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What is the objective of this page?
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To help users to improve S2S CMA MARS requests performance via the WebAPI. 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?
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The idea is to request as much data as possible from the same tape file. The natural way to group requests would be: Note the following:
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Best practise to iterate over all hindcastDates of several hindcastYears for CMA
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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 |
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for hindcastYear in hindcastYears |
Web-API examples:
A CMA reforecast request for one hindcastDate
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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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#!/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
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Please note: use the variable "target" to write each hindcastDate on a separate file . |
v1.0
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#!/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) |
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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
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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
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