===================>] 150,49M 87,0MB/s ds 1,7s
2023-12-19 10:02:10 (87,0 MB/s) — « obs.tar.gz » sauvegardé [157803008/157803008]
x obs/
x obs/s3a/
x obs/j2n/
x obs/j2g/
x obs/c2/
x obs/j3/
x obs/alg/
x obs/alg/dt_europe_alg_phy_l3_20170911_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170105_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170803_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170425_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20171020_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170519_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20171219_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170312_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170720_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170831_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20171205_20210603.nc
x obs/alg/dt_europe_alg_phy_l3_20170417_20210603.nc
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x obs/s3a/dt_europe_s3a_phy_l3_20170709_20210603.nc
x obs/s3a/dt_europe_s3a_phy_l3_20171009_20210603.nc
x obs/s3a/dt_europe_s3a_phy_l3_20170102_20210603.nc
x obs/s3a/dt_europe_s3a_phy_l3_20170530_20210603.nc
x obs/s3a/dt_europe_s3a_phy_l3_20170916_20210603.nc
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x obs/s3a/dt_europe_s3a_phy_l3_20170315_20210603.nc
x obs/s3a/dt_europe_s3a_phy_l3_20170207_20210603.nc
x obs/s3a/dt_europe_s3a_phy_l3_20171027_20210603.nc
[4]:
%%time
list_of_file = sorted(glob('../data/obs/*/*.nc'))
ds_obs = xr.open_mfdataset(list_of_file, combine='nested', concat_dim='time')
ds_obs = ds_obs.where((ds_obs.time >= np.datetime64(time_min)) & (ds_obs.time <= np.datetime64(time_max)), drop=True)
ds_obs = ds_obs.sortby('time')
ds_obs
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
/Users/sammymetref/miniconda3/envs/env-dc-swot-filtering/lib/python3.10/site-packages/xarray/core/indexing.py:1374: PerformanceWarning: Slicing with an out-of-order index is generating 290 times more chunks
return self.array[key]
CPU times: user 1min 26s, sys: 6.83 s, total: 1min 33s
Wall time: 1min 40s
[4]:
<xarray.Dataset>
Dimensions: (time: 4534426)
Coordinates:
* time (time) datetime64[ns] 2017-01-01T00:19:06.603679232 ... 2...
longitude (time) float64 dask.array<chunksize=(156,), meta=np.ndarray>
latitude (time) float64 dask.array<chunksize=(156,), meta=np.ndarray>
Data variables:
cycle (time) float64 dask.array<chunksize=(156,), meta=np.ndarray>
track (time) float64 dask.array<chunksize=(156,), meta=np.ndarray>
sla_unfiltered (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
sla_filtered (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
dac (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
ocean_tide (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
internal_tide (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
lwe (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
mdt (time) float32 dask.array<chunksize=(156,), meta=np.ndarray>
tpa_correction (time) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
Attributes: (12/44)
Conventions: CF-1.6
Metadata_Conventions: Unidata Dataset Discovery v1.0
cdm_data_type: Swath
comment: Sea surface height measured by altimeter...
contact: servicedesk.cmems@mercator-ocean.eu
creator_email: servicedesk.cmems@mercator-ocean.eu
... ...
summary: SSALTO/DUACS Delayed-Time Level-3 sea su...
time_coverage_duration: P20H19M14.472982S
time_coverage_end: 2017-01-01T21:32:46Z
time_coverage_resolution: P1S
time_coverage_start: 2017-01-01T01:13:31Z
title: DT Altika Drifting Phase European Seas A...
Data for evaluation
Data for evaluation
Download the independant alongtrack nadir data (Saral/AltiKa)
[5]:
if os.path.isdir('../data/eval'):
print('eval data already exist locally in ../data/')
else:
print('Downloading eval data')
# Download the alongtrack repository
!wget https://ige-meom-opendap.univ-grenoble-alpes.fr/thredds/fileServer/meomopendap/extract/MEOM/OCEAN_DATA_CHALLENGES/2024c_DC_4DMedSea-ESA/eval.tar.gz
# Uncompress in ../data
!tar -xvf eval.tar.gz --directory ../data
# Remove compressed file
!rm -f eval.tar.gz
Downloading eval data
--2023-12-19 10:04:51-- https://ige-meom-opendap.univ-grenoble-alpes.fr/thredds/fileServer/meomopendap/extract/MEOM/OCEAN_DATA_CHALLENGES/2024c_DC_4DMedSea-ESA/eval.tar.gz
Résolution de ige-meom-opendap.univ-grenoble-alpes.fr (ige-meom-opendap.univ-grenoble-alpes.fr)… 129.88.191.39
Connexion à ige-meom-opendap.univ-grenoble-alpes.fr (ige-meom-opendap.univ-grenoble-alpes.fr)|129.88.191.39|:443… connecté.
requête HTTP transmise, en attente de la réponse… 200 200
Taille : 523478528 (499M) [application/octet-stream]
Sauvegarde en : « eval.tar.gz »
eval.tar.gz 100%[===================>] 499,23M 90,4MB/s ds 6,2s
2023-12-19 10:04:57 (81,1 MB/s) — « eval.tar.gz » sauvegardé [523478528/523478528]
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Read the independant alongtrack nadir data (h2ag)
[6]:
%%time
list_of_file = sorted(glob('../data/eval/indep_nadirs/h2ag/*.nc'))
ds_h2ag = xr.open_mfdataset(list_of_file, combine='nested', concat_dim='time')
ds_h2ag = ds_h2ag.where((ds_h2ag.time >= np.datetime64(time_min)) & (ds_h2ag.time <= np.datetime64(time_max)), drop=True)
ds_h2ag = ds_h2ag.sortby('time')
ds_h2ag
CPU times: user 9.69 s, sys: 1.22 s, total: 10.9 s
Wall time: 12.2 s
[6]:
<xarray.Dataset>
Dimensions: (time: 878653)
Coordinates:
* time (time) datetime64[ns] 2017-01-01T09:50:52.500000 ... 2017...
longitude (time) float64 dask.array<chunksize=(1289,), meta=np.ndarray>
latitude (time) float64 dask.array<chunksize=(1289,), meta=np.ndarray>
Data variables:
cycle (time) float64 dask.array<chunksize=(1289,), meta=np.ndarray>
track (time) float64 dask.array<chunksize=(1289,), meta=np.ndarray>
sla_unfiltered (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
sla_filtered (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
dac (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
ocean_tide (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
internal_tide (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
lwe (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
mdt (time) float32 dask.array<chunksize=(1289,), meta=np.ndarray>
tpa_correction (time) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0
Attributes: (12/44)
Conventions: CF-1.6
Metadata_Conventions: Unidata Dataset Discovery v1.0
cdm_data_type: Swath
comment: Sea surface height measured by altimeter...
contact: servicedesk.cmems@mercator-ocean.eu
creator_email: servicedesk.cmems@mercator-ocean.eu
... ...
summary: SSALTO/DUACS Delayed-Time Level-3 sea su...
time_coverage_duration: P10H7M39.600000S
time_coverage_end: 2017-01-01T19:58:32Z
time_coverage_resolution: P1S
time_coverage_start: 2017-01-01T09:50:52Z
title: DT Haiyang-2A Geodetic Phase European Se...Read the independant drifter data
[8]:
filenames_drifters = sorted(glob('../data/eval/indep_drifters/uv_drifters_*.nc'))
ds_drifter = xr.open_mfdataset(filenames_drifters, combine='nested', concat_dim='time')
ds_drifter = ds_drifter.where((ds_drifter.time >= np.datetime64(time_min)) & (ds_drifter.time <= np.datetime64(time_max)), drop=True)
ds_drifter
[8]:
<xarray.Dataset>
Dimensions: (time: 12936)
Coordinates:
* time (time) datetime64[ns] 2017-01-01 ... 2017-12-31
latitude (time) float32 dask.array<chunksize=(28,), meta=np.ndarray>
longitude (time) float32 dask.array<chunksize=(28,), meta=np.ndarray>
Data variables:
EWCT (time) float32 dask.array<chunksize=(28,), meta=np.ndarray>
NSCT (time) float32 dask.array<chunksize=(28,), meta=np.ndarray>
sensor_id (time) float64 dask.array<chunksize=(28,), meta=np.ndarray>
Attributes: (12/46)
data_type: OceanSITES trajectory data
format_version: 2.0
platform_code: 10162380
date_update: 2020-10-13T12:09:42Z
institution: AOML
institution_edmo_code: 1799
... ...
deployment_lat: 58.64
last_longitude_observation: 53.59
last_latitude_observation: 70.81
date_drog_lost: 2013-07-28T17:00:00Z
death_type: buoy ran aground
last_date_observation: 2017-03-16T12:01:00Z
Data for comparison
Data for comparison
Download all available maps for comparison
(To date DUACS, MIOST, MIOST-baro-eqwaves and GLORYS12v1 are available)
[10]:
if os.path.isdir('../data/maps'):
print('maps data already exist locally in ../data/')
else:
print('Downloading maps data')
# Download the alongtrack repository
!wget https://ige-meom-opendap.univ-grenoble-alpes.fr/thredds/fileServer/meomopendap/extract/MEOM/OCEAN_DATA_CHALLENGES/2024c_DC_4DMedSea-ESA/maps.tar.gz
# Uncompress in ../data
!tar -xvf maps.tar.gz --directory ../data
# Remove compressed file
!rm -f maps.tar.gz
Downloading maps data
--2023-12-19 10:16:03-- https://ige-meom-opendap.univ-grenoble-alpes.fr/thredds/fileServer/meomopendap/extract/MEOM/OCEAN_DATA_CHALLENGES/2024c_DC_4DMedSea-ESA/maps.tar.gz
Résolution de ige-meom-opendap.univ-grenoble-alpes.fr (ige-meom-opendap.univ-grenoble-alpes.fr)… 129.88.191.39
Connexion à ige-meom-opendap.univ-grenoble-alpes.fr (ige-meom-opendap.univ-grenoble-alpes.fr)|129.88.191.39|:443… connecté.
requête HTTP transmise, en attente de la réponse… 200 200
Taille : 1423273472 (1,3G) [application/octet-stream]
Sauvegarde en : « maps.tar.gz »
maps.tar.gz 100%[===================>] 1,33G 103MB/s ds 16s
2023-12-19 10:16:19 (84,9 MB/s) — « maps.tar.gz » sauvegardé [1423273472/1423273472]
x maps/
x maps/DUACS_allsat/
x maps/MIOST/
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171218_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170313_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170721_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171021_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170201_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170518_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170802_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170424_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170910_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170104_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170118_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170601_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171013_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170321_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171101_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170504_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170830_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170416_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171204_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170511_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170208_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171028_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170123_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170728_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170825_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171211_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170403_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171006_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170614_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170919_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171114_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171108_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171223_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170608_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170111_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170223_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170108_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171003_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170406_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171214_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170101_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170915_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170807_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170421_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171118_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170204_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171024_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170724_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170316_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170829_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171201_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170413_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170501_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170218_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170927_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170716_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171104_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170324_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170909_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171016_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170604_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170327_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170818_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170607_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171015_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171129_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170410_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170924_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170502_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170130_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20171027_20231127.nc
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x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170916_20231127.nc
x maps/MIOST/dt_med_allsat-h2a_phy_l4_20170530_20231127.nc
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x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171128_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170912_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170106_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170426_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170128_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171023_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170203_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170408_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170311_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170723_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171206_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170414_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170506_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170920_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171228_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170323_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170711_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171103_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171011_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170603_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170528_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170809_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171116_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170704_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170616_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171004_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170224_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170827_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170318_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170401_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171213_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170513_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170121_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170624_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170929_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170216_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170304_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171124_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170521_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170907_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171018_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170113_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170718_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20170815_20210726.nc
x maps/DUACS_allsat/dt_europe_allsat_phy_l4_20171221_20210726.nc
Read DUACS maps for comparison
(MIOST, MIOST-baro-eqwaves and GLORYS12v1 are similarly read)
[11]:
%%time
list_of_maps = sorted(glob('../data/maps/DUACS_allsat/*.nc'))
ds_maps = xr.open_mfdataset(list_of_maps, combine='nested', concat_dim='time')
ds_maps = ds_maps.sel(time=slice(time_min, time_max))
ds_maps
CPU times: user 13.9 s, sys: 1.72 s, total: 15.7 s
Wall time: 16.6 s
[11]:
<xarray.Dataset>
Dimensions: (time: 365, latitude: 370, nv: 2, longitude: 578)
Coordinates:
* time (time) datetime64[ns] 2017-01-01 2017-01-02 ... 2017-12-31
* latitude (latitude) float32 19.94 20.06 20.19 ... 65.81 65.94 66.06
* longitude (longitude) float32 -30.06 -29.94 -29.81 ... 41.94 42.06
* nv (nv) int32 0 1
Data variables: (12/14)
crs (time) int32 -2147483647 -2147483647 ... -2147483647
lat_bnds (time, latitude, nv) float32 dask.array<chunksize=(1, 370, 2), meta=np.ndarray>
lon_bnds (time, longitude, nv) float32 dask.array<chunksize=(1, 578, 2), meta=np.ndarray>
sla (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
err_sla (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
ugosa (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
... ...
err_vgosa (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
adt (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
ugos (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
vgos (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
flag_ice (time, latitude, longitude) float64 dask.array<chunksize=(1, 370, 578), meta=np.ndarray>
tpa_correction (time) float64 dask.array<chunksize=(1,), meta=np.ndarray>
Attributes: (12/44)
Conventions: CF-1.6
Metadata_Conventions: Unidata Dataset Discovery v1.0
cdm_data_type: Grid
comment: Sea Surface Height measured by Altimetry...
contact: servicedesk.cmems@mercator-ocean.eu
creator_email: servicedesk.cmems@mercator-ocean.eu
... ...
summary: SSALTO/DUACS Delayed-Time Level-4 sea su...
time_coverage_duration: P1D
time_coverage_end: 2017-01-01T12:00:00Z
time_coverage_resolution: P1D
time_coverage_start: 2016-12-31T12:00:00Z
title: DT merged all satellites European Seas G...[ ]: