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The outline of this page is :
1) Problem description
2) Program flow
3) Test data file and caveats
Data date of predefined data set is: 2019-10-15 till 2019-10-17
1) Description
The WIGOS id contains four parts such as 0-2XXXX-0-YYYYY,
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old stations and their WIGOS ids.
2)Program description
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''' Created on 22 Oct 2019 # Copyright 2005-2018 ECMWF. # This software is licensed under the terms of the Apache Licence Version 2.0 # which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. # In applying this licence, ECMWF does not waive the privileges and immunities # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction This is a test program to encode Wigos Synop requires 1) ecCodes version 2.814.1 or above (available at https://confluence.ecmwf.int/display/ECC/Releases) 2) python3.6.8-01 To run the program -i <input bufr >./addWigosProg.py -m <mode [web|json]> -l <logFile> -o <output BUFR file>i synop_multi_subset.bufr -o out_synop_multisubset.bufr -w WIGOS_TEMP_IDENT.csv Uses BUFR version 4 template and adds the WIGOS Identifier 301150 REQUIRES TablesVersionNumber above 28 Author : Roberto Ribas Garcia ECMWF 28/10/2019 Modifications Addedperformance copy_headerimprovement function( touses keepskipExtraKeyAttributes) the header keys from the input message and codes_clone 04/11/2019 ''' from eccodes import * import argparsechanges importfor json import re import pandas as pd import numpy as np import logging import requests import os def read_cmd_line(): p=argparse.ArgumentParser() p.add_argument("-i","--input",help="input bufr file") p.SYNOP and TEMP messages 05/11/2019 fixed codes_clone issue 05/11/2019 ''' from eccodes import * import argparse import json import re import pandas as pd import numpy as np import logging import requests import os def read_cmd_line(): p=argparse.ArgumentParser() p.add_argument("-i","--input",help="input bufr file") p.add_argument("-o","--output",help="output bufr file with wigos") p.add_argument("-m","--mode",choices=["web","json"],help=" wigos source [ json file or web ]") p.add_argument("-l","--logfile",help="log file ") args=p.parse_args() return args def read_oscar_json(jsonFile): with open(jsonFile,"r") as f: jtext=json.load(f) return jtext def read_oscar_web(oscarURL="https://oscar.wmo.int/surface/rest/api/search/station?"): r=requests.get(oscarURL) jtext=json.loads(r.text) return jtext def parse_json_into_dataframe(jtext): ''' parses the JSON from the file wigosJsonFile filters the stations by wigosStationIdentifiers key in the dictionaries ''' wigosStations=[] nowigosStations=[] for d in jtext: if "wigosStationIdentifiers" in d.keys(): wigosStations.append(d) else: nowigosStations.append(d) ''' uses only the wigos 0-20XXX-0-YYYYY (surface) ''' p=re.compile("0-20\d{3}-0-\d{5}") fwigosStations=[] for d in wigosStations: wigosInfo=d["wigosStationIdentifiers"] for e in wigosInfo: if e["primary"]==True: wigosId=e["wigosStationIdentifier"] if p.match(wigosId): wigosParts=wigosId.split("-") d["wigosIdentifierSeries"]=wigosParts[0] d["wigosIssuerOfIdentifier"]=wigosParts[1] d["wigosIssueNumber"]=wigosParts[2] d["wigosLocalIdentifierCharacter"]=wigosParts[3] d["oldID"]=wigosParts[3][-5:] fwigosStations.append(d) df=pd.DataFrame(fwigosStations) df=df[["longitude","latitude","name","wigosStationIdentifiers","wigosIdentifierSeries","wigosIssuerOfIdentifier","wigosIssueNumber", "wigosLocalIdentifierCharacter","oldID"]] return df def get_ident(bid): ''' gets the ident of the message by combining blockNumber and stationNumber keys from the input BUFR file the ident may be single valued or multivalued ( only single valued are considered further) ''' ident=None if ( codes_is_defined(bid, "blockNumber") and codes_is_defined(bid,"stationNumber") ): blockNumber=codes_get_array(bid,"blockNumber") stationNumber=codes_get_array(bid,"stationNumber") if len(blockNumber)==1 and len(stationNumber)==1: ident="{0:02d}{1:03d}".format(int(blockNumber),int(stationNumber)) elif len(blockNumber)==1 and len(stationNumber)!=1: blockNumber=np.repeat(blockNumber,len(stationNumber)) ident=[str("{0:02d}{1:03d}".format(b,s)) for b,s in zip(blockNumber,stationNumber) if b!=CODES_MISSING_LONG and s!=CODES_MISSING_LONG] elif len(blockNumber)!=1 and len(stationNumber)!=1: ident=[str("{0:02d}{1:03d}".format(b,s)) for b,s in zip(blockNumber,stationNumber) if b!=CODES_MISSING_LONG and s!=CODES_MISSING_LONG] ''' return ident def copy_header(bid,obid): ''' this function copies the header keys and avoids using the default values on the output message ''' bhc=codes_get(bid,"bufrHeaderCentre") codes_set(obid,"bufrHeaderCentre",bhc) bhsc=codes_get(bid,"bufrHeaderSubCentre") codes_set(obid,"bufrHeaderSubCentre",bhsc) usn=codes_get(bid,"updateSequenceNumber") codes_set(obid,"updateSequenceNumber",usn) dc=codes_get(bid,"dataCategory") codes_set(obid,"dataCategory",dc) if codes_is_defined(bid, "internationalDataSubCategory"): idsc=codes_get(bid,"internationalDataSubCategory") codes_set(obid,"internationalDataSubCategory",idsc) dsc=codes_get(bid,"dataSubCategory") codes_set(obid,"dataSubCategory",dsc) year=codes_get(bid,"typicalYear") codes_set(obid,"typicalYear",year) month=codes_get(bid,"typicalMonth") codes_set(obid,"typicalMonth",month) day=codes_get(bid,"typicalDay") codes_set(obid,"typicalDay",day) hour=codes_get(bid,"typicalHour") codes_set(obid,"typicalHour",hour) tmin=codes_get(bid,"typicalMinute") codes_set(obid,"typicalMinute",tmin) sec=codes_get(bid,"typicalSecond") codes_set(obid,"typicalSecond",sec) return def add_wigos_info(ident,bid,wdf,obid): ''' add the wigos information to the message ident pointed by bid the wdf is the whole wigos dataframe and obid is the output bid ''' here only the first element of the list is returned to the main program this avoids lists being used in the dataframe query and breaking the logic ''' if isinstance(ident,list): ident=ident[0] return ident def add_wigos_info(ident,bid,odf,obid): ''' add the wigos information to the message ident pointed by bid the odf contains the WIGOS information for ident obid is the output handle ''' if codes_is_defined(bid, "shortDelayedDescriptorReplicationFactor"): shortDelayed=codes_get_array(bid,"shortDelayedDescriptorReplicationFactor") else: shortDelayed=None if codes_is_defined(bid, "delayedDescriptorReplicationFactor"): delayedDesc=codes_get_array(bid,"delayedDescriptorReplicationFactor") else: delayedDesc=None if codes_is_defined(bid, "extendedDelayedDescriptorReplicationFactor"): extDelayedDesc=codes_get_array(bid,"extendedDelayedDescriptorReplicationFactor") else: extDelayedDesc=None nsubsets=codes_get(bid,"numberOfSubsets") if compressed=codes_is_definedget(bid, "shortDelayedDescriptorReplicationFactorcompressedData"): shortDelayedmasterTablesVersionNumber=codes_get_array(bid,"shortDelayedDescriptorReplicationFactormasterTablesVersionNumber") elseif masterTablesVersionNumber<28: shortDelayed=None masterTablesVersionNumber=28 if unexpandedDescriptors=codes_isget_definedarray(bid, "delayedDescriptorReplicationFactorunexpandedDescriptors"): outUD=list(unexpandedDescriptors) delayedDesc=codes_get_array(bid,"delayedDescriptorReplicationFactor") outUD.insert(0,301150) else: delayedDesc=None ''' only treat the uncompressed messages with 1 subset for future add treatment of compressed messages nsubsets=codes_get(bid,"numberOfSubsets") compressed=codes_get(bid,"compressedData")with more than 1 subset ''' masterTablesVersionNumber=codes_get(bid,"masterTablesVersionNumber") if masterTablesVersionNumber<28compressed==0 and nsubsets==1: masterTablesVersionNumber=28 ''' IMPORTANT, takes into account delayed replications unexpandedDescriptors=codes_get_array(bid,"unexpandedDescriptors")( all possible cases) to accommodate outUD=list(unexpandedDescriptors) outUD.insert(0,301150) SYNOP + TEMP messages ''' only treat the uncompressed messagesif withshortDelayed 1is subsetnot None: for future add treatment of compressed messages with more than 1 subset ''' codes_set_array(obid,"inputShortDelayedDescriptorReplicationFactor",shortDelayed) if delayedDesc is not None: if compressed==0 and nsubsets==1: codes_set_array(obid,"inputDelayedDescriptorReplicationFactor",delayedDesc) if shortDelayedextDelayedDesc is not None: codes_set_array(obid,"inputShortDelayedDescriptorReplicationFactorinputExtendedDelayedDescriptorReplicationFactor",shortDelayedextDelayedDesc) if delayedDesc is not None: codes_set(obid,"masterTablesVersionNumber",masterTablesVersionNumber) codes_set_array(obid,"inputDelayedDescriptorReplicationFactornumberOfSubsets",delayedDescnsubsets) copy_header(bid,obid) codes_set_array(obid, "masterTablesVersionNumberunexpandedDescriptors",masterTablesVersionNumberoutUD) codes_set(obid,"numberOfSubsets",nsubsets) wis=odf["wigosIdentifierSeries"].values if odf=wdf.query("oldID=='{0}'".format(ident))len(wis)!=1: if not odf.empty: wis=wis[0] codes_set_array(obid, "unexpandedDescriptorswigosIdentifierSeries",outUDint(wis)) wiswid=odf["wigosIdentifierSerieswigosIssuerOfIdentifier"].values if len(wiswid)!=1: wis=wiswid=wid[0] codes_set(obid,"wigosIdentifierSerieswigosIssuerOfIdentifier",int(wiswid)) widwin=odf["wigosIssuerOfIdentifierwigosIssueNumber"].values if len(widwin)!=1: wid=widwin=win[0] codes_set(obid,"wigosIssuerOfIdentifierwigosIssueNumber",int(widwin)) win=odf["wigosIssueNumber"].values if len(win)!=1:wlid=odf["wigosLocalIdentifierCharacter"].values wlid="{0:5}".format(wlid[0]) win=win[0] logging.info(" wlid here {0}".format(wlid)) codes_set(obid,"wigosIssueNumberwigosLocalIdentifierCharacter",intstr(winwlid)) codes_bufr_copy_data(bid,obid) else: logging.info(" skipping compressed message id {0} with {1} subsets wlid=odf["wigosLocalIdentifierCharacter"].values .format(ident,nsubsets)) return wlid="{0:5}".format(wlid[0]) def main(): logging.infoprint("ecCodes wlid hereversion {0}".format(wlidcodes_get_api_version())) args=read_cmd_line() logfile=args.logfile codes_set(obid,"wigosLocalIdentifierCharacter",str(wlid))logging.basicConfig(filename=logfile,level=logging.INFO,filemode="w") infile=args.input outfile=args.output codes_bufr_copy_data(bid,obid) mode=args.mode elseif mode=="web": jtext=read_oscar_web() logging.info(" wigos {0} is empty for ident {1}".format(ident,odf["wigosLocalIdentifierCharacter"].values)) else: logging.info(" skipping compressed message id {0} with {1} subsets ".format(ident,nsubsets)) return obid def main(): args=read_cmd_line() logfile=args.logfile logging.basicConfig(filename=logfile,level=logging.INFO,filemode="w") infile=args.input outfile=args.output mode=args.mode if mode=="web": jtext=read_oscar_web() cdirectory=os.getcwd() oscarFile=os.path.join(cdirectory,"oscar.json") with open(oscarFile,"w") as f: json.dump(jtext,f) else cdirectory=os.getcwd() oscarFile=os.path.join(cdirectory,"oscar.json") with open(oscarFile,"w") as f: json.dump(jtext,f) else: cdirectory=os.getcwd() oscarFile=os.path.join(cdirectory,"oscar.json") with open(oscarFile,"r") as f: jtext=json.load(f) wigosDf=parse_json_into_dataframe(jtext) f=open(infile,"rb") nmsg=codes_count_in_file(f) fout=open(outfile,"wb") for i in range(0,nmsg): cdirectory=os.getcwd(bid=codes_bufr_new_from_file(f) oscarFile=os.path.join(cdirectory,"oscar.json"obid=codes_clone(bid) with open(oscarFile,"r") as f:codes_set(bid, 'skipExtraKeyAttributes', 1) codes_set(bid,"unpack",1) jtext=json.load(f ident=get_ident(bid) if ident: wigosDf=parse_json_into_dataframe(jtext) f=open(infile,"rb") nmsg=codes_count_in_file(f) fout=open(outfile,"wb") for i in range(0,nmsg): logging.info (" \t message {0} ident {1} ".format(i+1,ident)) odf=wigosDf.query("oldID=='{0}'".format(ident)) obid=codes_bufr_new_from_samples("BUFR4") bid=codes_bufr_new_from_file(f) if not odf.empty: codes_set(bid,"unpack",1) ident=get_ident(bidadd_wigos_info(ident,bid, odf,obid) if ident: codes_write(obid,fout) logging.info (" \t message {0} ident {1} ".format(i+1,ident)) else: add_wigos_info(ident,bid, wigosDf, obid) logging.info(" wigos {0} is empty for codes_write(obid,foutident {1}".format(ident,odf["wigosLocalIdentifierCharacter"].values)) else: logging.info ("message {0} rejected ".format(i+1)) codes_release(obid) codes_release(bid) f.close() print (" finished") if __name__ == '__main__': main() |
The program can be called with the following arguments
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that are uncompressed ( compressed =0) and single subset ( numberOfSubsets=1) if their ident matches the ones in wigosDf.
5) a new function ( copy_header) was added to avoid changing the header of the message. Now, it copies the keys from bid to obid except typicalDate which is read onlyIf get_ident function founds many idents on a message only returns the first one.
During program execution a log file is generated containing information about the processing.
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- Only uncompressed messages (compressed =0) and single subset (numberOfSubsets=1) are considered
- The Oscar information retrieved from the web server has to be cleared for this program to work. This is the goal of the function parse_json_into_dataframe that uses regular expressions to filter out the WIGOS data.
- When setting the WIGOS information It is important to preserve the data types , for example "wigosLocalIdentifierCharacter" is a character string.
- The masterTablesVersionNumber must be above 28 otherwise no WIGOS ids can be added. This is done in the add_wigos_info function that updates the table version number key for each message processed.
Results
The output file contains 22724 messages19543 SYNOP messages obtained from running the program on a input BUFR file containing raw SYNOP data received through GTS
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This file contains 7 TEMP messages obtained running the program on a BUFR file containing raw TEMP messages.
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