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A multidisciplinary approach to weather & climate
http://www.meteo.unican.es
Meteorology Group
A multidisciplinary approach for weather & climate
End-user gateway for climate
services and data initiatives
Big Data Europe Workshop Brussels, Belgium. 15th June, 2015
Antonio S. Cofiño
antonio.cofino@unican.es
Meteorology Group
Climate Data Services
Universidad de Cantabria (UC) http://www.meteo.unican.es
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Outline
● ECOMS User Data Gateway
● Datasets
● Variables
● How to access data
● Registration and authorization
● OpenDAP access
● R Interface
● Work in Progress
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
ECOMS
The European initiative for
climate service
observation and modelling
ECOMS
Improve the climate
prediction systems
Improve the usability
and use of prediction
Observations
(decadal scale)
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Other initiatives
VALUE
COST Action ES1102
Validating and
Integrating
Downscaling Methods
for Climate Change
Research
CORDEX:
Empirical Statistical
Downscaling.
PUBLIC and
PRIVATE
datasets for
community
Datasets of postprocessed predictors statistical downscaling
purposes and hi-res observational gridded datasets over different
world regions.
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
User Data Gateway
The User Data Gateway (UDG) provides a homogeneous
access end-point to collections of impact-relevant
variables.
The aim of UDG is to gather different data sources with
different terms of use (policies) in a single data servicce,
so that users can access all the data and metadata they
typically need (seasonal forecasts, reanalysis and
observations) in a homogeneous and simple way,
without worrying about the inherent complexities of data
access, download and post- processing of the variables
stored in massive archive systems at different
institutions.
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Wiki doc
Fully documented.
Feedback welcome.
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Available datasets
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Available datasets
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Available variables
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Architecture
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Registration and Authorization
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Registration and Authorization
The registration
and authorization
process is been
managed by the
the TAP service
The user has to enrol
into different projects
which are collections
of datasets. This
enrolment may be
supervised by the
groups/project
administrator.
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Policies and terms of use
The enrolment process may also include the acceptance of policies or
terms of use imposed by data providers.
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
OpenDAP access
A multidisciplinary approach to weather & climate
http://www.meteo.unican.es
Meteorology Group
A multidisciplinary approach for weather & climate
A multidisciplinary approach to weather & climate
http://www.meteo.unican.es
Meteorology Group
A multidisciplinary approach for weather & climate
The ECOMS-UDG provides access to datasets with no worries about
files. The UDG can offer views for a dataset and just one endpoint
for the view.
This makes possible to forget about file-name-mangling and focus
on information contained into the dataset.
This is possible thanks to the THREDDS capabilities to aggregate
collections of files as one “NetCDF” entity.
This approach allows to clients to materialize their own views to local
files. From netcdf-library (>4.1) compiled with opendap support you can do
(netcdf-4 file with shuffling and deflate filters):
nccopy -k 4 -s -d 6 http://opendap-url.dods?var1[...] local-file_var.nc
A multidisciplinary approach to weather & climate
http://www.meteo.unican.es
Meteorology Group
A multidisciplinary approach for weather & climate
This makes possible to forget about file-name-mangling and focus
on information contained into the dataset:
Forecast/1985/06/INTERIM075_19850603_0000_SFC_201.128_fc.grb
This is possible thanks to the THREDDS capabilities to aggregate
collections of files as one “NetCDF” entity.
Dataset
name
#
files
Raw
size
Raw
format
System4 135000 13TB GRIB1
CFSRR 110638 8TB GRIB2
ERAInterim 303474 3TB GRIB1
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
OpenDAP data access
username
http://www.meteo.unican.es/tds5/catalogs/system4/System4Datasets.html
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
OpenDAP data access
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
OpenDAP data access
Dataset {
Float32 mx2t24[run = 1][member = 1][time24 = 215][lat = 1]
[lon = 1];
} system4/System4_Seasonal_15Members.ncml;
---------------------------------------------
mx2t24[1][1][215][1][1]
[0][0][0][0], 272.2452
[0][0][1][0], 271.8321
[0][0][2][0], 272.53897
[0][0][3][0], 273.33136
[0][0][4][0], 273.71527
[0][0][5][0], 273.0291
[0][0][6][0], 273.69446
[0][0][7][0], 273.58426
[0][0][8][0], 274.18262
[0][0][9][0], 273.99835
[0][0][10][0], 273.7032
[0][0][11][0], 273.91562
[0][0][12][0], 274.13705
[0][0][13][0], 273.87527
[0][0][14][0], 274.17377
[0][0][15][0], 274.40704
[0][0][16][0], 274.37482
[0][0][17][0], 274.18506
[0][0][18][0], 273.85782
[0][0][19][0], 273.5874
[0][0][20][0], 274.81393
[0][0][21][0], 273.9504
[0][0][22][0], 273.35272
Dataset {
Float32 mx2t24[run = 1][member = 1][time24 = 215][lat = 1]
[lon = 1];
} system4/System4_Seasonal_15Members.ncml;
---------------------------------------------
mx2t24[1][1][215][1][1]
[0][0][0][0], 272.2452
[0][0][1][0], 271.8321
[0][0][2][0], 272.53897
[0][0][3][0], 273.33136
[0][0][4][0], 273.71527
[0][0][5][0], 273.0291
[0][0][6][0], 273.69446
[0][0][7][0], 273.58426
[0][0][8][0], 274.18262
[0][0][9][0], 273.99835
[0][0][10][0], 273.7032
[0][0][11][0], 273.91562
[0][0][12][0], 274.13705
[0][0][13][0], 273.87527
[0][0][14][0], 274.17377
[0][0][15][0], 274.40704
[0][0][16][0], 274.37482
[0][0][17][0], 274.18506
[0][0][18][0], 273.85782
[0][0][19][0], 273.5874
[0][0][20][0], 274.81393
[0][0][21][0], 273.9504
[0][0][22][0], 273.35272
[0][0][23][0], 273.58716
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
OpenDAP data access
This approach allows to clients to materialize their own views to local
files. From netcdf-library (>4.1) compiled with opendap support you
can do (netcdf-4 file with shuffling and deflate filters):
nccopy -k4 -s -d6 http://opendap-url.dods?var1[...] local-file_var.nc
and subsetting on dimensions to request only desire data:
nccopy -k4 -s -d6 http://opendap-url.dods?mslp[3:360:12][30:60:1] lf.nc
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
R Interface
G
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
R Interface
library(ecomsUDG.Raccess)
loginECOMS_UDG('username',
'password')
Authentication →
Data load →
Data processing
● Regridding
● Bias (mock up)
● Plot
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
R Interface · Training
http://www.meteo.unican.es/projects/specs/workshop2014
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Visualization
Visualization Tutorial
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Some work in progress
● More datasets from different providers.
● OpenID registration based on ESGF's IdPs
● More tools and examples on accessing and
processing datasets based on scientific
tools/software used by impact community.
● Server-side processing capabilities based
on WPS. Job management will based meta-
scheduling capabilities offered by DRM4G.
● Remote access on-demand for ESGF
datasets, i.e. SPECS simulations. Improvement of
replica/cache strategies.
A multidisciplinary approach to weather & climate
Meteorology Group
A multidisciplinary approach for weather & climate
http://www.meteo.unican.es
Thank you!!!
ECOMS User Data Gateway info
https://meteo.unican.es/trac/wiki/udg/ecoms
ECOMS User Data Gateway access request
https://meteo.unican.es/udg-tap
R packages
https://github.com/SantanderMetGroup/ecomsUDG.Raccess
https://github.com/SantanderMetGroup/downscaleR
Hands-on training workshop material
http://www.meteo.unican.es/projects/specs/workshop2014

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End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ of Cantabria

  • 1. A multidisciplinary approach to weather & climate http://www.meteo.unican.es Meteorology Group A multidisciplinary approach for weather & climate End-user gateway for climate services and data initiatives Big Data Europe Workshop Brussels, Belgium. 15th June, 2015 Antonio S. Cofiño antonio.cofino@unican.es Meteorology Group Climate Data Services Universidad de Cantabria (UC) http://www.meteo.unican.es
  • 2. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Outline ● ECOMS User Data Gateway ● Datasets ● Variables ● How to access data ● Registration and authorization ● OpenDAP access ● R Interface ● Work in Progress
  • 3. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es ECOMS The European initiative for climate service observation and modelling ECOMS Improve the climate prediction systems Improve the usability and use of prediction Observations (decadal scale)
  • 4. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Other initiatives VALUE COST Action ES1102 Validating and Integrating Downscaling Methods for Climate Change Research CORDEX: Empirical Statistical Downscaling. PUBLIC and PRIVATE datasets for community Datasets of postprocessed predictors statistical downscaling purposes and hi-res observational gridded datasets over different world regions.
  • 5. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es User Data Gateway The User Data Gateway (UDG) provides a homogeneous access end-point to collections of impact-relevant variables. The aim of UDG is to gather different data sources with different terms of use (policies) in a single data servicce, so that users can access all the data and metadata they typically need (seasonal forecasts, reanalysis and observations) in a homogeneous and simple way, without worrying about the inherent complexities of data access, download and post- processing of the variables stored in massive archive systems at different institutions.
  • 6. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Wiki doc Fully documented. Feedback welcome.
  • 7. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Available datasets
  • 8. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Available datasets
  • 9. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Available variables
  • 10. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Architecture
  • 11. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Registration and Authorization
  • 12. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Registration and Authorization The registration and authorization process is been managed by the the TAP service The user has to enrol into different projects which are collections of datasets. This enrolment may be supervised by the groups/project administrator.
  • 13. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Policies and terms of use The enrolment process may also include the acceptance of policies or terms of use imposed by data providers.
  • 14. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es OpenDAP access
  • 15. A multidisciplinary approach to weather & climate http://www.meteo.unican.es Meteorology Group A multidisciplinary approach for weather & climate
  • 16. A multidisciplinary approach to weather & climate http://www.meteo.unican.es Meteorology Group A multidisciplinary approach for weather & climate The ECOMS-UDG provides access to datasets with no worries about files. The UDG can offer views for a dataset and just one endpoint for the view. This makes possible to forget about file-name-mangling and focus on information contained into the dataset. This is possible thanks to the THREDDS capabilities to aggregate collections of files as one “NetCDF” entity. This approach allows to clients to materialize their own views to local files. From netcdf-library (>4.1) compiled with opendap support you can do (netcdf-4 file with shuffling and deflate filters): nccopy -k 4 -s -d 6 http://opendap-url.dods?var1[...] local-file_var.nc
  • 17. A multidisciplinary approach to weather & climate http://www.meteo.unican.es Meteorology Group A multidisciplinary approach for weather & climate This makes possible to forget about file-name-mangling and focus on information contained into the dataset: Forecast/1985/06/INTERIM075_19850603_0000_SFC_201.128_fc.grb This is possible thanks to the THREDDS capabilities to aggregate collections of files as one “NetCDF” entity. Dataset name # files Raw size Raw format System4 135000 13TB GRIB1 CFSRR 110638 8TB GRIB2 ERAInterim 303474 3TB GRIB1
  • 18. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es OpenDAP data access username http://www.meteo.unican.es/tds5/catalogs/system4/System4Datasets.html
  • 19. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es OpenDAP data access
  • 20. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es OpenDAP data access Dataset { Float32 mx2t24[run = 1][member = 1][time24 = 215][lat = 1] [lon = 1]; } system4/System4_Seasonal_15Members.ncml; --------------------------------------------- mx2t24[1][1][215][1][1] [0][0][0][0], 272.2452 [0][0][1][0], 271.8321 [0][0][2][0], 272.53897 [0][0][3][0], 273.33136 [0][0][4][0], 273.71527 [0][0][5][0], 273.0291 [0][0][6][0], 273.69446 [0][0][7][0], 273.58426 [0][0][8][0], 274.18262 [0][0][9][0], 273.99835 [0][0][10][0], 273.7032 [0][0][11][0], 273.91562 [0][0][12][0], 274.13705 [0][0][13][0], 273.87527 [0][0][14][0], 274.17377 [0][0][15][0], 274.40704 [0][0][16][0], 274.37482 [0][0][17][0], 274.18506 [0][0][18][0], 273.85782 [0][0][19][0], 273.5874 [0][0][20][0], 274.81393 [0][0][21][0], 273.9504 [0][0][22][0], 273.35272 Dataset { Float32 mx2t24[run = 1][member = 1][time24 = 215][lat = 1] [lon = 1]; } system4/System4_Seasonal_15Members.ncml; --------------------------------------------- mx2t24[1][1][215][1][1] [0][0][0][0], 272.2452 [0][0][1][0], 271.8321 [0][0][2][0], 272.53897 [0][0][3][0], 273.33136 [0][0][4][0], 273.71527 [0][0][5][0], 273.0291 [0][0][6][0], 273.69446 [0][0][7][0], 273.58426 [0][0][8][0], 274.18262 [0][0][9][0], 273.99835 [0][0][10][0], 273.7032 [0][0][11][0], 273.91562 [0][0][12][0], 274.13705 [0][0][13][0], 273.87527 [0][0][14][0], 274.17377 [0][0][15][0], 274.40704 [0][0][16][0], 274.37482 [0][0][17][0], 274.18506 [0][0][18][0], 273.85782 [0][0][19][0], 273.5874 [0][0][20][0], 274.81393 [0][0][21][0], 273.9504 [0][0][22][0], 273.35272 [0][0][23][0], 273.58716
  • 21. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es OpenDAP data access This approach allows to clients to materialize their own views to local files. From netcdf-library (>4.1) compiled with opendap support you can do (netcdf-4 file with shuffling and deflate filters): nccopy -k4 -s -d6 http://opendap-url.dods?var1[...] local-file_var.nc and subsetting on dimensions to request only desire data: nccopy -k4 -s -d6 http://opendap-url.dods?mslp[3:360:12][30:60:1] lf.nc
  • 22. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es R Interface G
  • 23. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es R Interface library(ecomsUDG.Raccess) loginECOMS_UDG('username', 'password') Authentication → Data load → Data processing ● Regridding ● Bias (mock up) ● Plot
  • 24. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es R Interface · Training http://www.meteo.unican.es/projects/specs/workshop2014
  • 25. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Visualization Visualization Tutorial
  • 26. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Some work in progress ● More datasets from different providers. ● OpenID registration based on ESGF's IdPs ● More tools and examples on accessing and processing datasets based on scientific tools/software used by impact community. ● Server-side processing capabilities based on WPS. Job management will based meta- scheduling capabilities offered by DRM4G. ● Remote access on-demand for ESGF datasets, i.e. SPECS simulations. Improvement of replica/cache strategies.
  • 27. A multidisciplinary approach to weather & climate Meteorology Group A multidisciplinary approach for weather & climate http://www.meteo.unican.es Thank you!!! ECOMS User Data Gateway info https://meteo.unican.es/trac/wiki/udg/ecoms ECOMS User Data Gateway access request https://meteo.unican.es/udg-tap R packages https://github.com/SantanderMetGroup/ecomsUDG.Raccess https://github.com/SantanderMetGroup/downscaleR Hands-on training workshop material http://www.meteo.unican.es/projects/specs/workshop2014