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***************  This page is under construction!    *****************

 

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 What is the objective of this page?

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Info

To help users to improve S2S CMA MARS requests performance via the WebAPI.

(lightbulb) A good understanding of the MARS efficiency issues is essential especially for users that are interested in downloading large amounts of data.

 

How is the S2S reforecast data organised in MARS?

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What would be the natural way to group requests?

 

Info

The idea is to request as much data as possible from the same tape file. The natural way to group requests would be:
all parameters, all levels, all members, all time-steps for 1 hindcast date for a type of level for a type

(warning) Note the following:

  1. 'all' means 'all' that the user wants. It doesn't have to be all parameters.
  2. If a user is interested only on z500,  he may request more hindcast dates in one go, since the overall request will not be so big.

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Best practise to iterate over all hindcastDates of several hindcastYears for CMA

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Info

(lightbulb) The best approach is to iterate over the hindcastYears. For each hindcastYear iterate over all the available hindcastMonths and for each hindcastMonth iterate over all the available hindcastDays.

(warning) At this point you may wish to check CMA availability and to view a CMA request

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Info
for hindcastYear in hindcastYears
for hindcastMonth in hindcastMonths
for hindcastDay in hindcastDays
hindcastDate = HindcastYear-hindcastMonth-hindcastDay
S2S-request(hindcastDate)

 

Web-API examples:

 

A CMA reforecast request for one hindcastDate

 

Info

The request below is for all members of the perturbed forecast, 10 meter U and V wind components, for all time-steps and for model version 2014-05-01

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Code Block
languagepy
#!/usr/bin/env python
from ecmwfapi import ECMWFDataServer
modelVersionDate = "2014-05-01"  # This is the first model version for CMA (babj)
hindcastDate = "2014-04-01"      # The selected hindcast date
server = ECMWFDataServer()
server.retrieve({
    "class": "s2",
    "dataset": "s2s",
    "date": modelVersionDate,
    "expver": "prod",
    "hdate": hindcastDate, 
    "levtype": "sfc",
    "origin": "babj",
    "param": "165/166",
    "step": "24/to/1440/by/24",
    "stream": "enfh",
    "target": "data.pf.sfc",
    "time": "00",
    "number": "1/2/3",
    "type": "pf",
})

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A CMA reforecast request for several hindcastDates

 

Info
  • The objective of this example is to demonstrate how to make a request efficient by iterating properly over several hindcastYears, hindcastMonths and hindcastDays
  • It can be used as a starting point however you need to adapt it to your needseg to set the keyword values (eg hindcastYear).
  • In this way you can extend this request to download the whole S2S CMA reforecast,  but don't forget to check CMA availability (warning)

(warning) Please note: use the variable "target"  to write each hindcastDate on a separate file .

 

v1.0

 

Code Block
languagepy
#!/usr/bin/env python
from ecmwfapi import ECMWFDataServer
server = ECMWFDataServer()

origin = "babj"
modelVersionDate = "2014-05-01"

def retrieve_data(hindcastDate,modelVersionDate,centre):
    target = "target_s2s_%s_%s.grb" % centre % hindcastDate
    server.retrieve({
       "class": "s2",
       "dataset": "s2s",
       "date": modelVersionDate,
       "expver": "prod",
       "hdate": hindcastDate,
       "levtype": "sfc",
       "origin": centre,
       "param": "165",
       "step": "0",
       "stream": "enfh",
       "target": target,
       "time": "00",
       "type": "cf",
})

hindcastYearList = ["2012", "2013"]
hindcastMonthList = ["08", "09"]
hindcastDayList = ["01", "02"]

for hindcastYear in hindcastYearList:
   for hindcastMonth in hindcastMonthList:
       for hindcastDay in hindcastDayList:
           hindcastDate = hindcastYear + hindcastMonth + hindcastDay
               retrieve_data(hindcastDate)

 

 

 

Code Block
languagepy
titleCMA
for hindcastYear in ["2012", "2013"]:
    for hindcastMonth in ["08", "09"]:
         if hindcastMonth in ["01", "03", "05", "07", "08", "10", "12"]: hindcastDateEnd = "31"
         if hindcastMonth in [ "04", "06", "09", "11"]: hindcastDateEnd = "30"
         for hindcastDay in ["01" ... hindcastDateEnd ]:
            hindcastDate = hindcastYear+hindcastMonth+hindcastDay
            retrieve_data(hindcastDate,"2014-05-01","babj")

 

BoM example

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Some further help for setting BoM hindcast dates

Code Block
languagepy
titleBoM
for hindcastYear in ["2012", "2013"]:
    for hindcastMonth in ["08", "09"]:
         for hindcastDay in ["01"  "06" "11" "16" "21" "26"]:
            hindcastDate = hindcastYear+hindcastMonth+hindcastDay
            retrieve_data(hindcastDate,"2014-01-01","ammc")

 

Useful links 

Info

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