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• 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.

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

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

• The

• objective of this example is to demonstrate how to iterate efficiently over all the available hindcastYears, hindcastMonths and hindcastDays for a CMA reforecast request
• It can be used as a starting point, however you need to keep in mind that you have to adapt it to your needseg to set the keyword values according to your requirements ("param", "levtype", "step" etc).
• In this way you can extend this request to download the whole S2S CMA reforecast.

Please note:

• you can set the variable "target"  to write each hindcastDate on a separate file 
• taking under consideration your request's size (eg Nr of fields and volume)  you can merge several hindcastDates on the same "target"
  

#!/usr/bin/env python
import calendar
from ecmwfapi import ECMWFDataServer
server = ECMWFDataServer()

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

def retrieve_cma_reforecast():
    """       
        # This is the first model version for CMA (babj)
hindcastDate = "2014-04-01"A function to demonstrate how to iterate efficiently over all hindcastYears, hindcastMonths etc     
       for a particular cma_reforecast_request.      
       Change the variables below to adapt the iteration to your needs 
    """
    hindcastYearStart = 1994
    hindcastYearEnd = 2014
    hindcastMonthStart = 1
    hindcastMonthEnd = 12
    
    for hindcastYear in list(range(hindcastYearStart, hindcastYearEnd + 1)):
        for hindcastMonth in list(range(hindcastMonthStart, hindcastMonthEnd + 1)):
            numberOfDays = calendar.monthrange(hindcastYear, hindcastMonth)[1]
            for hindcastDay in list(range(numberOfDays)):
                hindcastDate = '%04d%02d%02d' % (
                    hindcastYear, hindcastMonth, hindcastDay + 1)
                target = "%s%s.grb" % (origin, hindcastDate)
            #  The selected hindcast date
server = ECMWFDataServer()
 cma_reforecast_request(hindcastDate, target)

def cma_reforecast_request(hindcastDate, target):
    """       
        A CMA reforecast request. Change the keywords below to adapt it to your needs.   
    """
    
    server.retrieve({
        "class": "s2",
        "dataset": "s2s",
        "date": modelVersionDate,
        "expver": "prod",
        "hdate": hindcastDate,
 
       "levtype": "sfc",
        "origin": "babj"origin,
        "param": "165/166",
        "step": "24/to/1440/by/24",
        "stream": "enfh",
        "target": "data.pf.sfc"target,
        "time": "00",
        "number": "1/2/3",
         "type": "pf",
})

• CMA re-forecast examplesrequests
• ECMWF Web API Home
• CMA re-forecast availability
• A brief description of reforecasts