[efdb01a] | 1 | #!/usr/bin/env python |
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| 2 | # -*- coding: utf-8 -*- |
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[991df6a] | 3 | #******************************************************************************* |
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| 4 | # @Author: Anne Fouilloux (University of Oslo) |
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| 5 | # |
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| 6 | # @Date: October 2014 |
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| 7 | # |
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| 8 | # @Change History: |
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| 9 | # |
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| 10 | # November 2015 - Leopold Haimberger (University of Vienna): |
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[ff99eae] | 11 | # - optimized display_info |
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| 12 | # - optimized data_retrieve and seperate between python and shell |
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[991df6a] | 13 | # script call |
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| 14 | # |
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| 15 | # February 2018 - Anne Philipp (University of Vienna): |
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| 16 | # - applied PEP8 style guide |
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| 17 | # - added documentation |
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| 18 | # - applied some minor modifications in programming style/structure |
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[6f951ca] | 19 | # - added writing of mars request attributes to a csv file |
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[991df6a] | 20 | # |
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| 21 | # @License: |
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[6f951ca] | 22 | # (C) Copyright 2014-2019. |
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| 23 | # Anne Philipp, Leopold Haimberger |
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[991df6a] | 24 | # |
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[6f951ca] | 25 | # This work is licensed under the Creative Commons Attribution 4.0 |
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| 26 | # International License. To view a copy of this license, visit |
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| 27 | # http://creativecommons.org/licenses/by/4.0/ or send a letter to |
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| 28 | # Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. |
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[991df6a] | 29 | #******************************************************************************* |
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| 30 | |
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| 31 | # ------------------------------------------------------------------------------ |
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[efdb01a] | 32 | # MODULES |
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| 33 | # ------------------------------------------------------------------------------ |
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| 34 | import os |
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[ca867de] | 35 | import sys |
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| 36 | import subprocess |
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[f20af73] | 37 | import traceback |
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[efdb01a] | 38 | |
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[ca867de] | 39 | # software specific classes and modules from flex_extract |
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| 40 | sys.path.append('../') |
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[2fb99de] | 41 | import _config |
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[f20af73] | 42 | try: |
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| 43 | ec_api = True |
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| 44 | import ecmwfapi |
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| 45 | except ImportError: |
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| 46 | ec_api = False |
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| 47 | |
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| 48 | try: |
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| 49 | cds_api = True |
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| 50 | import cdsapi |
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| 51 | except ImportError: |
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| 52 | cds_api = False |
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[efdb01a] | 53 | # ------------------------------------------------------------------------------ |
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| 54 | # CLASS |
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| 55 | # ------------------------------------------------------------------------------ |
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[ff99eae] | 56 | class MarsRetrieval(object): |
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[6f951ca] | 57 | '''Specific syntax and content for submission of MARS retrievals. |
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| 58 | |
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| 59 | A MARS revtrieval has a specific syntax with a selection of keywords and |
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| 60 | their corresponding values. This class provides the necessary functions |
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| 61 | by displaying the selected parameters and their values and the actual |
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| 62 | retrievement of the data through a mars request or a Python web api |
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| 63 | interface. The initialization already expects all the keyword values. |
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[efdb01a] | 64 | |
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| 65 | A description of MARS keywords/arguments and examples of their |
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| 66 | values can be found here: |
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| 67 | https://software.ecmwf.int/wiki/display/UDOC/\ |
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| 68 | Identification+keywords#Identificationkeywords-class |
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[6f951ca] | 69 | |
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| 70 | Attributes |
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| 71 | ---------- |
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| 72 | server : ECMWFService or ECMWFDataServer |
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| 73 | This is the connection to the ECMWF data servers. |
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| 74 | |
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| 75 | public : int |
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| 76 | Decides which Web API Server version is used. |
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| 77 | |
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| 78 | marsclass : str, optional |
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| 79 | Characterisation of dataset. |
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| 80 | |
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| 81 | dataset : str, optional |
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| 82 | For public datasets there is the specific naming and parameter |
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| 83 | dataset which has to be used to characterize the type of |
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| 84 | data. |
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| 85 | |
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| 86 | type : str, optional |
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| 87 | Determines the type of fields to be retrieved. |
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| 88 | |
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| 89 | levtype : str, optional |
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| 90 | Denotes type of level. |
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| 91 | |
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| 92 | levelist : str, optional |
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| 93 | Specifies the required levels. |
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| 94 | |
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| 95 | repres : str, optional |
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| 96 | Selects the representation of the archived data. |
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| 97 | |
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| 98 | date : str, optional |
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| 99 | Specifies the Analysis date, the Forecast base date or |
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| 100 | Observations date. |
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| 101 | |
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| 102 | resol : str, optional |
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| 103 | Specifies the desired triangular truncation of retrieved data, |
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| 104 | before carrying out any other selected post-processing. |
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| 105 | |
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| 106 | stream : str, optional |
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| 107 | Identifies the forecasting system used to generate the data. |
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| 108 | |
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| 109 | area : str, optional |
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| 110 | Specifies the desired sub-area of data to be extracted. |
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| 111 | |
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| 112 | time : str, optional |
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| 113 | Specifies the time of the data in hours and minutes. |
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| 114 | |
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| 115 | step : str, optional |
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| 116 | Specifies the forecast time step from forecast base time. |
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| 117 | |
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| 118 | expver : str, optional |
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| 119 | The version of the dataset. |
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| 120 | |
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| 121 | number : str, optional |
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| 122 | Selects the member in ensemble forecast run. |
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| 123 | |
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| 124 | accuracy : str, optional |
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| 125 | Specifies the number of bits per value to be used in the |
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| 126 | generated GRIB coded fields. |
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| 127 | |
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| 128 | grid : str, optional |
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| 129 | Specifies the output grid which can be either a Gaussian grid |
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| 130 | or a Latitude/Longitude grid. |
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| 131 | |
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| 132 | gaussian : str, optional |
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| 133 | This parameter is deprecated and should no longer be used. |
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| 134 | Specifies the desired type of Gaussian grid for the output. |
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| 135 | |
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| 136 | target : str, optional |
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| 137 | Specifies a file into which data is to be written after |
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| 138 | retrieval or manipulation. |
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| 139 | |
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| 140 | param : str, optional |
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| 141 | Specifies the meteorological parameter. |
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[efdb01a] | 142 | ''' |
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| 143 | |
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[f20af73] | 144 | def __init__(self, server, public, marsclass="EA", dataset="", type="", |
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[5bad6ec] | 145 | levtype="", levelist="", repres="", date="", resol="", |
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| 146 | stream="", area="", time="", step="", expver="1", |
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| 147 | number="", accuracy="", grid="", gaussian="", target="", |
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[ff99eae] | 148 | param=""): |
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[274f9ef] | 149 | '''Initialises the instance of the MarsRetrieval class and |
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| 150 | defines and assigns a set of the necessary retrieval parameters |
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| 151 | for the FLEXPART input data. |
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| 152 | A description of MARS keywords/arguments, their dependencies |
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| 153 | on each other and examples of their values can be found here: |
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| 154 | |
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| 155 | https://software.ecmwf.int/wiki/display/UDOC/MARS+keywords |
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| 156 | |
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| 157 | Parameters |
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| 158 | ---------- |
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[6f951ca] | 159 | server : ECMWFService or ECMWFDataServer |
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[274f9ef] | 160 | This is the connection to the ECMWF data servers. |
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| 161 | It is needed for the pythonic access of ECMWF data. |
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| 162 | |
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[6f951ca] | 163 | public : int |
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[274f9ef] | 164 | Decides which Web API version is used: |
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| 165 | 0: member-state users and full archive access |
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| 166 | 1: public access and limited access to the public server and |
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| 167 | datasets. Needs the parameter dataset. |
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| 168 | Default is "0" and for member-state users. |
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| 169 | |
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[6f951ca] | 170 | marsclass : str, optional |
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[274f9ef] | 171 | Characterisation of dataset. E.g. EI (ERA-Interim), |
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[f20af73] | 172 | E4 (ERA40), OD (Operational archive), EA (ERA5). |
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| 173 | Default is the ERA5 dataset "EA". |
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[274f9ef] | 174 | |
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[6f951ca] | 175 | dataset : str, optional |
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[274f9ef] | 176 | For public datasets there is the specific naming and parameter |
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| 177 | dataset which has to be used to characterize the type of |
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| 178 | data. Usually there is less data available, either in times, |
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| 179 | domain or parameter. |
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| 180 | Default is an empty string. |
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| 181 | |
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[6f951ca] | 182 | type : str, optional |
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[274f9ef] | 183 | Determines the type of fields to be retrieved. |
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| 184 | Selects between observations, images or fields. |
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| 185 | Examples for fields: Analysis (an), Forecast (fc), |
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| 186 | Perturbed Forecast (pf), Control Forecast (cf) and so on. |
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| 187 | Default is an empty string. |
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| 188 | |
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[6f951ca] | 189 | levtype : str, optional |
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[274f9ef] | 190 | Denotes type of level. Has a direct implication on valid |
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| 191 | levelist values! |
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| 192 | E.g. model level (ml), pressure level (pl), surface (sfc), |
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| 193 | potential vorticity (pv), potential temperature (pt) |
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| 194 | and depth (dp). |
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| 195 | Default is an empty string. |
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| 196 | |
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[6f951ca] | 197 | levelist : str, optional |
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[274f9ef] | 198 | Specifies the required levels. It has to have a valid |
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| 199 | correspondence to the selected levtype. |
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| 200 | Examples: model level: 1/to/137, pressure levels: 500/to/1000 |
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| 201 | Default is an empty string. |
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| 202 | |
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[6f951ca] | 203 | repres : str, optional |
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[274f9ef] | 204 | Selects the representation of the archived data. |
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| 205 | E.g. sh - spherical harmonics, gg - Gaussian grid, |
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| 206 | ll - latitude/longitude, ... |
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| 207 | Default is an empty string. |
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| 208 | |
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[6f951ca] | 209 | date : str, optional |
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[274f9ef] | 210 | Specifies the Analysis date, the Forecast base date or |
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| 211 | Observations date. Valid formats are: |
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| 212 | Absolute as YYYY-MM-DD or YYYYMMDD. |
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| 213 | Default is an empty string. |
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| 214 | |
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[6f951ca] | 215 | resol : str, optional |
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[274f9ef] | 216 | Specifies the desired triangular truncation of retrieved data, |
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| 217 | before carrying out any other selected post-processing. |
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| 218 | The default is automatic truncation (auto), by which the lowest |
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| 219 | resolution compatible with the value specified in grid is |
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| 220 | automatically selected for the retrieval. |
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| 221 | Users wanting to perform post-processing from full spectral |
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| 222 | resolution should specify Archived Value (av). |
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| 223 | The following are examples of existing resolutions found in |
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| 224 | the archive: 63, 106, 159, 213, 255, 319, 399, 511, 799 or 1279. |
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| 225 | This keyword has no meaning/effect if the archived data is |
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| 226 | not in spherical harmonics representation. |
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| 227 | The best selection can be found here: |
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| 228 | https://software.ecmwf.int/wiki/display/UDOC/\ |
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| 229 | Retrieve#Retrieve-Truncationbeforeinterpolation |
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| 230 | Default is an empty string. |
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| 231 | |
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[6f951ca] | 232 | stream : str, optional |
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[274f9ef] | 233 | Identifies the forecasting system used to generate the data. |
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| 234 | E.g. oper (Atmospheric model), enfo (Ensemble forecats), ... |
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| 235 | Default is an empty string. |
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| 236 | |
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[6f951ca] | 237 | area : str, optional |
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[274f9ef] | 238 | Specifies the desired sub-area of data to be extracted. |
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| 239 | Areas can be defined to wrap around the globe. |
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| 240 | |
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| 241 | Latitude values must be given as signed numbers, with: |
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| 242 | north latitudes (i.e. north of the equator) |
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| 243 | being positive (e.g: 40.5) |
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| 244 | south latitutes (i.e. south of the equator) |
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| 245 | being negative (e.g: -50.5) |
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| 246 | Longtitude values must be given as signed numbers, with: |
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| 247 | east longitudes (i.e. east of the 0 degree meridian) |
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| 248 | being positive (e.g: 35.0) |
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| 249 | west longitudes (i.e. west of the 0 degree meridian) |
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| 250 | being negative (e.g: -20.5) |
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| 251 | |
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| 252 | E.g.: North/West/South/East |
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| 253 | Default is an empty string. |
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| 254 | |
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[6f951ca] | 255 | time : str, optional |
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[274f9ef] | 256 | Specifies the time of the data in hours and minutes. |
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| 257 | Valid values depend on the type of data: Analysis time, |
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| 258 | Forecast base time or First guess verification time |
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| 259 | (all usually at synoptic hours: 00, 06, 12 and 18 ). |
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| 260 | Observation time (any combination in hours and minutes is valid, |
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| 261 | subject to data availability in the archive). |
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| 262 | The syntax is HHMM or HH:MM. If MM is omitted it defaults to 00. |
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| 263 | Default is an empty string. |
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| 264 | |
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[6f951ca] | 265 | step : str, optional |
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[274f9ef] | 266 | Specifies the forecast time step from forecast base time. |
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| 267 | Valid values are hours (HH) from forecast base time. It also |
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| 268 | specifies the length of the forecast which verifies at |
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| 269 | First Guess time. |
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| 270 | E.g. 1/3/6-hourly |
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| 271 | Default is an empty string. |
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| 272 | |
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[6f951ca] | 273 | expver : str, optional |
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[274f9ef] | 274 | The version of the dataset. Each experiment is assigned a |
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| 275 | unique code (version). Production data is assigned 1 or 2, |
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| 276 | and experimental data in Operations 11, 12 ,... |
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| 277 | Research or Member State's experiments have a four letter |
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| 278 | experiment identifier. |
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| 279 | Default is "1". |
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| 280 | |
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[6f951ca] | 281 | number : str, optional |
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[274f9ef] | 282 | Selects the member in ensemble forecast run. (Only then it |
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| 283 | is necessary.) It has a different meaning depending on |
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| 284 | the type of data. |
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| 285 | E.g. Perturbed Forecasts: specifies the Ensemble forecast member |
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| 286 | Default is an empty string. |
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| 287 | |
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[6f951ca] | 288 | accuracy : str, optional |
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[274f9ef] | 289 | Specifies the number of bits per value to be used in the |
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| 290 | generated GRIB coded fields. |
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| 291 | A positive integer may be given to specify the preferred number |
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| 292 | of bits per packed value. This must not be greater than the |
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| 293 | number of bits normally used for a Fortran integer on the |
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| 294 | processor handling the request (typically 32 or 64 bit). |
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| 295 | Within a compute request the accuracy of the original fields |
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| 296 | can be passed to the result field by specifying accuracy=av. |
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| 297 | Default is an empty string. |
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| 298 | |
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[6f951ca] | 299 | grid : str, optional |
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[274f9ef] | 300 | Specifies the output grid which can be either a Gaussian grid |
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| 301 | or a Latitude/Longitude grid. MARS requests specifying |
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| 302 | grid=av will return the archived model grid. |
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| 303 | |
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| 304 | Lat/Lon grid: The grid spacing needs to be an integer |
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| 305 | fraction of 90 degrees e.g. grid = 0.5/0.5 |
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| 306 | |
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| 307 | Gaussian grid: specified by a letter denoting the type of |
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| 308 | Gaussian grid followed by an integer (the grid number) |
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| 309 | representing the number of lines between the Pole and Equator, |
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| 310 | e.g. |
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| 311 | grid = F160 - full (or regular) Gaussian grid with |
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| 312 | 160 latitude lines between the pole and equator |
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| 313 | grid = N320 - ECMWF original reduced Gaussian grid with |
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| 314 | 320 latitude lines between the pole and equator, |
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| 315 | see Reduced Gaussian Grids for grid numbers used at ECMWF |
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| 316 | grid = O640 - ECMWF octahedral (reduced) Gaussian grid with |
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| 317 | 640 latitude lines between the pole and equator |
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| 318 | Default is an empty string. |
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| 319 | |
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[6f951ca] | 320 | gaussian : str, optional |
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[274f9ef] | 321 | This parameter is deprecated and should no longer be used. |
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| 322 | Specifies the desired type of Gaussian grid for the output. |
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| 323 | Valid Gaussian grids are quasi-regular (reduced) or regular. |
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| 324 | Keyword gaussian can only be specified together with |
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| 325 | keyword grid. Gaussian without grid has no effect. |
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| 326 | Default is an empty string. |
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| 327 | |
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[6f951ca] | 328 | target : str, optional |
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[274f9ef] | 329 | Specifies a file into which data is to be written after |
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| 330 | retrieval or manipulation. Path names should always be |
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| 331 | enclosed in double quotes. The MARS client supports automatic |
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| 332 | generation of multiple target files using MARS keywords |
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| 333 | enclosed in square brackets [ ]. If the environment variable |
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| 334 | MARS_MULTITARGET_STRICT_FORMAT is set to 1 before calling mars, |
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| 335 | the keyword values will be used in the filename as shown by |
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| 336 | the ecCodes GRIB tool grib_ls -m, e.g. with |
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| 337 | MARS_MULTITARGET_STRICT_FORMAT set to 1 the keywords time, |
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| 338 | expver and param will be formatted as 0600, 0001 and 129.128 |
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| 339 | rather than 600, 1 and 129. |
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| 340 | Default is an empty string. |
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| 341 | |
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[6f951ca] | 342 | param : str, optional |
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[274f9ef] | 343 | Specifies the meteorological parameter. |
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| 344 | The list of meteorological parameters in MARS is extensive. |
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| 345 | Their availability is directly related to their meteorological |
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| 346 | meaning and, therefore, the rest of directives specified |
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| 347 | in the MARS request. |
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| 348 | Meteorological parameters can be specified by their |
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| 349 | GRIB code (param=130), their mnemonic (param=t) or |
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| 350 | full name (param=temperature). |
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| 351 | The list of parameter should be seperated by a "/"-sign. |
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| 352 | E.g. 130/131/133 |
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| 353 | Default is an empty string. |
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| 354 | |
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| 355 | Return |
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| 356 | ------ |
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| 357 | |
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[efdb01a] | 358 | ''' |
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| 359 | |
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| 360 | self.server = server |
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[5bad6ec] | 361 | self.public = public |
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[efdb01a] | 362 | self.marsclass = marsclass |
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[5bad6ec] | 363 | self.dataset = dataset |
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[54a8a01] | 364 | self.type = type |
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[efdb01a] | 365 | self.levtype = levtype |
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| 366 | self.levelist = levelist |
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| 367 | self.repres = repres |
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| 368 | self.date = date |
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| 369 | self.resol = resol |
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| 370 | self.stream = stream |
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| 371 | self.area = area |
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| 372 | self.time = time |
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| 373 | self.step = step |
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| 374 | self.expver = expver |
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| 375 | self.number = number |
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| 376 | self.accuracy = accuracy |
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| 377 | self.grid = grid |
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| 378 | self.gaussian = gaussian |
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| 379 | self.target = target |
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| 380 | self.param = param |
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| 381 | |
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| 382 | return |
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| 383 | |
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| 384 | |
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[ff99eae] | 385 | def display_info(self): |
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[274f9ef] | 386 | '''Prints all class attributes and their values to the |
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| 387 | standard output. |
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| 388 | |
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| 389 | Parameters |
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| 390 | ---------- |
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[efdb01a] | 391 | |
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[274f9ef] | 392 | Return |
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| 393 | ------ |
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[efdb01a] | 394 | |
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| 395 | ''' |
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| 396 | # Get all class attributes and their values as a dictionary |
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[5bad6ec] | 397 | attrs = vars(self).copy() |
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[efdb01a] | 398 | |
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| 399 | # iterate through all attributes and print them |
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| 400 | # with their corresponding values |
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| 401 | for item in attrs.items(): |
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[5bad6ec] | 402 | if item[0] in ['server', 'public']: |
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[efdb01a] | 403 | pass |
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| 404 | else: |
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[2fb99de] | 405 | print(item[0] + ': ' + str(item[1])) |
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| 406 | |
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| 407 | return |
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| 408 | |
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| 409 | |
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[295ff45] | 410 | def print_infodata_csv(self, inputdir, request_number): |
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[274f9ef] | 411 | '''Write all request parameter in alpabetical order into a "csv" file. |
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[295ff45] | 412 | |
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[274f9ef] | 413 | Parameters |
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| 414 | ---------- |
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[6f951ca] | 415 | inputdir : str |
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[274f9ef] | 416 | The path where all data from the retrievals are stored. |
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[295ff45] | 417 | |
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[6f951ca] | 418 | request_number : int |
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[274f9ef] | 419 | Number of mars requests for flux and non-flux data. |
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[295ff45] | 420 | |
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[274f9ef] | 421 | Return |
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| 422 | ------ |
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[295ff45] | 423 | |
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| 424 | ''' |
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| 425 | |
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| 426 | # Get all class attributes and their values as a dictionary |
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[5bad6ec] | 427 | attrs = vars(self).copy() |
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[295ff45] | 428 | del attrs['server'] |
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[5bad6ec] | 429 | del attrs['public'] |
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[295ff45] | 430 | |
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| 431 | # open a file to store all requests to |
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| 432 | with open(os.path.join(inputdir, |
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[70fee58] | 433 | _config.FILE_MARS_REQUESTS), 'a') as f: |
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[295ff45] | 434 | f.write(str(request_number) + ', ') |
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| 435 | f.write(', '.join(str(attrs[key]) |
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| 436 | for key in sorted(attrs.iterkeys()))) |
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| 437 | f.write('\n') |
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| 438 | |
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| 439 | return |
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| 440 | |
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[ff99eae] | 441 | def data_retrieve(self): |
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[274f9ef] | 442 | '''Submits a MARS retrieval. Depending on the existence of |
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[f20af73] | 443 | ECMWF Web-API or CDS API it is submitted via Python or a |
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[274f9ef] | 444 | subprocess in the Shell. The parameter for the mars retrieval |
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| 445 | are taken from the defined class attributes. |
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| 446 | |
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| 447 | Parameters |
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| 448 | ---------- |
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| 449 | |
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| 450 | Return |
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| 451 | ------ |
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| 452 | |
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[efdb01a] | 453 | ''' |
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| 454 | # Get all class attributes and their values as a dictionary |
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[5bad6ec] | 455 | attrs = vars(self).copy() |
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| 456 | |
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| 457 | # eliminate unnecessary attributes from the dictionary attrs |
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| 458 | del attrs['server'] |
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| 459 | del attrs['public'] |
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| 460 | |
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| 461 | # exchange parameter name for marsclass |
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| 462 | mclass = attrs.get('marsclass') |
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| 463 | del attrs['marsclass'] |
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| 464 | attrs['class'] = mclass |
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| 465 | |
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[f20af73] | 466 | # prepare target variable as needed for the Web API or CDS API mode |
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[5bad6ec] | 467 | # within the dictionary for full access |
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| 468 | # as a single variable for public access |
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| 469 | target = attrs.get('target') |
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| 470 | if not int(self.public): |
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| 471 | del attrs['target'] |
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| 472 | print('target: ' + target) |
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| 473 | |
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| 474 | # find all keys without a value and convert all other values to strings |
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| 475 | empty_keys = [] |
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[0e576fc] | 476 | for key, value in attrs.iteritems(): |
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[5bad6ec] | 477 | if value == '': |
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| 478 | empty_keys.append(str(key)) |
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[efdb01a] | 479 | else: |
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[5bad6ec] | 480 | attrs[key] = str(value) |
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| 481 | |
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| 482 | # delete all empty parameter from the dictionary |
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| 483 | for key in empty_keys: |
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| 484 | del attrs[key] |
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[efdb01a] | 485 | |
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| 486 | # MARS request via Python script |
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[5bad6ec] | 487 | if self.server: |
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[efdb01a] | 488 | try: |
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[f20af73] | 489 | if cds_api and isinstance(self.server, cdsapi.Client): |
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| 490 | print('RETRIEVE ERA5 WITH CDS API!') |
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| 491 | self.server.retrieve(_config.CDS_DATASET, |
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| 492 | attrs, target) |
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| 493 | elif ec_api and isinstance(self.server, ecmwfapi.ECMWFDataServer): |
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| 494 | print('RETRIEVE PUBLIC DATA (NOT ERA5)!') |
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[5bad6ec] | 495 | self.server.retrieve(attrs) |
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[f20af73] | 496 | elif ec_api and isinstance(self.server, ecmwfapi.ECMWFService): |
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| 497 | print('EXECUTE NON-PUBLIC RETRIEVAL (NOT ERA5)!') |
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[5bad6ec] | 498 | self.server.execute(attrs, target) |
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[0e576fc] | 499 | else: |
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[f20af73] | 500 | print('ERROR:') |
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| 501 | print('No match for Web API instance!') |
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[0e576fc] | 502 | raise IOError |
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[f20af73] | 503 | except Exception as e: |
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| 504 | print('\n\nMARS Request failed!') |
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| 505 | print(e) |
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| 506 | tb = sys.exc_info()[2] |
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| 507 | print(traceback.format_exc()) |
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| 508 | sys.exit() |
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| 509 | |
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| 510 | # MARS request via call in shell |
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[efdb01a] | 511 | else: |
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[5bad6ec] | 512 | request_str = 'ret' |
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| 513 | for key, value in attrs.iteritems(): |
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| 514 | request_str = request_str + ',' + key + '=' + str(value) |
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| 515 | request_str += ',target="' + target + '"' |
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[f20af73] | 516 | p = subprocess.Popen(['mars', '-p'], |
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[5bad6ec] | 517 | stdin=subprocess.PIPE, |
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[efdb01a] | 518 | stdout=subprocess.PIPE, |
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[5bad6ec] | 519 | stderr=subprocess.PIPE, |
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| 520 | bufsize=1) |
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| 521 | pout = p.communicate(input=request_str)[0] |
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[2fb99de] | 522 | print(pout.decode()) |
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[efdb01a] | 523 | |
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| 524 | if 'Some errors reported' in pout.decode(): |
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[2fb99de] | 525 | print('MARS Request failed - please check request') |
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[efdb01a] | 526 | raise IOError |
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[5bad6ec] | 527 | elif os.stat(target).st_size == 0: |
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[2fb99de] | 528 | print('MARS Request returned no data - please check request') |
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[efdb01a] | 529 | raise IOError |
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| 530 | |
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| 531 | return |
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