Metadata records TinyDB experiment

README.md

Overview

This gist demonstrates creating a document store of OGC API - Records records using TinyDB as a backend.

Steps

pip3 install lxml owslib tinydb
python3 create-records-tinydb.py msc-wis-dcpc-discovery-metadata.xml

create-records-tinydb.py

import json
import os
import sys

from lxml import etree
from owslib.iso import MD_Metadata
from tinydb import TinyDB, Query

index_name = 'tinydb-records.json'

if os.path.exists(index_name):
    os.remove(index_name)

db = TinyDB(index_name)


def get_anytext(bag):
    """
    generate bag of text for free text searches
    accepts list of words, string of XML, or etree.Element
    """

    if isinstance(bag, list):  # list of words
        return ' '.join([_f for _f in bag if _f]).strip()
    else:  # xml
        text_bag = []

        if isinstance(bag, (bytes, str)):
            # serialize to lxml
            bag = etree.fromstring(bag)

        for t in bag.xpath('//gco:CharacterString', namespaces={'gco': 'http://www.isotc211.org/2005/gco'}):
            if t.text is not None:
                text_bag.append(t.text.strip())

    return ' '.join(text_bag)



with open(sys.argv[1]) as fh:
    xml = etree.parse(sys.argv[1])

for record in xml.findall('//{http://www.isotc211.org/2005/gmd}MD_Metadata'):
    m = MD_Metadata(record)

    _raw_metadata = m.xml.decode('utf-8')
    _anytext = get_anytext(_raw_metadata)

    identifier = m.identifier
    type_ = m.hierarchy
    title = m.identification.title
    description = m.identification.abstract
    issued = m.datestamp

    keywords = []
    for keyword_set in m.identification.keywords2:
        for keyword in keyword_set.keywords:
            keywords.append(keyword)

    bbox_crs = 'http://www.opengis.net/def/crs/OGC/1.3/CRS84'

    minx = float(m.identification.bbox.minx)
    miny = float(m.identification.bbox.miny)
    maxx = float(m.identification.bbox.maxx)
    maxy = float(m.identification.bbox.maxy)

    bbox = [minx, miny, maxx, maxy]

    te_begin = m.identification.temporalextent_start
    if te_begin == 'missing': te_begin = None
    te_end = m.identification.temporalextent_end

    json_record = {
        'id': identifier,
        'type': 'Feature',
        'geometry': {
            'type': 'Polygon',
            'coordinates': [[
                [minx, miny],
                [minx, maxy],
                [maxx, maxy],
                [maxx, miny],
                [minx, miny]
            ]]
        },
        'extents': {
            'spatial': {
                'bbox': [[bbox]],
                'crs': bbox_crs
            },
            'temporal': {
                'interval': [te_begin, te_end],
                'trs': 'http://www.opengis.net/def/uom/ISO-8601/0/Gregorian'
            }
        },
        'properties': {
            'identifier': identifier,
            '@type': type_,
            'title': title,
            'description': description,
            'keywords': keywords,
            '_raw_metadata': _raw_metadata,
            '_anytext': _anytext
        }
    }

    try:
        res = db.insert(json_record)
        print(res)
    except Exception as err:
        print(err)

msc-wis-dcpc-discovery-metadata.xml

<?xml version="1.0" encoding="UTF-8"?>
<csw:GetRecordsResponse xmlns:csw="http://www.opengis.net/cat/csw/2.0.2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.opengis.net/cat/csw/2.0.2 http://schemas.opengis.net/csw/2.0.2/CSW-discovery.xsd">
  <csw:SearchStatus timestamp="2020-04-26T12:17:29" />
  <csw:SearchResults numberOfRecordsMatched="178" numberOfRecordsReturned="178" elementSet="full" nextRecord="0">
    <gmd:MD_Metadata xmlns:gmd="http://www.isotc211.org/2005/gmd" xmlns:gco="http://www.isotc211.org/2005/gco" xmlns:gml="http://www.opengis.net/gml/3.2" xmlns:gmx="http://www.isotc211.org/2005/gmx" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:geonet="http://www.fao.org/geonetwork" xsi:schemaLocation="http://www.isotc211.org/2005/gmd http://wis.wmo.int/2011/schemata/iso19139_2007/schema/gmd/gmd.xsd http://www.isotc211.org/2005/gmx http://wis.wmo.int/2011/schemata/iso19139_2007/schema/gmx/gmx.xsd">
      <gmd:fileIdentifier>
        <gco:CharacterString>0a7a49df-e464-5649-a094-33965c0345e5</gco:CharacterString>
      </gmd:fileIdentifier>
      <gmd:language>
        <gmd:LanguageCode codeList="http://www.loc.gov/standards/iso639-2/" codeListValue="en" codeSpace="ISO 639-2">en</gmd:LanguageCode>
      </gmd:language>
      <gmd:characterSet>
        <gmd:MD_CharacterSetCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_CharacterSetCode" codeListValue="utf8" codeSpace="ISOTC211/19115">utf8</gmd:MD_CharacterSetCode>
      </gmd:characterSet>
      <gmd:hierarchyLevel>
        <gmd:MD_ScopeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_ScopeCode" codeListValue="dataset" codeSpace="ISOTC211/19115">dataset</gmd:MD_ScopeCode>
      </gmd:hierarchyLevel>
      <gmd:contact>
        <gmd:CI_ResponsibleParty id="contact-pointOfContact">
          <gmd:individualName>
            <gco:CharacterString>National Inquiry Response Team / Équipe nationale de réponse des demandes du public</gco:CharacterString>
          </gmd:individualName>
          <gmd:organisationName xsi:type="gmd:PT_FreeText_PropertyType">
            <gco:CharacterString>Government of Canada; Environment and Climate Change Canada; Meteorological Service of Canada</gco:CharacterString>
            <gmd:PT_FreeText>
              <gmd:textGroup>
                <gmd:LocalisedCharacterString locale="#fr">Gouvernement du Canada; Environnement et Changement climatique Canada; Service météorologique du Canada</gmd:LocalisedCharacterString>
              </gmd:textGroup>
            </gmd:PT_FreeText>
          </gmd:organisationName>
          <gmd:positionName xsi:type="gmd:PT_FreeText_PropertyType">
            <gco:CharacterString>National Inquiry Response Team</gco:CharacterString>
            <gmd:PT_FreeText>
              <gmd:textGroup>
                <gmd:LocalisedCharacterString locale="#fr">Équipe nationale de réponse des demandes du public</gmd:LocalisedCharacterString>
              </gmd:textGroup>
            </gmd:PT_FreeText>
          </gmd:positionName>
          <gmd:contactInfo>
            <gmd:CI_Contact>
              <gmd:phone>
                <gmd:CI_Telephone>
                  <gmd:voice>
                    <gco:CharacterString>+01-819-997-2800</gco:CharacterString>
                  </gmd:voice>
                  <gmd:facsimile>
                    <gco:CharacterString>+01-506-451-6010</gco:CharacterString>
                  </gmd:facsimile>
                </gmd:CI_Telephone>
              </gmd:phone>
              <gmd:address>
                <gmd:CI_Address>
                  <gmd:deliveryPoint xsi:type="gmd:PT_FreeText_PropertyType">
                    <gco:CharacterString>77 Westmorland Street, suite 260</gco:CharacterString>
                    <gmd:PT_FreeText>
                      <gmd:textGroup>
                        <gmd:LocalisedCharacterString locale="#fr">77 rue Westmorland, suite 260</gmd:LocalisedCharacterString>
                      </gmd:textGroup>
                    </gmd:PT_FreeText>
                  </gmd:deliveryPoint>
                  <gmd:city xsi:type="gmd:PT_FreeText_PropertyType">
                    <gco:CharacterString>Fredericton</gco:CharacterString>
                    <gmd:PT_FreeText>
                      <gmd:textGroup>
                        <gmd:LocalisedCharacterString locale="#fr">Frédéricton</gmd:LocalisedCharacterString>
                      </gmd:textGroup>
                    </gmd:PT_FreeText>
                  </gmd:city>
                  <gmd:administrativeArea xsi:type="gmd:PT_FreeText_PropertyType">
                    <gco:CharacterString>New Brunswick</gco:CharacterString>
                    <gmd:PT_FreeText>
                      <gmd:textGroup>
                        <gmd:LocalisedCharacterString locale="#fr">Nouveau Brunswick</gmd:LocalisedCharacterString>
                      </gmd:textGroup>
                    </gmd:PT_FreeText>
                  </gmd:administrativeArea>
                  <gmd:postalCode>
                    <gco:CharacterString>E3B 6Z4</gco:CharacterString>
                  </gmd:postalCode>
                  <gmd:country>
                    <gco:CharacterString>Canada</gco:CharacterString>
                  </gmd:country>
                  <gmd:electronicMailAddress>
                    <gco:CharacterString>[email protected]</gco:CharacterString>
                  </gmd:electronicMailAddress>
                </gmd:CI_Address>
              </gmd:address>
              <gmd:onlineResource>
                <gmd:CI_OnlineResource>
                  <gmd:linkage>
                    <gmd:URL>http://www.ec.gc.ca/</gmd:URL>
                  </gmd:linkage>
                  <gmd:protocol>
                    <gco:CharacterString>WWW:LINK</gco:CharacterString>
                  </gmd:protocol>
                  <gmd:function>
                    <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information" codeSpace="ISOTC211/19115">information</gmd:CI_OnLineFunctionCode>
                  </gmd:function>
                </gmd:CI_OnlineResource>
              </gmd:onlineResource>
              <gmd:hoursOfService xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>0700h - 1500h EST</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">0700h - 1500h HNE</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:hoursOfService>
              <gmd:contactInstructions>
                <gco:CharacterString>email</gco:CharacterString>
              </gmd:contactInstructions>
            </gmd:CI_Contact>
          </gmd:contactInfo>
          <gmd:role>
            <gmd:CI_RoleCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="pointOfContact" codeSpace="ISOTC211/19115">pointOfContact</gmd:CI_RoleCode>
          </gmd:role>
        </gmd:CI_ResponsibleParty>
      </gmd:contact>
      <gmd:dateStamp>
        <gco:Date>2018-03-28</gco:Date>
      </gmd:dateStamp>
      <gmd:metadataStandardName>
        <gco:CharacterString>WMO Core Metadata Profile of ISO 19115 (WMO Core), 2003/Cor.1:2006 (ISO 19115), 2007 (ISO/TS 19139)</gco:CharacterString>
      </gmd:metadataStandardName>
      <gmd:metadataStandardVersion>
        <gco:CharacterString>1.3</gco:CharacterString>
      </gmd:metadataStandardVersion>
      <gmd:dataSetURI>
        <gco:CharacterString>urn:x-msc-smc:md:weather-meteo::nwp.caps</gco:CharacterString>
      </gmd:dataSetURI>
      <gmd:locale>
        <gmd:PT_Locale id="locale-fr">
          <gmd:languageCode>
            <gmd:LanguageCode codeList="http://www.loc.gov/standards/iso639-2/" codeListValue="fr" codeSpace="ISO 639-2">fr</gmd:LanguageCode>
          </gmd:languageCode>
          <gmd:characterEncoding>
            <gmd:MD_CharacterSetCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_CharacterSetCode" codeListValue="utf8" codeSpace="ISOTC211/19115">utf8</gmd:MD_CharacterSetCode>
          </gmd:characterEncoding>
        </gmd:PT_Locale>
      </gmd:locale>
      <gmd:spatialRepresentationInfo />
      <gmd:referenceSystemInfo>
        <gmd:MD_ReferenceSystem>
          <gmd:referenceSystemIdentifier>
            <gmd:RS_Identifier>
              <gmd:authority>
                <gmd:CI_Citation>
                  <gmd:title>
                    <gco:CharacterString>European Petroleum Survey Group (EPSG) Geodetic Parameter Registry</gco:CharacterString>
                  </gmd:title>
                  <gmd:date>
                    <gmd:CI_Date>
                      <gmd:date>
                        <gco:Date>2008-11-12</gco:Date>
                      </gmd:date>
                      <gmd:dateType>
                        <gmd:CI_DateTypeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="publication" codeSpace="ISOTC211/19115">publication</gmd:CI_DateTypeCode>
                      </gmd:dateType>
                    </gmd:CI_Date>
                  </gmd:date>
                  <gmd:citedResponsibleParty>
                    <gmd:CI_ResponsibleParty>
                      <gmd:organisationName>
                        <gco:CharacterString>European Petroleum Survey Group</gco:CharacterString>
                      </gmd:organisationName>
                      <gmd:contactInfo>
                        <gmd:CI_Contact>
                          <gmd:onlineResource>
                            <gmd:CI_OnlineResource>
                              <gmd:linkage>
                                <gmd:URL>http://www.epsg-registry.org</gmd:URL>
                              </gmd:linkage>
                            </gmd:CI_OnlineResource>
                          </gmd:onlineResource>
                        </gmd:CI_Contact>
                      </gmd:contactInfo>
                      <gmd:role>
                        <gmd:CI_RoleCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="originator" codeSpace="ISOTC211/19115">originator</gmd:CI_RoleCode>
                      </gmd:role>
                    </gmd:CI_ResponsibleParty>
                  </gmd:citedResponsibleParty>
                </gmd:CI_Citation>
              </gmd:authority>
              <gmd:code>
                <gco:CharacterString>urn:ogc:def:crs:EPSG:4326</gco:CharacterString>
              </gmd:code>
              <gmd:version>
                <gco:CharacterString>6.18.3</gco:CharacterString>
              </gmd:version>
            </gmd:RS_Identifier>
          </gmd:referenceSystemIdentifier>
        </gmd:MD_ReferenceSystem>
      </gmd:referenceSystemInfo>
      <gmd:identificationInfo>
        <gmd:MD_DataIdentification>
          <gmd:citation>
            <gmd:CI_Citation>
              <gmd:title xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Canadian Arctic Prediction System [experimental]</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Système canadien de prévision de l'Arctique [expérimental]</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:title>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2018-01-24</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="creation" codeSpace="ISOTC211/19115">creation</gmd:CI_DateTypeCode>
                  </gmd:dateType>
                </gmd:CI_Date>
              </gmd:date>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2018-03-28</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="publication" codeSpace="ISOTC211/19115">publication</gmd:CI_DateTypeCode>
                  </gmd:dateType>
                </gmd:CI_Date>
              </gmd:date>
              <gmd:identifier>
                <gmd:MD_Identifier>
                  <gmd:code>
                    <gmx:Anchor xlink:actuate="onRequest" xlink:href="http://dx.doi.org/" xlink:title="DOI">doi:</gmx:Anchor>
                  </gmd:code>
                </gmd:MD_Identifier>
              </gmd:identifier>
              <gmd:otherCitationDetails xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Open Government Licence - Canada (http://open.canada.ca/en/open-government-licence-canada)</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Licence du gouvernement ouvert - Canada (http://ouvert.canada.ca/fr/licence-du-gouvernement-ouvert-canada)</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:otherCitationDetails>
            </gmd:CI_Citation>
          </gmd:citation>
          <gmd:abstract xsi:type="gmd:PT_FreeText_PropertyType">
            <gco:CharacterString>The Canadian Arctic Prediction System (CAPS) provides an important contribution to various scientific experiments that are part of the Year of polar prediction (YOPP) and provides km-scale NWP forecasts for the canadian Arctic. The CAPS is a GEM-based deterministic prediction system, very similar to the current High Resolution Deterministic Prediction System North domain (HRDPS-North) which will be replaced by the CAPS. CAPS is downscaled from ECCC's Global Deterministic Prediction System, the GDPS, which provides initial conditions and lateral boundary conditions for the atmospheric fields.  In the current system, which is not yet coupled to the ice-ocean prediction system, all initial surface fields come from the global configuration of the land-data assimilation system, CaLDAS. The system is running on a 3 km domain of 2250 x 1850 horizontal grid points (covering the entire Arctic basin and Hudson Bay) and 62 vertical levels. The major differences between CAPS and the current HRDPS is the introduction of the predicted particle properties (P3) cloud microphysics scheme, which is responsible for parameterizing the grid-scale clouds and precipitation.</gco:CharacterString>
            <gmd:PT_FreeText>
              <gmd:textGroup>
                <gmd:LocalisedCharacterString locale="#fr">Le système canadien de prévision de l'Arctique (SCPA) fournira une contribution importante à diverses expériences scientifiques qui font partie de l'année de la prévision polaire (YOPP) et fournira des prévisions numériques du temps à l'échelle kilométrique dans l'Arctique canadien. SCPA est un système de prévision basé sur GEM, très similaire au système à haute résolution de prévision déterministe (SHRPD), dont le domaine nord actuel sera remplacé par le SCPA. C'est un modèle à réduction d'échelle du système de prévision global déterministe (SGPD) de ECCC qui lui fournit les conditions initiales et aux frontières pour les champs atmosphériques. Dans le système actuel, qui n'est pour le moment pas encore couplé avec le système de prévision océan-glace, tous les champs de surface initiaux proviennent de la configuration globale du système d'assimilation de surface CaLDAS. SCPA tourne sur une grille horizontale 2250 x 1850 , d'une résolution approximative de 3 km (couvrant le bassin arctique et la Baie d'Hudson). La différence majeure entre le SCPA et le SHRPD actuel est l'introduction de la nouvelle méthode de calcul pour la microphysique des nuages appelée prédiction des propriétés des particules (P3) qui est responsable du paramétrage des nuages et des précipitations.</gmd:LocalisedCharacterString>
              </gmd:textGroup>
            </gmd:PT_FreeText>
          </gmd:abstract>
          <gmd:credit xsi:type="gmd:PT_FreeText_PropertyType">
            <gco:CharacterString>Open Government Licence - Canada (http://open.canada.ca/en/open-government-licence-canada)</gco:CharacterString>
            <gmd:PT_FreeText>
              <gmd:textGroup>
                <gmd:LocalisedCharacterString locale="#fr">Licence du gouvernement ouvert - Canada (http://ouvert.canada.ca/fr/licence-du-gouvernement-ouvert-canada)</gmd:LocalisedCharacterString>
              </gmd:textGroup>
            </gmd:PT_FreeText>
          </gmd:credit>
          <gmd:status>
            <gmd:MD_ProgressCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_ProgressCode" codeListValue="onGoing" codeSpace="ISOTC211/19115">onGoing</gmd:MD_ProgressCode>
          </gmd:status>
          <gmd:resourceMaintenance>
            <gmd:MD_MaintenanceInformation>
              <gmd:maintenanceAndUpdateFrequency>
                <gmd:MD_MaintenanceFrequencyCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="continual" codeSpace="ISOTC211/19115">continual</gmd:MD_MaintenanceFrequencyCode>
              </gmd:maintenanceAndUpdateFrequency>
            </gmd:MD_MaintenanceInformation>
          </gmd:resourceMaintenance>
          <gmd:descriptiveKeywords>
            <gmd:MD_Keywords>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Cloud cover</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Couverture nuageuse</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
              <gmd:type>
                <gmd:MD_KeywordTypeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="" codeSpace="ISOTC211/19115" />
              </gmd:type>
            </gmd:MD_Keywords>
          </gmd:descriptiveKeywords>
          <gmd:descriptiveKeywords>
            <gmd:MD_Keywords>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>International</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Internationale</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
              <gmd:type>
                <gmd:MD_KeywordTypeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="" codeSpace="ISOTC211/19115" />
              </gmd:type>
            </gmd:MD_Keywords>
          </gmd:descriptiveKeywords>
          <gmd:descriptiveKeywords>
            <gmd:MD_Keywords>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Weather and Climate</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Temps et climat</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
              <gmd:type>
                <gmd:MD_KeywordTypeCode codeList="http://wis.wmo.int/2011/schemata/iso19139_2007/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="" codeSpace="ISOTC211/19115" />
              </gmd:type>
            </gmd:MD_Keywords>
          </gmd:descriptiveKeywords>
          <gmd:descriptiveKeywords>
            <gmd:MD_Keywords>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Weather forecasts</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Prévisions météorologiques</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Precipitation</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Précipitation</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Air temperature</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Température de l'air</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
              <gmd:keyword xsi:type="gmd:PT_FreeText_PropertyType">
                <gco:CharacterString>Humidity</gco:CharacterString>
                <gmd:PT_FreeText>
                  <gmd:textGroup>
                    <gmd:LocalisedCharacterString locale="#fr">Humidité</gmd:LocalisedCharacterString>
                  </gmd:textGroup>
                </gmd:PT_FreeText>
              </gmd:keyword>
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SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
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SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
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SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
Both reports consist of groups of numbers (and slashes where data is not available) describing general weather information.</gco:CharacterString>
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SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
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SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
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SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
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Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
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Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
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            <gco:CharacterString>TEST Report of surface observation from a fixed land station is referred to as SYNOP.
SYNOP is a numerical code (FM-12-XII) used for reporting weather observations made by manned and automated weather stations. SYNOP reports are typically sent every six hours.
Report of surface observation from a mobile land station is referred to as SYNOP
MOBIL. SYNOP MOBIL is a numerical code (FM-14-XII) used for reporting weather observations made by a mobile land station. 
Both reports consist of groups of numbers (and slashes where data is not available) describing general weather information.</gco:CharacterString>
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                <gco:CharacterString>Short-wave Radiation</gco:CharacterString>
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              <gmd:keyword>
                <gco:CharacterString>Direct Solar Radiation</gco:CharacterString>
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              <gmd:keyword>
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