Re: failed to run rcmes following the step-by-step document

[Rashyd ZAABOUL]

Hi all,
It's working now and I'm getting results using RCMs and GCMs vs TRMM, CRU
... Now I've two questions :
- Is it possible to compute PDFs and CDFs and other metrics?
- Is it possible to compute these metrics on other parameters such as 2m
temperature, 500mb height, wind at different levels to compare with
reanalysis for example?

Best regards
Rashyd


2014-06-01 12:50 GMT-04:00 Kim, Jinwon <j...@atmos.ucla.edu>:

> The problem was the correct rcmet.py was not copied to
> "rcmet2.1.3/src/main/python/bin". Copying rcmet.py in
> "rcmet2.1.3/src/main/python/rcmes" into "rcmet2.1.3/src/main/python/bin"
> will resolve this problem. I've always run rcmet from
> "rcmet2.1.3/src/main/python/rcmes" and did not recognize this until today.
>
> Will you please replace rcmet.py in "rcmet2.1.3/src/main/python/bin" with
> the one on "rcmet2.1.3/src/main/python/rcmes"? thanks.
>
> -----------------------------------------------------------------
> Jinwon Kim
> Joint Institute for Regional Earth System Science and Engineering and
> Dept. Atmospheric and Oceanic Sciences
> University of California, Los Angeles
> 607 Charles E Young Drive East, Young Hall, Room 4242, Los Angeles, CA
> 90095-7228, USA
> j...@atmos.ucla.edu; 310-206-2828
> ________________________________________
> From: Mattmann, Chris A (3980) [chris.a.mattm...@jpl.nasa.gov]
> Sent: Sunday, June 01, 2014 9:43 AM
> To: Rashyd ZAABOUL; Kim, Jinwon
> Cc: san...@tropmet.res.in; rama...@tropmet.res.in; Joyce, Michael J
> (398J); rcmes-dev; Goodale, Cameron E (398J); dev@climate.apache.org;
> Mcgibbney, Lewis J (398J)
> Subject: Re: failed to run rcmes following the step-by-step document
>
> Hi Rashyd,
>
> I'm CC'ing the Apache list for the Open Climate Workbench project where
> we have a lot of eyes on the list. Maybe someone on the Apache list can
> help as well.
>
> Also we are happy to have a Skype/telecon with you this week to get
> your code working. Cam, Mike or Lewis or Mazi or Shakeh - can you guys
> work with Rashyd to get his problem fixed.
>
> Jinwon -- can you please let Cam, Mike or Lewis or Mazi or Shakeh, or
> Paul help out on this - they'll take it from here.
>
> Cheers,
> Chris
>
> ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
> Chris Mattmann, Ph.D.
> Chief Architect
> Instrument Software and Science Data Systems Section (398)
> NASA Jet Propulsion Laboratory Pasadena, CA 91109 USA
> Office: 168-519, Mailstop: 168-5th floor
> Email: chris.a.mattm...@nasa.gov
> WWW:  http://sunset.usc.edu/~mattmann/
> ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
> Adjunct Associate Professor, Computer Science Department
> University of Southern California, Los Angeles, CA 90089 USA
> ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
>
>
>
>
>
>
> -----Original Message-----
> From: Rashyd ZAABOUL <zaab...@gmail.com>
> Date: Sunday, June 1, 2014 2:31 AM
> To: "Kim, Jinwon (329M-Affiliate)" <j...@atmos.ucla.edu>
> Cc: "san...@tropmet.res.in" <san...@tropmet.res.in>,
> "rama...@tropmet.res.in" <rama...@tropmet.res.in>, "Joyce, Michael J
> (398J)" <michael.j.jo...@jpl.nasa.gov>, rcmes-dev
> <rcmes-...@jpl.nasa.gov>, "Goodale, Cameron E (398J)"
> <cameron.e.good...@jpl.nasa.gov>
> Subject: Re: failed to run rcmes following the step-by-step document
>
> >Hi Kim,What do you mean by all files are OK? the rcmet.py is not OK! it
> >contains params = db.getParams() on line 194 !!!
> >
> >
> >I've tried this tar file which is equal to the previous one (I've
> >modified the line 194 in rcmet.py) and I've got the same error:
> >
> >
> >File "rcmet.py <http://rcmet.ok.py/>", line 237, in runUsingConfig
> >
> >(jobProperties,obsSource,obsDatasetList,obsList,obsVarName,obsLonName,obsL
> >atName,obsTimeName,obsTimestep,gridBox,models)
> >ValueError: too many values to unpack
> >
> >
> >
> >
> >Regards
> >Rashyd
> >
> >
> >
> >2014-06-01 11:26 GMT+04:00 Kim, Jinwon <j...@atmos.ucla.edu>:
> >
> >Hmm, I checked the tar file I sent - all files are OK. I'm sending the
> >tar file again. Please check this one out. Please clean up previous
> >versions and try the attached one with the included config file
> >(cordexMENA.cfg). This is the code/config file I used
> > to create the figures I sent in the earlier e-mail.
> >
> >For your error messages:
> >
> >(1) The parameter "obsSource" directs the code where to find observation
> >data for evaluation. "obsSource=1" is reserved for the case users provide
> >their own observation data. If you set obsSource=1 and do not provide
> >data, it will result in error exit as the
> > code cannot find the observation data file(s) specified by the user.
> >Thus, unless you provide your own observation data, obsSource=1 must not
> >be used.
> >
> >(2) The exit message "No input observation data file. EXIT" occurs when
> >there is no observation data file id's are assigned when obsSource=0 is
> >set. This can happen if "obsParamId" in the config file is not properly
> >set. We don't expect any problems if obsParamId
> > is correctly set because the data specified by obsParamId are included
> >in the database (this requires active internet connection). Will you send
> >me your configure file so that I can look at it?
> >
> >
> >
> >
> >Thanks for your patience.
> >
> >
> >-----------------------------------------------------------------
> >Jinwon Kim
> >Joint Institute for Regional Earth System Science and Engineering and
> >Dept. Atmospheric and Oceanic Sciences
> >University of California, Los Angeles
> >607 Charles E Young Drive East, Young Hall, Room 4242, Los Angeles, CA
> >90095-7228, USA
> >j...@atmos.ucla.edu; 310-206-2828
> >________________________________________
> >From: Rashyd ZAABOUL [zaab...@gmail.com]
> >
> >Sent: Saturday, May 31, 2014 11:58 PM
> >To: Kim, Jinwon
> >Cc: san...@tropmet.res.in;
> >rama...@tropmet.res.in <mailto:rama...@tropmet.res.in>; Joyce, Michael J
> >(398J); rcmes-dev;
> >cameron.e.good...@jpl.nasa.gov <mailto:cameron.e.good...@jpl.nasa.gov>
> >Subject: Re: failed to run rcmes following the step-by-step document
> >
> >
> >Hi Kim,
> >
> >Thank you for your help. I'm sorry but I'm getting confused with all
> >these different packages I received from you and your colleagues!. The
> >last one you just sent to me still contains params = db.getParams() in
> >rcmet.py at line 194. I've replaced this file
> > with the one sent by Cameron before and it seems to be ok. But when I've
> >tried to reproduce the result you sent to me (with obsSource=1) I got
> >this error :
> >
> >...
> >data_prep is completed: both obs and mdl data are re-gridded to a common
> >analysis grid
> >Traceback (most recent call last):
> >  File "rcmet.py", line 299, in <module>
> >    runUsingConfig(args.CONFIG)
> >  File "rcmet.py", line 237, in runUsingConfig
> >
> >(jobProperties,obsSource,obsDatasetList,obsList,obsVarName,obsLonName,obsL
> >atName,obsTimeName,obsTimestep,gridBox,models)
> >ValueError: too many values to unpack
> >
> >Do you know how can I fix this please?
> >
> >NOTE: with obsSource=0 I got :
> >No input observation data file. EXIT
> >
> >Thanks and regards
> >Rashyd
> >
> >
> >
> >2014-05-29 20:08 GMT+04:00 Kim, Jinwon
> ><j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu>>:
> >To all,
> >
> >*** Please update your RCMET with the attached version 2.1.3. ***
> >
> >I found that some files included in the earlier tar file for the release
> >version 2.1.3 have some critical issues. Now I've applied all fixes and
> >successfully ran a test case with a MENA domain dataset; the version
> >works properly now. I apologize for inconvenience.
> >
> >Rashyd:
> >Please see the two attached figures for the MENA domain (model bias, GPCP
> >climatology for 1991-2000 over the MENA domain) for your reference. The
> >configure file for this processing is:
> >"rcmet2.1.3/src/main/python/rcmes/cordexcordexMENA.cfg". The analysis
> >domain has been adjusted to fit the MENA domain.
> >
> >
> >Aanjay and Rama:
> >The code also works fine with the India domain. The two attached figures
> >for the India domain shows the TRMM climatology for 98-2000 and the bias
> >of model ensemble against TRMM for the same period. The sample configure
> >file is: cordexIndia.cfg under resources/
> > (the same location as the MENA config file).
> >
> >Please contact me/mike/rcmes-dev if you have any questions.
> >
> >
> >With best regards,
> >-----------------------------------------------------------------
> >Jinwon Kim
> >Joint Institute for Regional Earth System Science and Engineering and
> >Dept. Atmospheric and Oceanic Sciences
> >University of California, Los Angeles
> >607 Charles E Young Drive East, Young Hall, Room 4242, Los Angeles, CA
> >90095-7228, USA
> >
> >j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu>; 310-206-2828
> >________________________________________
> >From: Rashyd ZAABOUL [zaab...@gmail.com<mailto:zaab...@gmail.com>]
> >
> >Sent: Thursday, May 29, 2014 12:07 AM
> >To: Kim, Jinwon
> >Cc: Joyce, Michael J (398J); rcmes-dev
> >Subject: Re: failed to run rcmes following the step-by-step document
> >
> >Hi Michael,
> >The package you've just sent to me contains the same rcmet.py as the
> >package 2.1.2 and has on line 194 :
> >   params = db.getParams()
> >
> >Is it the right one? Because I'm still having the same error :
> >
> >Running using config file: ../rcmes/resources/cordexAF.cfg
> >Traceback (most recent call last):
> >  File "rcmet.py", line 299, in <module>
> >    runUsingConfig(args.CONFIG)
> >  File "rcmet.py", line 194, in runUsingConfig
> >    params = db.getParams()
> >AttributeError: 'module' object has no attribute 'getParams'
> >
> >I've attached one of the files that I'm trying to use.
> >
> >Thanks again
> >Rashyd
> >
> >
> >
> >
> >2014-05-29 10:29 GMT+04:00 Kim, Jinwon
> ><j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu><mailto:
> j...@atmos.ucla.ed
> >u<mailto:j...@atmos.ucla.edu>>>:
> >Here comes the attachment.
> >
> >-----------------------------------------------------------------
> >Jinwon Kim
> >Joint Institute for Regional Earth System Science and Engineering and
> >Dept. Atmospheric and Oceanic Sciences
> >University of California, Los Angeles
> >607 Charles E Young Drive East, Young Hall, Room 4242, Los Angeles, CA
> >90095-7228, USA
> >
> >j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu><mailto:
> j...@atmos.ucla.edu
> ><mailto:j...@atmos.ucla.edu>>;
> > 310-206-2828
> >________________________________________
> >From: Rashyd ZAABOUL
> >[zaab...@gmail.com<mailto:zaab...@gmail.com><mailto:zaab...@gmail.com
> <mail
> >to:zaab...@gmail.com>>]
> >
> >Sent: Wednesday, May 28, 2014 10:27 PM
> >To: Joyce, Michael J (398J)
> >Cc: Kim, Jinwon; rcmes-dev
> >Subject: Re: failed to run rcmes following the step-by-step document
> >
> >Hi Michael,
> >
> >With the new Jinwon's RCMET version 2.1.3 I got this error :
> >
> >Running using config file: ../rcmes/resources/cordexAF.cfg
> >Traceback (most recent call last):
> >  File "rcmet.py", line 299, in <module>
> >    runUsingConfig(args.CONFIG)
> >  File "rcmet.py", line 194, in runUsingConfig
> >    params = db.getParams()
> >AttributeError: 'module' object has no attribute 'getParams'
> >
> >My
> >PYTHONPATH=/home/wrf/rcmet-2.1.3:/home/wrf/rcmet-2.1.3/src/main/python/rcm
> >es
> >
> >I'm using files for precipitation exactly as I download them from ESGF
> >portal for CORDEX MENA domain. The files I'm using are :
> >
> >pr_MNA-44_CNRM-CERFACS-CNRM-CM5_historical_r1i1p1_SMHI-RCA4_v1_mon_197101-
> >198012.nc
> >pr_MNA-44_CNRM-CERFACS-CNRM-CM5_historical_r1i1p1_SMHI-RCA4_v1_mon_198101-
> >199012.nc
> >pr_MNA-44_CNRM-CERFACS-CNRM-CM5_historical_r1i1p1_SMHI-RCA4_v1_mon_199101-
> >200012.nc
> >pr_MNA-44_CNRM-CERFACS-CNRM-CM5_historical_r1i1p1_SMHI-RCA4_v1_mon_200101-
> >200512.nc
> >pr_MNA-44_ICHEC-EC-EARTH_historical_r12i1p1_SMHI-RCA4_v1_mon_197101-198012
> >.nc
> >pr_MNA-44_ICHEC-EC-EARTH_historical_r12i1p1_SMHI-RCA4_v1_mon_198101-199012
> >.nc
> >pr_MNA-44_ICHEC-EC-EARTH_historical_r12i1p1_SMHI-RCA4_v1_mon_199101-200012
> >.nc
> >pr_MNA-44_ICHEC-EC-EARTH_historical_r12i1p1_SMHI-RCA4_v1_mon_200101-200512
> >.nc
> >pr_MNA-44_NOAA-GFDL-GFDL-ESM2M_historical_r1i1p1_SMHI-RCA4_v1_mon_197101-1
> >98012.nc
> >pr_MNA-44_NOAA-GFDL-GFDL-ESM2M_historical_r1i1p1_SMHI-RCA4_v1_mon_198101-1
> >99012.nc
> >pr_MNA-44_NOAA-GFDL-GFDL-ESM2M_historical_r1i1p1_SMHI-RCA4_v1_mon_199101-2
> >00012.nc
> >pr_MNA-44_NOAA-GFDL-GFDL-ESM2M_historical_r1i1p1_SMHI-RCA4_v1_mon_200101-2
> >00512.nc
> >
> >
> >Do I have to pre-process this data first before I can use it with RCMET ?
> >
> >I've attached my config file to check if I'm missing something.
> >
> >Thanks for your help
> >
> >Rashyd
> >
> >
> >
> >
> >2014-05-28 18:05 GMT+04:00 Joyce, Michael J (398J)
> ><michael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov
> ><mailto:
> >michael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov
> >><mailto:
> >michael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov><mailto:
> M
> >ichael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov>>>>:
> >Hi Rashyd,
> >
> >It looks like your¹e using one of Jinwon¹s RCMET versions. He recently
> >released a newer version that may resolve some of your problems. You can
> >find and download it at [1]. I¹m sure Jinwon will be able to help you get
> >this resolved. Thank you for sending the
> > document you used. I¹ll be sure to get it and the website updated with
> >the correct information.
> >
> >[1]
> >https://github.com/apache/climate/tree/jinwon-rcmet-2.1.3
> ><https://github.com/apache/climate/tree/jinwon-rcmet-2.1.3>
> >
> >Thanks much!
> >
> >--
> >Michael J. Joyce
> >Engineering Applications Software Engineer
> >Instrument Software and Science Data Systems
> >NASA Jet Propulsion Laboratory
> >California Institute of Technology
> >4800 Oak Grove Drive
> >Pasadena, California 91109
> >Mail Stop: 158-242
> >Tel: (818) 354-7550
> >Fax: (818) 393-1370
> >
> >
> >
> >From: Rashyd ZAABOUL
> ><zaab...@gmail.com<mailto:zaab...@gmail.com><mailto:zaab...@gmail.com
> <mail
> >to:zaab...@gmail.com>><mailto:zaab...@gmail.com<mailto:zaab...@gmail.com
> ><
> >mailto:zaab...@gmail.com<mailto:zaab...@gmail.com>>>>
> >Date: Wednesday, May 28, 2014 at 5:09 AM
> >
> >To: "Kim, Jinwon (329M-Affiliate)"
> ><j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu><mailto:
> j...@atmos.ucla.ed
> >u<mailto:j...@atmos.ucla.edu>><mailto:j...@atmos.ucla.edu<mailto:
> jkim@atmo
> >s.ucla.edu><mailto:j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu>>>>
> >Cc: rcmes-dev
> ><rcmes-...@jpl.nasa.gov<mailto:rcmes-...@jpl.nasa.gov><mailto:
> rcmes-dev@jp
> >l.nasa.gov<mailto:rcmes-...@jpl.nasa.gov>><mailto:rcmes-...@jpl.nasa.gov
> <m
> >ailto:rcmes-...@jpl.nasa.gov><mailto:rcmes-...@jpl.nasa.gov<mailto:
> rcmes-d
> >e...@jpl.nasa.gov>>>>,
> > JPL
> ><michael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov
> ><mailto:
> >michael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov
> >><mailto:
> >michael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov><mailto:
> M
> >ichael.j.jo...@jpl.nasa.gov<mailto:michael.j.jo...@jpl.nasa.gov>>>>
> >Subject: Re: failed to run rcmes following the step-by-step document
> >
> >Hi Jim and Michael,
> >
> >I've modified the script
> >~rcmet-2.1.2/src/main/python/rcmes/storage/rcmed.py by replacing
> >json.loads function by simplejson.loads one to get more details on the
> >error and this is what I got :
> >
> >Running using config file: ../rcmes/resources/mena.cfg
> >Traceback (most recent call last):
> >  File "rcmet.py", line 299, in <module>
> >    runUsingConfig(args.CONFIG)
> >  File "rcmet.py", line 194, in runUsingConfig
> >    params = db.getParams()
> >  File "/home/rcmes/rcmet-2.1.2/src/main/python/rcmes/storage/rcmed.py",
> >line 27, in getParams
> >    paramDict = simplejson.loads(httpRequest.text)
> >  File
> >"/home/rcmes/anaconda/lib/python2.7/site-packages/simplejson-3.5.2-py2.7-l
> >inux-x86_64.egg/simplejson/__init__.py", line 501, in loads
> >    return _default_decoder.decode(s)
> >  File
> >"/home/rcmes/anaconda/lib/python2.7/site-packages/simplejson-3.5.2-py2.7-l
> >inux-x86_64.egg/simplejson/decoder.py", line 370, in decode
> >    obj, end = self.raw_decode(s)
> >  File
> >"/home/rcmes/anaconda/lib/python2.7/site-packages/simplejson-3.5.2-py2.7-l
> >inux-x86_64.egg/simplejson/decoder.py", line 389, in raw_decode
> >    return self.scan_once(s, idx=_w(s, idx).end())
> >simplejson.scanner.JSONDecodeError: Expecting value: line 1 column 1
> >(char 0)
> >
> >What does this error mean ? I'm afraid the database RCMED is down while
> >I'm trying to get data out of it !
> >
> >Best regards
> >Rashyd
> >
> >
> >
> >
> >2014-05-27 8:13 GMT-07:00 Kim, Jinwon
> ><j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu><mailto:
> j...@atmos.ucla.ed
> >u<mailto:j...@atmos.ucla.edu>><mailto:j...@atmos.ucla.edu<mailto:
> jkim@atmo
> >s.ucla.edu><mailto:j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu>>>>:
> >Thanks for your interests.
> >
> >For organizing your data:
> >
> >You can put your model data in your own directory. Then specify the link
> >to the data (or data files) in the configure file, [MODEL] block. The
> >code currently takes netcdf format files for input.
> >
> >If you use the observed data in the RCMES database, just specify the
> >parameter numbers in the [RCMED] block, also in the configure file. If
> >you use your own observation data, you can specify it in the same block
> >(it also takes netcdf-format files).
> >
> >Hope this helps.
> >
> >
> >With best regards,
> >
> >-----------------------------------------------------------------
> >Jinwon Kim
> >Joint Institute for Regional Earth System Science and Engineering and
> >Dept. Atmospheric and Oceanic Sciences
> >University of California, Los Angeles
> >607 Charles E Young Drive East, Young Hall, Room 4242, Los Angeles, CA
> >90095-7228, USA
> >
> >j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu><mailto:
> j...@atmos.ucla.edu
> ><mailto:j...@atmos.ucla.edu>><mailto:j...@atmos.ucla.edu<mailto:
> jkim@atmos
> >.ucla.edu><mailto:j...@atmos.ucla.edu<mailto:j...@atmos.ucla.edu>>>;
> > 310-206-2828
> >________________________________________
> >From: Rashyd ZAABOUL
> >[zaab...@gmail.com<mailto:zaab...@gmail.com><mailto:zaab...@gmail.com
> <mail
> >to:zaab...@gmail.com>><mailto:zaab...@gmail.com<mailto:zaab...@gmail.com
> ><
> >mailto:zaab...@gmail.com<mailto:zaab...@gmail.com>>>]
> >Sent: Tuesday, May 27, 2014 7:59 AM
> >
> >To:
> >rcmes-...@jpl.nasa.gov<mailto:rcmes-...@jpl.nasa.gov><mailto:
> rcmes-dev@jpl
> >.nasa.gov<mailto:rcmes-...@jpl.nasa.gov>><mailto:rcmes-...@jpl.nasa.gov
> <ma
> >ilto:rcmes-...@jpl.nasa.gov><mailto:rcmes-...@jpl.nasa.gov<mailto:
> rcmes-de
> >v...@jpl.nasa.gov>>>
> >Subject: failed to run rcmes following the step-by-step document
> >
> >Hi
> >I'm trying to use RCMES to evaluate CORDEX models outputs against CRU,
> >TRMM ... I followed the step-by-step document but it seems that something
> >is missing there. For example it doesn't tell how to organize my data?
> >where to put the observations ...
> >
> >Could you please provide me with any useful documentation that can help
> >me setup RCMES to evaluate those models?
> >
> >Thanks
> >Rashyd
> >
> >--
> >Rashyd Zaaboul
> >Climate and Water Modeling Scientist
> >International Center for Biosaline Agriculture
> >P.O. Box 14660 Dubai, UAE
> >Mobile  : +971 50 675 2007
> >Office : +971 4 336 1100 x 259
> >
> >r.zaab...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaa
> >b...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae>><mailto:
> r.zaaboul
> >@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaaboul@bios
> >aline.org.ae<mailto:r.zaab...@biosaline.org.ae>>><mailto:
> r.zaaboul@biosali
> >ne.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaab...@biosaline.or
> >g.ae<mailto:r.zaab...@biosaline.org.ae>><mailto:
> r.zaab...@biosaline.org.ae
> ><mailto:r.zaab...@biosaline.org.ae><mailto:r.zaab...@biosaline.org.ae
> <mail
> >to:r.zaab...@biosaline.org.ae>>>>
> >
> >Please consider the environment before printing this e-mail
> >
> >
> >
> >--
> >Rashyd Zaaboul
> >Climate and Water Modeling Scientist
> >International Center for Biosaline Agriculture
> >P.O. Box 14660 Dubai, UAE
> >Mobile  : +971 50 675 2007
> >Office : +971 4 336 1100 x 259
> >r.zaab...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaa
> >b...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae>><mailto:
> r.zaaboul
> >@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaaboul@bios
> >aline.org.ae<mailto:r.zaab...@biosaline.org.ae>>>
> >
> >Please consider the environment before printing this e-mail
> >
> >
> >
> >--
> >Rashyd Zaaboul
> >Climate and Water Modeling Scientist
> >International Center for Biosaline Agriculture
> >P.O. Box 14660 Dubai, UAE
> >Mobile  : +971 50 675 2007
> >Office : +971 4 336 1100 x 259
> >r.zaab...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaa
> >b...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae>><mailto:
> r.zaaboul
> >@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaaboul@bios
> >aline.org.ae<mailto:r.zaab...@biosaline.org.ae>>>
> >
> >Please consider the environment before printing this e-mail
> >
> >
> >
> >--
> >Rashyd Zaaboul
> >Climate and Water Modeling Scientist
> >International Center for Biosaline Agriculture
> >P.O. Box 14660 Dubai, UAE
> >Mobile  : +971 50 675 2007
> >Office : +971 4 336 1100 x 259
> >r.zaab...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae><mailto:
> r.zaa
> >b...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae>>
> >
> >Please consider the environment before printing this e-mail
> >
> >
> >
> >--
> >Rashyd Zaaboul
> >Climate and Water Modeling Scientist
> >International Center for Biosaline Agriculture
> >P.O. Box 14660 Dubai, UAE
> >Mobile  : +971 50 675 2007
> >Office : +971 4 336 1100 x 259
> >r.zaab...@biosaline.org.ae<mailto:r.zaab...@biosaline.org.ae>
> >
> >Please consider the environment before printing this e-mail
> >
> >
> >
> >
> >
> >
> >
> >
> >--
> >Rashyd Zaaboul
> >
> >Climate and Water Modeling Scientist
> >
> >International Center for Biosaline Agriculture
> >P.O. Box 14660 Dubai, UAE
> >Mobile  : +971 50 675 2007
> >Office : +971 4 336 1100 x 259
> >
> >r.zaab...@biosaline.org.ae
> >
> >Please consider the environment before printing this e-mail
> >
> >
>
>


-- 
Rashyd Zaaboul
*Climate and Water Modeling Scientist*
International Center for Biosaline Agriculture
P.O. Box 14660 Dubai, UAE
Mobile  : +971 50 675 2007
Office : +971 4 336 1100 x 259
r.zaab...@biosaline.org.ae

*Please consider the environment before printing this e-mail*