def test_csw_ngdc():
    "rewritten doctest/cws_ngdc.txt"
    c = csw.CatalogueServiceWeb(SERVICE_URL, timeout=120)
    assert c.identification.title == 'ArcGIS Server Geoportal Extension 10 - OGC CSW 2.0.2 ISO AP'
    assert c.identification.version == '2.0.2'
    assert sorted(c.identification.keywords) == [
        'Geophysical Metadata', 'NGDC', 'Ocean Metadata',
        'Space Weather Metadata'
    ]
    assert c.provider.name == 'NOAA NGDC'

    # Get some records

    sos_urn = 'urn:x-esri:specification:ServiceType:sos:url'
    aoos_uuid = '1706F520-2647-4A33-B7BF-592FAFDE4B45'
    uuid_filter = fes.PropertyIsEqualTo(propertyname='sys.siteuuid',
                                        literal="{%s}" % aoos_uuid)

    c.getrecords2([uuid_filter], esn='full', maxrecords=999999)
    assert len(c.records) > 40
    assert 'AOOS SOS' in c.records

    aoos_sos = c.records['AOOS SOS']
    assert aoos_sos.abstract == 'Alaska Ocean Observing System SOS'
    assert sorted([
        x['url'] for x in aoos_sos.references if x['scheme'] == sos_urn
    ]) == [
        'http://sos.aoos.org/sos/sos/kvp?service=SOS&request=GetCapabilities&acceptVersions=1.0.0',
        'http://sos.aoos.org/sos/sos/kvp?service=SOS&request=GetCapabilities&acceptVersions=1.0.0',
        'http://sos.aoos.org/sos/sos/kvp?service=SOS&request=GetCapabilities&acceptVersions=1.0.0'
    ]
    assert c.getService_urls(sos_urn) == [
        'http://sos.aoos.org/sos/sos/kvp?service=SOS&request=GetCapabilities&acceptVersions=1.0.0'
    ]
Example #2
0
def csw_query_metadata_by_id(csw_url,
                             identifier,
                             username=None,
                             password=None):
    csw = CatalogueServiceWeb(csw_url, username=username, password=password)
    result = csw.identification.type
    record = None
    if result == 'CSW':
        constraints = [fes.PropertyIsEqualTo('dc:identifier', identifier)]
        csw.getrecords2(typenames='gmd:MD_Metadata',
                        esn='full',
                        outputschema='http://www.isotc211.org/2005/gmd',
                        constraints=constraints)
        for key in csw.records:
            record = csw.records[key]
    return record
Example #3
0
 def parseFilter(self, s):
     """translates inspirobot filter syntax into fes
     for example:
         'OrganisationName = DREAL Bretagne && Type = dataset || OrganisationName ~ DDTM 29 && Type = dataset'
     """
     filters = []
     for f_or in [x.split('&&') for x in s.split('||')]:
         andgroup = []
         for f_and in f_or:
             if '=' in f_and:
                 a = [s.strip() for s in f_and.split('=')]
                 andgroup.append(fes.PropertyIsEqualTo(propertyname=a[0], literal=a[1]))
             elif '~' in f_and:
                 a = [s.strip() for s in f_and.split('~')]
                 andgroup.append(fes.PropertyIsLike(propertyname=a[0], literal=a[1]))
         filters.append(andgroup)
     return filters
Example #4
0
def GetWFSLayerFilter(u, l, pwd, n, d, a, fe, s):
    start = datetime.now()

    idList = fe.split(",")

    chemin = d

    if not exists(chemin):
        filterList = [fes.PropertyIsEqualTo(a, i) for i in idList]
        fr = fes.FilterRequest()
        filter_fes = fr.setConstraintList(filterList, tostring=True)

        # Get the vector layer using OGC WFS standard vrsion 1.0.0
        wfs = WebFeatureService(u,
                                version='1.0.0',
                                username=l,
                                password=pwd,
                                timeout=10)

        # Supported outputFormat : GML2, GML3, shape-zip, application/json
        getFeature = wfs.getfeature(typename=(n, ),
                                    filter=filter_fes,
                                    outputFormat="application/json",
                                    srsname=s)  # maxfeatures=200)

        # Download the zipped shapefile
        data = getFeature.read()
        f = open(chemin, 'wb')
        f.write(data)
        f.close()

        # Calculat time
        delta = datetime.now() - start
        print "\n{0} Downloaded on : {1}\n".format(n, delta)
    else:
        print "\n{0} exsists\n".format(n)
    return
Example #5
0
def reindex_services():
    region_map = {
        'AOOS': '1706F520-2647-4A33-B7BF-592FAFDE4B45',
        'CARICOOS': '117F1684-A5E3-400E-98D8-A270BDBA1603',
        'CENCOOS': '4BA5624D-A61F-4C7E-BAEE-7F8BDDB8D9C4',
        'GCOOS': '003747E7-4818-43CD-937D-44D5B8E2F4E9',
        'GLOS': 'B664427E-6953-4517-A874-78DDBBD3893E',
        'MARACOOS': 'C664F631-6E53-4108-B8DD-EFADF558E408',
        'NANOOS': '254CCFC0-E408-4E13-BD62-87567E7586BB',
        'NERACOOS': 'E41F4FCD-0297-415D-AC53-967B970C3A3E',
        'PacIOOS': '68FF11D8-D66B-45EE-B33A-21919BB26421',
        'SCCOOS': 'B70B3E3C-3851-4BA9-8E9B-C9F195DCEAC7',
        'SECOORA': 'B3EA8869-B726-4E39-898A-299E53ABBC98'
    }
    #'NOS/CO-OPS':   '72E748DF-23B1-4E80-A2C4-81E70783094A',
    #'USACE':        '73019DFF-2E01-4800-91CD-0B3F812256A7',
    #'NAVY':         '3B94DAAE-B7E9-4789-993B-0045AD9149D9',
    #'NDBC':         '828981B0-0039-4360-9788-E788FA6B0875',
    #'USGS/CMGP':    'C6F11F00-C2BD-4AC6-8E2C-013E16F4932E' }

    services = {
        'SOS': 'urn:x-esri:specification:ServiceType:sos:url',
        'WMS': 'urn:x-esri:specification:ServiceType:wms:url',
        'WCS': 'urn:x-esri:specification:ServiceType:wcs:url',
        'DAP': 'urn:x-esri:specification:ServiceType:odp:url'
    }

    endpoint = 'http://www.ngdc.noaa.gov/geoportal/csw'  # NGDC Geoportal

    c = csw.CatalogueServiceWeb(endpoint, timeout=120)

    ns = Namespaces()

    with app.app_context():
        for region, uuid in region_map.iteritems():
            # Setup uuid filter
            uuid_filter = fes.PropertyIsEqualTo(propertyname='sys.siteuuid',
                                                literal="{%s}" % uuid)

            # Make CSW request
            c.getrecords2([uuid_filter], esn='full', maxrecords=999999)

            for name, record in c.records.iteritems():

                # @TODO: unfortunately CSW does not provide us with contact info, so
                # we must request it manually
                contact_email = ""
                metadata_url = None

                iso_ref = [
                    x['url'] for x in record.references if x['scheme'] ==
                    'urn:x-esri:specification:ServiceType:ArcIMS:Metadata:Document'
                ]
                if len(iso_ref):
                    metadata_url = iso_ref[0]

                    # Don't query for contact info right now.  It takes WAY too long.
                    #r = requests.get(iso_ref[0])
                    #r.raise_for_status()
                    #node = ET.fromstring(r.content)
                    #safe = nspath_eval("gmd:CI_ResponsibleParty/gmd:contactInfo/gmd:CI_Contact/gmd:address/gmd:CI_Address/gmd:electronicMailAddress/gco:CharacterString", ns.get_namespaces())
                    #contact_node = node.find(".//" + safe)
                    #if contact_node is not None and contact_node.text != "":
                    #    contact_email = contact_node.text
                    #    if " or " in contact_email:
                    #        contact_email = ",".join(contact_email.split(" or "))

                for ref in record.references:

                    # We are only interested in the 'services'
                    if ref["scheme"] in services.values():
                        url = unicode(ref["url"])
                        s = db.Service.find_one({
                            'data_provider':
                            unicode(region),
                            'url':
                            url
                        })
                        if s is None:
                            s = db.Service()
                            s.url = url
                            s.data_provider = unicode(region)

                        s.service_id = unicode(name)
                        s.name = unicode(record.title)
                        s.service_type = unicode(
                            next((k for k, v in services.items()
                                  if v == ref["scheme"])))
                        s.interval = 3600  # 1 hour
                        s.tld = unicode(urlparse(url).netloc)
                        s.updated = datetime.utcnow()
                        s.contact = unicode(contact_email)
                        s.metadata_url = unicode(metadata_url)
                        s.save()
                        s.schedule_harvest()
Example #6
0
def show_add_layer_dialog(request, *args, **kwargs):
    if request.method == 'POST':
        csw_url = request.session['csw_url']
        user = request.session['user']
        password = request.session['password']
        layer_id = request.POST['layer_id']
        try:
            csw = CatalogueServiceWeb(csw_url,
                                      username=user,
                                      password=password)
            constraints = [fes.PropertyIsEqualTo('dc:identifier', layer_id)]
            result = csw.identification.type
            if result == 'CSW':
                csw.getrecords2(constraints=constraints)
                record = None
                for key in csw.records:
                    rec = csw.records[key]
                    for ref in rec.references:
                        if 'OGC:WCS' in ref['scheme']:
                            rec.type = 'WCS'
                            rec.endpoint = ref['url']
                            record = rec
                            break
                        if 'OGC:WFS' in ref['scheme']:
                            rec.type = 'WFS'
                            rec.endpoint = ref['url']
                            record = rec
                            break
                    if record:
                        break

                if record.type == 'WCS':
                    # get describe coverage
                    # find coverage id from references
                    coverage_id = None
                    version = None
                    for ref in record.references:
                        if 'service=WCS' in ref['url']:
                            url = ref['url']
                            parse_result = urlparse.urlparse(url)
                            query = parse_result.query
                            query_dict = urlparse.parse_qs(query)
                            coverage_id = query_dict['coverageid'][0]
                            version = query_dict['version'][0]
                            if coverage_id and version:
                                break
                    record.service_id = coverage_id
                    record.service_version = version
                elif record.type == 'WFS':
                    typename = None
                    version = None
                    for ref in record.references:
                        if 'service=WFS' in ref['url']:
                            url = ref['url']
                            parse_result = urlparse.urlparse(url)
                            query = parse_result.query
                            query_dict = urlparse.parse_qs(query)
                            typename = query_dict['typename'][0]
                            version = query_dict['version'][0]
                            if typename and version:
                                break

                    record.service_id = typename
                    record.service_version = version
                #     wcs = WebCoverageService(record.endpoint)
                #     result = wcs.getDescribeCoverage(coverage_id)
                context = {'record': record}
                return render(request,
                              'geosafe/metasearch/modal/add_layer.html',
                              context)
        except:
            return HttpResponseServerError()
    return HttpResponseServerError()
Example #7
0
    def get_data(self, typename, **kwargs):
        """
        Download WOUDC observations

        :param bbox: a list representing a bounding box spatial
                     filter (`minx, miny, maxx, maxy`)
        :param temporal: a list of two elements representing a time period
                         (start, end) which accepts the following types:

                          - :py:class:`datetime.date`
                          - :py:class:`datetime.datetime`
                          - string date (e.g. ``2012-10-30``)
                          - string datetime (e.g. ``2012-10-30 11:11:11``)

        :param property_name: a string representing the property name to apply
                              as filter against
        :param property_value: a string representing the value which filters
                               against `property_name`
        :param sort_property: a string representing the property on which
                              to sort results (default ``instance_datetime``)
        :param sort_descending: a boolean of whether to sort descending
                                (default is ``False``).
                                Applied if `sort_property` is specified

        :returns: list of WOUDC observations GeoJSON payload
        """

        constraints = []
        variables = []
        filter_string = None
        bbox = None
        temporal = None
        property_name = None
        property_value = None
        sort_property = None
        sort_descending = False
        startindex = 0
        output = []

        LOGGER.info('Downloading dataset %s', typename)

        LOGGER.debug('Assembling query parameters')
        for key, value in kwargs.iteritems():
            if key == 'bbox':
                bbox = value
            if key == 'temporal':
                temporal = value
            if key == 'property_name':
                property_name = value
            if key == 'property_value':
                property_value = str(value)
            if key == 'variables':
                variables = value
            if key == 'sortby':
                sort_property = value
            if key == 'sort_descending':
                sort_descending = value

        LOGGER.debug('Assembling constraints')
        if property_name is not None and property_value is not None:
            constraints.append(fes.PropertyIsEqualTo(property_name,
                                                     property_value))
        if bbox is not None:
            if not isinstance(bbox, list) or len(bbox) != 4:
                raise ValueError('bbox must be list of minx, miny, maxx, maxy')

            LOGGER.debug('Setting spatial constraint')
            constraints.append(fes.BBox(bbox))

        if temporal is not None:
            if not isinstance(temporal, list) or len(temporal) != 2:
                msg = 'temporal must be list of start date, end date'
                raise ValueError(msg)

            LOGGER.info('Setting temporal constraint')
            temporal_start = date2string(temporal[0], 'begin')
            temporal_end = date2string(temporal[1], 'end')

            constraints.append(fes.PropertyIsBetween(
                'instance_datetime', temporal_start, temporal_end))

        if sort_descending is not None:
            if not isinstance(sort_descending, bool):
                raise ValueError('sort_descending must be boolean')

        if constraints:
            LOGGER.debug('Combining constraints')
            flt = fes.FilterRequest()
            if len(constraints) == 1:
                LOGGER.debug('Single constraint')
                filter_string = flt.setConstraint(constraints[0],
                                                  tostring=True)
            if len(constraints) > 1:
                LOGGER.debug('Multiple constraints')
                filter_string = flt.setConstraintList([constraints],
                                                      tostring=True)

        LOGGER.info('Fetching observations')
        LOGGER.info('Filters:')
        LOGGER.info('bbox: %r', bbox)
        LOGGER.info('temporal: %r', temporal)
        LOGGER.info('attribute query: %r = %r', property_name, property_value)

        # page download and assemble single list of JSON features
        while True:
            LOGGER.debug('Fetching features %d - %d',
                         startindex, startindex + self.maxfeatures)

            payload = self.server.getfeature(
                typename=typename,
                startindex=startindex,
                propertyname=variables,
                maxfeatures=self.maxfeatures,
                filter=filter_string,
                outputFormat=self.outputformat).read()

            LOGGER.debug('Processing response')
            if payload.isspace():
                LOGGER.debug('Empty response. Exiting')
                break

            try:
                features = json.loads(payload)['features']
            except ValueError:
                msg = 'Query produced no results'
                LOGGER.info(msg)
                return None

            len_features = len(features)

            LOGGER.debug('Found %d features', len_features)

            output.extend(features)

            if len_features < self.maxfeatures:
                break

            startindex = startindex + self.maxfeatures

        LOGGER.info('Found %d features', len(output))

        if sort_property is not None:
            LOGGER.info('Sorting response by %s', sort_property)
            output.sort(key=lambda e: e['properties'][sort_property],
                        reverse=sort_descending)

        return output
Example #8
0
def reindex_services(filter_regions=None, filter_service_types=None):
    c = csw.CatalogueServiceWeb(endpoint, timeout=120)

    ns = Namespaces()

    filter_regions = filter_regions or region_map.keys()
    filter_service_types = filter_service_types or services.keys()

    with app.app_context():

        new_services = []
        update_services = []

        # get a set of all non-manual, active services for possible deactivation later
        current_services = set((s._id for s in db.Service.find(
            {
                'manual': False,
                'active': True,
                'data_provider': {
                    '$in': filter_regions
                }
            }, {'_id': True})))

        # FIXME: find a more robust mechanism for detecting ERDDAP instances
        # this would fail if behind a url rewriting/proxying mechanism which
        # remove the 'erddap' portion from the URL.  May want to have GeoPortal
        # use a separate 'scheme' dedicated to ERDDAP for CSW record
        # 'references'

        # workaround for matching ERDDAP endpoints
        # match griddap or tabledap endpoints with html or graph
        # discarding any query string parameters (i.e. some datasets on PacIOOS)
        re_string = r'(^.*erddap/(?:grid|table)dap.*)\.(?:html|graph)(:?\?.*)?$'
        erddap_re = re.compile(re_string)
        erddap_all_re = re.compile(r'(^.*erddap/(?:(?:grid|table|)dap|wms).*)'
                                   r'\.(?:html|graph)(:?\?.*)?$')

        for region, uuid in region_map.iteritems():

            if region not in filter_regions:
                app.logger.info("Skipping region %s due to filter", region)
                continue

            app.logger.info("Requesting region %s", region)

            # Setup uuid filter
            uuid_filter = fes.PropertyIsEqualTo(propertyname='sys.siteuuid',
                                                literal="{%s}" % uuid)

            # Make CSW request
            c.getrecords2([uuid_filter], esn='full', maxrecords=999999)

            for name, record in c.records.iteritems():
                try:
                    # @TODO: unfortunately CSW does not provide us with contact info, so
                    # we must request it manually
                    contact_email = ""
                    metadata_url = None

                    for ref in record.references:
                        try:
                            # TODO: Use a more robust mechanism for detecting
                            # ERDDAP instances aside from relying on the url
                            erddap_match = erddap_re.search(ref['url'])
                            # We are only interested in the 'services'
                            if (ref["scheme"] in services.values()):
                                metadata_url = next((
                                    r['url'] for r in record.references
                                    if r['scheme'] ==
                                    'urn:x-esri:specification:ServiceType:ArcIMS:Metadata:Document'
                                ), None)
                                # strip extension if erddap endpoint
                                url = unicode(ref['url'])
                            elif erddap_match:
                                test_url = (erddap_match.group(1) +
                                            '.iso19115')
                                req = requests.get(test_url)
                                # if we have a valid ERDDAP metadata endpoint,
                                # store it.
                                if req.status_code == 200:
                                    metadata_url = unicode(test_url)
                                else:
                                    app.logger.error('Invalid service URL %s',
                                                     ref['url'])
                                    continue

                                url = get_erddap_url_from_iso(req.content)
                                if url is None:
                                    app.logger.error(ref['url'])
                                    app.logger.error(
                                        "Failed to parse Erddap ISO for %s",
                                        test_url)
                                    continue  # Either not a valid ISO or there's not a valid endpoint

                            # next record if not one of the previously mentioned
                            else:
                                continue
                            # end metadata find block
                            s = db.Service.find_one({
                                'data_provider':
                                unicode(region),
                                'url':
                                url
                            })
                            if s is None:
                                s = db.Service()
                                s.url = unicode(url)
                                s.data_provider = unicode(region)
                                s.manual = False
                                s.active = True

                                new_services.append(s)
                            else:
                                # will run twice if erddap services have
                                # both .html and .graph, but resultant
                                # data should be the same
                                update_services.append(s)

                            s.service_id = unicode(name)
                            s.name = unicode(record.title)
                            s.service_type = unicode(
                                'DAP' if erddap_match else next((
                                    k for k, v in services.items()
                                    if v == ref["scheme"])))
                            s.interval = 3600  # 1 hour
                            s.tld = unicode(urlparse(url).netloc)
                            s.updated = datetime.utcnow()
                            s.contact = unicode(contact_email)
                            s.metadata_url = metadata_url

                            # grab opendap form url if present
                            if s.service_type == 'DAP':
                                possible_refs = [
                                    r['url'] for r in record.references
                                    if r['scheme'] == opendap_form_schema
                                ]
                                if len(possible_refs):
                                    # this is bad, it can grab any associated
                                    # record from the dataset
                                    s.extra_url = unicode(possible_refs[0])

                            # if we see the service, this is "Active", unless we've set manual (then we don't touch)
                            if not s.manual:
                                s.active = True

                            s.save()

                        except Exception as e:
                            app.logger.warn("Could not save service: %s", e)

                except Exception as e:
                    app.logger.warn("Could not save region info: %s", e)

        # DEACTIVATE KNOWN SERVICES
        updated_ids = set((s._id for s in update_services))
        deactivate = list(current_services.difference(updated_ids))

        # bulk update (using pymongo syntax)
        db.services.update({'_id': {
            '$in': deactivate
        }}, {'$set': {
            'active': False,
            'updated': datetime.utcnow()
        }},
                           multi=True,
                           upsert=False)

        return "New services: %s, updated services: %s, deactivated services: %s" % (
            len(new_services), len(update_services), len(deactivate))
Example #9
0
    def get_data(self, typename, **kwargs):
        """
        Download WOUDC observations

        :param bbox: a list representing a bounding box spatial
                     filter (`minx, miny, maxx, maxy`)
        :param temporal: a list of two elements representing a time period
                         (start, end) which accepts the following types:

                          - :py:class:`datetime.date`
                          - :py:class:`datetime.datetime`
                          - string date (e.g. ``2012-10-30``)
                          - string datetime (e.g. ``2012-10-30 11:11:11``)

        :param filters: `dict` of key-value pairs of property names and
                        values.  Constructs exclusive search
        :param variables: a list of variables to return
                          as part of the response (default returns all)
        :param sort_property: a string representing the property on which
                              to sort results (default ``instance_datetime``)
        :param sort_order: a string representing sort order of response
                           (``asc`` or ``desc``).  Default is ``asc``.
                           Applied if `sort_property` is specified

        :returns: list of WOUDC observations GeoJSON payload
        """

        constraints = []
        filters = []
        variables = '*'
        filter_string = None
        bbox = None
        temporal = None
        sort_property = None
        sort_order = 'asc'
        startindex = 0
        features = None
        feature_collection = None
        sort_descending = False

        LOGGER.info('Downloading dataset %s', typename)

        LOGGER.debug('Assembling query parameters')
        for key, value in kwargs.items():
            if key == 'bbox':
                bbox = value
            if key == 'temporal':
                temporal = value
            if key == 'filters':
                filters = value
            if key == 'variables':
                variables = value
            if key == 'sortby':
                sort_property = value
            if key == 'sort_order':
                sort_order = value

        LOGGER.debug('Assembling constraints')
        if filters:
            for key, value in filters.items():
                constraints.append(fes.PropertyIsEqualTo(key, value))
        if bbox is not None:
            if not isinstance(bbox, list) or len(bbox) != 4:
                raise ValueError('bbox must be list of minx, miny, maxx, maxy')

            LOGGER.debug('Setting spatial constraint')
            constraints.append(fes.BBox(bbox))

        if temporal is not None:
            if not isinstance(temporal, list) or len(temporal) != 2:
                msg = 'temporal must be list of start date, end date'
                raise ValueError(msg)

            LOGGER.info('Setting temporal constraint')
            temporal_start = date2string(temporal[0], 'begin')
            temporal_end = date2string(temporal[1], 'end')

            constraints.append(fes.PropertyIsBetween(
                'instance_datetime', temporal_start, temporal_end))

        if sort_order not in ['asc', 'desc']:
            raise ValueError('sort_order must be asc or desc')
        else:
            if sort_order == 'desc':
                sort_descending = True

        if variables != '*':
            if not isinstance(variables, list):
                raise ValueError('variables must be list')

        if constraints:
            LOGGER.debug('Combining constraints')
            flt = fes.FilterRequest()
            if len(constraints) == 1:
                LOGGER.debug('Single constraint')
                filter_string = flt.setConstraint(constraints[0],
                                                  tostring=True)
            if len(constraints) > 1:
                LOGGER.debug('Multiple constraints')
                filter_string = flt.setConstraintList([constraints],
                                                      tostring=True)

        LOGGER.info('Fetching observations')
        LOGGER.info('Filters:')
        LOGGER.info('bbox: %r', bbox)
        LOGGER.info('temporal: %r', temporal)
        LOGGER.info('attribute queries: %r', filters)

        # page download and assemble single list of JSON features
        while True:
            LOGGER.debug('Fetching features %d - %d',
                         startindex, startindex + self.maxfeatures)

            payload = self.server.getfeature(
                typename=typename,
                startindex=startindex,
                propertyname=variables,
                maxfeatures=self.maxfeatures,
                filter=filter_string,
                outputFormat=self.outputformat).read()

            LOGGER.debug('Processing response')
            if payload.isspace():
                LOGGER.debug('Empty response. Exiting')
                break

            try:
                features = json.loads(payload)
            except ValueError:
                msg = 'Query produced no results'
                LOGGER.info(msg)
                return None

            len_features = len(features['features'])

            LOGGER.debug('Found %d features', len_features)

            if feature_collection is None:
                feature_collection = features
            else:
                feature_collection['features'].extend(features['features'])

            if len_features < self.maxfeatures:
                break

            startindex = startindex + self.maxfeatures

        len_feature_collection = len(feature_collection['features'])
        LOGGER.info('Found %d total features', len_feature_collection)

        if sort_property is not None:
            LOGGER.info('Sorting response by %s', sort_property)
            feature_collection['features'].sort(
                key=lambda e: e['properties'][sort_property],
                reverse=sort_descending)

        return feature_collection