Topics we touch:
- Service discovery and documentation
- International data and data exchange standards
- Community standards
- Scripting
- Interfacing services
- Spatiotemporal filtering
- Data compilation
- Processing (here: visualisation)
Explore a Web Feature Service (WFS) based on the base URL from the EPOS portal and/or service documentation
WFS is an open data transfer standard by the OGC (OpenGeospatial Consortium), and also ISO 19142
Explore the BoreholeView layer¶
from IPython.core.display import HTML
from owslib.wfs import WebFeatureService
from owslib.util import Authentication
import requests
import xml.etree.ElementTree as ET
import xml.dom.minidom as xmlmd
import xmltodict
import warnings
warnings.filterwarnings('ignore')
service_url = 'https://data.geoscience.earth/api/wxsBorehole?'
wfs = WebFeatureService(service_url, version='2.0.0', auth=Authentication(verify=False))
list(wfs.contents)
['epos-gsmlp:BoreholeView', 'epos-gsmlp:BoreholeView_Cluster', 'epos-gsmlp:BoreholeView_PointStacker']
Check for available format types
Check for available properties
Get the data according to (scientific) needs¶
Define format and set filters
# select format
format_option = 'text/html'
#filters
BBOX = 'BBOX(location_wgs84,53.37,-1.50,53.42,-1.42)'
depth = 'boreholelength_m>\'2000\''
purpose = 'purpose=\'multidisciplinary scientific research\''
# CQL filters
filter = depth + ' AND ' + purpose
#filter = BBOX + ' AND ' + depth
# Configuration of the query
payload = {
'service' : 'WFS',
'request' : API_method,
'srsName' : 'EPSG:4326',
'version' : '2.0.0',
'typenames' : [target_layer],
'CQL_FILTER' : filter
}
response = requests.get(service_url, params=payload, verify=False)
print(response.url)
https://data.geoscience.earth/api/wxsBorehole?service=WFS&request=GetFeature&srsName=EPSG%3A4326&version=2.0.0&typenames=epos-gsmlp%3ABoreholeView_PointStacker&CQL_FILTER=boreholelength_m%3E%272000%27+AND+purpose%3D%27multidisciplinary+scientific+research%27
Show the returned data
print(xmlmd.parseString(response.text).toprettyxml())
<?xml version="1.0" ?> <wfs:FeatureCollection xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:epos-gsmlp="https://data.geoscience.earth/def/epos-geosciml-lite" xmlns:wfs="http://www.opengis.net/wfs/2.0" xmlns:gml="http://www.opengis.net/gml/3.2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" numberMatched="3" numberReturned="3" timeStamp="2023-09-12T09:58:33.076Z" xsi:schemaLocation="http://www.opengis.net/wfs/2.0 http://schemas.opengis.net/wfs/2.0/wfs.xsd https://data.geoscience.earth/def/epos-geosciml-lite https://epos.brgm-rec.fr/geoserver/epos-gsmlp/wfs?service=WFS&version=2.0.0&request=DescribeFeatureType&typeName=epos-gsmlp%3ABoreholeView_PointStacker http://www.opengis.net/gml/3.2 http://schemas.opengis.net/gml/3.2.1/gml.xsd"> <wfs:member> <epos-gsmlp:BoreholeView_PointStacker gml:id="BoreholeView_PointStacker.SD-5054_1_A"> <gml:description>The Collisional Orogeny in the Scandinavian Caledonides (COSC) scientific drilling project focuses on mountain building processes in a major mid-Paleozoic orogen in western Scandinavia and its comparison with modern analogues. The transport and emplacement of subduction-related highgrade continent-ocean transition (COT) complexes onto the Baltoscandian platform and their influence on the underlying allochthons and basement will be studied in a section provided by two fully cored 2.5 km deep drill holes. This operational report concerns the first drill hole, COSC-1 (ICDP 5054-1-A), drilled from early May to late August 2014. COSC-1 is located in the vicinity of the abandoned Fröå mine, close to the town of Åre in Jämtland, Sweden and was planned to sample a thick section of the Seve Nappe and to penetrate its basal thrust zone into the underlying lower grade metamorphosed allochthon. Despite substantial technical problems, the drill hole reached 2495.8 m driller's depth and nearly 100 % core recovery was achieved. Surprising was the homogeneity of the Seve Nappe rocks, the unexpected thickness of its basal thrust zone (> 500 m) and that the drill hole, therefore, did not penetrate the bottom of the thrust zone. However, lower grade metasedimentary rocks were encountered in the lowermost part of the drill hole together with tens of metres thick mylonites that are, unexpectedly, rich in large garnets. The drill core was documented on-site and XRF scanned off site. During various stages of the drilling, the borehole was documented by comprehensive downhole logging. This operational report provides an overview over the COSC-1 operations from drilling preparations to the sampling party and describes the available datasets and sample material.</gml:description> <gml:name>COSC-1 A</gml:name> <epos-gsmlp:gmlidentifier>https://www.geodata.rocks/BoreholeView/SD-5054_1_A</epos-gsmlp:gmlidentifier> <epos-gsmlp:gsmlpidentifier>https://www.geodata.rocks/Boreholes/SD-5054_1_A</epos-gsmlp:gsmlpidentifier> <epos-gsmlp:purpose_href>https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch</epos-gsmlp:purpose_href> <epos-gsmlp:purpose>multidisciplinary scientific research</epos-gsmlp:purpose> <epos-gsmlp:boreholeuse>multidisciplinary scientific research</epos-gsmlp:boreholeuse> <epos-gsmlp:boreholeuse_href>https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch</epos-gsmlp:boreholeuse_href> <epos-gsmlp:status_href>https://data.geoscience.earth/ncl/BoreholeStatus/drillingCompleted</epos-gsmlp:status_href> <epos-gsmlp:status>drilling completed</epos-gsmlp:status> <epos-gsmlp:drillingmethod_href>https://data.geoscience.earth/ncl/DrillingMethod/diamondCore</epos-gsmlp:drillingmethod_href> <epos-gsmlp:drillingmethod>diamond core</epos-gsmlp:drillingmethod> <epos-gsmlp:operator>Uppsala University, Sweden</epos-gsmlp:operator> <epos-gsmlp:driller>Lund University, Sweden / Protek Norr AB</epos-gsmlp:driller> <epos-gsmlp:drillstartdate>2013-09-04Z</epos-gsmlp:drillstartdate> <epos-gsmlp:drillenddate>2014-08-25Z</epos-gsmlp:drillenddate> <epos-gsmlp:startpoint_href>https://data.geoscience.earth/ncl/StartPoint/naturalLandSurface</epos-gsmlp:startpoint_href> <epos-gsmlp:startpoint>natural land surface</epos-gsmlp:startpoint> <epos-gsmlp:inclinationtype_href>https://data.geoscience.earth/ncl/BoreholeInclinationType/vertical</epos-gsmlp:inclinationtype_href> <epos-gsmlp:inclinationtype>vertical</epos-gsmlp:inclinationtype> <epos-gsmlp:boreholematerialcustodian>Federal Institute for Geosciences and Natural Resources (BGR), Core archive for research drilling</epos-gsmlp:boreholematerialcustodian> <epos-gsmlp:boreholelength_m>2495.8</epos-gsmlp:boreholelength_m> <epos-gsmlp:elevation_m>522.51</epos-gsmlp:elevation_m> <epos-gsmlp:elevation_srs>5613</epos-gsmlp:elevation_srs> <epos-gsmlp:source>COSC-1 operational report - Operational data sets. Lorenz, Henning; Rosberg, Jan-Erik; Juhlin, Christopher; Bjelm, Leif; Almqvist, Bjarne; Berthet, Théo; Conze, Ronald; Gee, David G.; Klonowska, Iwona; Pascal, Christophe; Pedersen, Karsten; Roberts, Nick; Tsang, Chinfu (2015): COSC-1 operational report - Operational data sets. GFZ Data Services. https://doi.org/10.1594/GFZ.SDDB.ICDP.5054.2015</epos-gsmlp:source> <epos-gsmlp:metadata_uri>https://epos.brgm-rec.fr/geonetwork/srv/eng/catalog.search#/metadata/e435e013-944d-45e3-b2b7-a009889300d2</epos-gsmlp:metadata_uri> <epos-gsmlp:cored>true</epos-gsmlp:cored> <epos-gsmlp:accesstophysicaldrillcore>true</epos-gsmlp:accesstophysicaldrillcore> <epos-gsmlp:detaileddescription>Borehole SD-5054_1_A</epos-gsmlp:detaileddescription> <epos-gsmlp:detaileddescription_href>https://www.geodata.rocks/Boreholes/SD-5054_1_A</epos-gsmlp:detaileddescription_href> <epos-gsmlp:geophysicallogs>COSC-1 operational data sets</epos-gsmlp:geophysicallogs> <epos-gsmlp:geophysicallogs_href>https://doi.org/10.5880/ICDP.5054.002</epos-gsmlp:geophysicallogs_href> <epos-gsmlp:geologicaldescription>lithology</epos-gsmlp:geologicaldescription> <epos-gsmlp:geologicaldescription_href>https://www.geodata.rocks/GeologyLogs/SD-5054_1_A_on-site_full</epos-gsmlp:geologicaldescription_href> <epos-gsmlp:groundwaterlevel>inapplicable</epos-gsmlp:groundwaterlevel> <epos-gsmlp:groundwaterlevel_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:groundwaterlevel_href> <epos-gsmlp:groundwaterchemistry>inapplicable</epos-gsmlp:groundwaterchemistry> <epos-gsmlp:groundwaterchemistry_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:groundwaterchemistry_href> <epos-gsmlp:rockgeochemistry>XRF</epos-gsmlp:rockgeochemistry> <epos-gsmlp:rockgeochemistry_href>https://doi.org/10.5880/ICDP.5054.002</epos-gsmlp:rockgeochemistry_href> <epos-gsmlp:poregaschemistry>inapplicable</epos-gsmlp:poregaschemistry> <epos-gsmlp:poregaschemistry_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:poregaschemistry_href> <epos-gsmlp:geotechnicalinfo>inapplicable</epos-gsmlp:geotechnicalinfo> <epos-gsmlp:geotechnicalinfo_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:geotechnicalinfo_href> <epos-gsmlp:location_wgs84> <gml:Point srsName="http://www.opengis.net/gml/srs/epsg.xml#4326" srsDimension="2" gml:id="BoreholeView_PointStacker.SD-5054_1_A.location_wgs84"> <gml:pos>13.20292 63.40163</gml:pos> </gml:Point> </epos-gsmlp:location_wgs84> <epos-gsmlp:positionalaccuracy>0.1</epos-gsmlp:positionalaccuracy> <epos-gsmlp:countryid>2</epos-gsmlp:countryid> </epos-gsmlp:BoreholeView_PointStacker> </wfs:member> <wfs:member> <epos-gsmlp:BoreholeView_PointStacker gml:id="BoreholeView_PointStacker.SD-5054_2_A"> <gml:description>The Collisional Orogeny in the Scandinavian Caledonides (COSC) scientific drilling project aims to characterise the structure and orogenic processes involved in a major collisional mountain belt by multi-disciplinary geoscientific research. Located in western central Sweden, the project has drilled two fully cored deep boreholes into the bedrock of the deeply eroded Early Paleozoic Caledonide Orogen. COSC-2 successfully recovered a continuous drill core to 2276 m depth from two boreholes (100 m to TD in COSC-2 A and 6 - 116 m in COSC-2 B). The retrieved geological section includes the lower part of the allochthons, the main décollement and basement rocks. Turbiditic greywackes were drilled from the bedrock surface at c. 5 m depth and down to c. 780 m (light blue in Fig. 2). Here, the borehole encountered a strongly sheared black shale formation, which is in accordance with the magnetotelluric site investigations. After c. 45 m, the black shales give way to a tectonically disturbed unit of sandstone, conglomerate and tuff, which extends downwards to c. 1250 m. At this depth, ignimbrites and volcanic porphyries were encountered for the first time in the borehole. They show only minor signs of deformation and are present in different varieties (green to reddish, different grain size) down to the total depth, interrupted by major (and some minor) dolerite intrusions between c. 1600 and c. 1930 m, which show clear signs of deformation (cataclasite, breccia). partially different from the expected geological section with respect to the depth to the main décollement and the expected rock types. COSC-2 was surveyed by a comprehensive post-drilling downhole logging campaign and a combined borehole/land seismic survey in autumn 2022.</gml:description> <gml:name>COSC-2 A</gml:name> <epos-gsmlp:gmlidentifier>https://www.geodata.rocks/BoreholeView/SD-5054_2_A</epos-gsmlp:gmlidentifier> <epos-gsmlp:gsmlpidentifier>https://www.geodata.rocks/Boreholes/SD-5054_2_A</epos-gsmlp:gsmlpidentifier> <epos-gsmlp:purpose_href>https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch</epos-gsmlp:purpose_href> <epos-gsmlp:purpose>multidisciplinary scientific research</epos-gsmlp:purpose> <epos-gsmlp:boreholeuse>multidisciplinary scientific research</epos-gsmlp:boreholeuse> <epos-gsmlp:boreholeuse_href>https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch</epos-gsmlp:boreholeuse_href> <epos-gsmlp:status_href>https://data.geoscience.earth/ncl/BoreholeStatus/drillingCompleted</epos-gsmlp:status_href> <epos-gsmlp:status>drilling completed</epos-gsmlp:status> <epos-gsmlp:drillingmethod_href>https://data.geoscience.earth/ncl/DrillingMethod/diamondCore</epos-gsmlp:drillingmethod_href> <epos-gsmlp:drillingmethod>diamond core</epos-gsmlp:drillingmethod> <epos-gsmlp:operator>Uppsala University, Sweden (for I-EDDA-TC)</epos-gsmlp:operator> <epos-gsmlp:driller>Lund University, Sweden / Jämtborr AB</epos-gsmlp:driller> <epos-gsmlp:drillstartdate>2020-04-16Z</epos-gsmlp:drillstartdate> <epos-gsmlp:drillenddate>2020-08-07Z</epos-gsmlp:drillenddate> <epos-gsmlp:startpoint_href>https://data.geoscience.earth/ncl/StartPoint/naturalLandSurface</epos-gsmlp:startpoint_href> <epos-gsmlp:startpoint>natural land surface</epos-gsmlp:startpoint> <epos-gsmlp:inclinationtype_href>https://data.geoscience.earth/ncl/BoreholeInclinationType/vertical</epos-gsmlp:inclinationtype_href> <epos-gsmlp:inclinationtype>vertical</epos-gsmlp:inclinationtype> <epos-gsmlp:boreholematerialcustodian>Federal Institute for Geosciences and Natural Resources (BGR), Core archive for research drilling</epos-gsmlp:boreholematerialcustodian> <epos-gsmlp:boreholelength_m>2276.05</epos-gsmlp:boreholelength_m> <epos-gsmlp:elevation_m>320.25</epos-gsmlp:elevation_m> <epos-gsmlp:elevation_srs>5613</epos-gsmlp:elevation_srs> <epos-gsmlp:metadata_uri>https://epos.brgm-rec.fr/geonetwork/srv/eng/catalog.search#/metadata/e435e013-944d-45e3-b2b7-a009889300d2</epos-gsmlp:metadata_uri> <epos-gsmlp:cored>true</epos-gsmlp:cored> <epos-gsmlp:accesstophysicaldrillcore>false</epos-gsmlp:accesstophysicaldrillcore> <epos-gsmlp:detaileddescription>Borehole SD-5054_2_A</epos-gsmlp:detaileddescription> <epos-gsmlp:detaileddescription_href>https://www.geodata.rocks/Boreholes/SD-5054_2_A</epos-gsmlp:detaileddescription_href> <epos-gsmlp:geophysicallogs>COSC-2 operational data sets</epos-gsmlp:geophysicallogs> <epos-gsmlp:geophysicallogs_href>https://doi.org/10.5880/ICDP.5054.003</epos-gsmlp:geophysicallogs_href> <epos-gsmlp:geologicaldescription>lithology</epos-gsmlp:geologicaldescription> <epos-gsmlp:geologicaldescription_href>https://www.geodata.rocks/GeologyLogs/SD-5054_2_A_full</epos-gsmlp:geologicaldescription_href> <epos-gsmlp:groundwaterlevel>inapplicable</epos-gsmlp:groundwaterlevel> <epos-gsmlp:groundwaterlevel_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:groundwaterlevel_href> <epos-gsmlp:groundwaterchemistry>inapplicable</epos-gsmlp:groundwaterchemistry> <epos-gsmlp:groundwaterchemistry_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:groundwaterchemistry_href> <epos-gsmlp:rockgeochemistry>inapplicable</epos-gsmlp:rockgeochemistry> <epos-gsmlp:rockgeochemistry_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:rockgeochemistry_href> <epos-gsmlp:poregaschemistry>inapplicable</epos-gsmlp:poregaschemistry> <epos-gsmlp:poregaschemistry_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:poregaschemistry_href> <epos-gsmlp:geotechnicalinfo>inapplicable</epos-gsmlp:geotechnicalinfo> <epos-gsmlp:geotechnicalinfo_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:geotechnicalinfo_href> <epos-gsmlp:location_wgs84> <gml:Point srsName="http://www.opengis.net/gml/srs/epsg.xml#4326" srsDimension="2" gml:id="BoreholeView_PointStacker.SD-5054_2_A.location_wgs84"> <gml:pos>13.52648 63.31245</gml:pos> </gml:Point> </epos-gsmlp:location_wgs84> <epos-gsmlp:positionalaccuracy>0.1</epos-gsmlp:positionalaccuracy> <epos-gsmlp:countryid>2</epos-gsmlp:countryid> </epos-gsmlp:BoreholeView_PointStacker> </wfs:member> <wfs:member> <epos-gsmlp:BoreholeView_PointStacker gml:id="BoreholeView_PointStacker.SD-5016_1_A"> <gml:name>Kola SG-3</gml:name> <epos-gsmlp:gmlidentifier>https://www.geodata.rocks/BoreholeView/SD-5016_1_A</epos-gsmlp:gmlidentifier> <epos-gsmlp:gsmlpidentifier>https://www.geodata.rocks/Boreholes/SD-5016_1_A</epos-gsmlp:gsmlpidentifier> <epos-gsmlp:purpose_href>https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch</epos-gsmlp:purpose_href> <epos-gsmlp:purpose>multidisciplinary scientific research</epos-gsmlp:purpose> <epos-gsmlp:boreholeuse>multidisciplinary scientific research</epos-gsmlp:boreholeuse> <epos-gsmlp:boreholeuse_href>https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch</epos-gsmlp:boreholeuse_href> <epos-gsmlp:status_href>https://data.geoscience.earth/ncl/BoreholeStatus/drillingCompleted</epos-gsmlp:status_href> <epos-gsmlp:status>drilling completed</epos-gsmlp:status> <epos-gsmlp:drillingmethod_href>https://data.geoscience.earth/ncl/DrillingMethod/coreDrilling</epos-gsmlp:drillingmethod_href> <epos-gsmlp:drillingmethod>core drilling</epos-gsmlp:drillingmethod> <epos-gsmlp:operator>Russian Academy of Sciences, Kola Science Centre, Geological Institute</epos-gsmlp:operator> <epos-gsmlp:driller>NEDRA</epos-gsmlp:driller> <epos-gsmlp:drillstartdate>1970-04-30Z</epos-gsmlp:drillstartdate> <epos-gsmlp:drillenddate>1989-12-30Z</epos-gsmlp:drillenddate> <epos-gsmlp:startpoint_href>https://data.geoscience.earth/ncl/StartPoint/naturalLandSurface</epos-gsmlp:startpoint_href> <epos-gsmlp:startpoint>natural land surface</epos-gsmlp:startpoint> <epos-gsmlp:inclinationtype_href>https://data.geoscience.earth/ncl/BoreholeInclinationType/vertical</epos-gsmlp:inclinationtype_href> <epos-gsmlp:inclinationtype>vertical</epos-gsmlp:inclinationtype> <epos-gsmlp:boreholematerialcustodian>Russian Academy of Sciences, Kola Science Centre, Geological Institute</epos-gsmlp:boreholematerialcustodian> <epos-gsmlp:boreholelength_m>12261.0</epos-gsmlp:boreholelength_m> <epos-gsmlp:elevation_m>346.0</epos-gsmlp:elevation_m> <epos-gsmlp:elevation_srs>5613</epos-gsmlp:elevation_srs> <epos-gsmlp:source>International Continental Scientific Drilling Program (ICDP), direct communication</epos-gsmlp:source> <epos-gsmlp:metadata_uri>https://epos.brgm-rec.fr/geonetwork/srv/eng/catalog.search#/metadata/e435e013-944d-45e3-b2b7-a009889300d2</epos-gsmlp:metadata_uri> <epos-gsmlp:cored>true</epos-gsmlp:cored> <epos-gsmlp:accesstophysicaldrillcore>false</epos-gsmlp:accesstophysicaldrillcore> <epos-gsmlp:detaileddescription>Borehole SD-5016_1_A</epos-gsmlp:detaileddescription> <epos-gsmlp:detaileddescription_href>https://www.geodata.rocks/Boreholes/SD-5016_1_A</epos-gsmlp:detaileddescription_href> <epos-gsmlp:geophysicallogs>unkown</epos-gsmlp:geophysicallogs> <epos-gsmlp:geophysicallogs_href>http://www.opengis.net/def/nil/ogc/0/unkown</epos-gsmlp:geophysicallogs_href> <epos-gsmlp:geologicaldescription>unkown</epos-gsmlp:geologicaldescription> <epos-gsmlp:geologicaldescription_href>http://www.opengis.net/def/nil/ogc/0/unkown</epos-gsmlp:geologicaldescription_href> <epos-gsmlp:groundwaterlevel>inapplicable</epos-gsmlp:groundwaterlevel> <epos-gsmlp:groundwaterlevel_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:groundwaterlevel_href> <epos-gsmlp:groundwaterchemistry>inapplicable</epos-gsmlp:groundwaterchemistry> <epos-gsmlp:groundwaterchemistry_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:groundwaterchemistry_href> <epos-gsmlp:rockgeochemistry>unknown</epos-gsmlp:rockgeochemistry> <epos-gsmlp:rockgeochemistry_href>http://www.opengis.net/def/nil/ogc/0/unknown</epos-gsmlp:rockgeochemistry_href> <epos-gsmlp:poregaschemistry>unknown</epos-gsmlp:poregaschemistry> <epos-gsmlp:poregaschemistry_href>http://www.opengis.net/def/nil/ogc/0/unknown</epos-gsmlp:poregaschemistry_href> <epos-gsmlp:geotechnicalinfo>inapplicable</epos-gsmlp:geotechnicalinfo> <epos-gsmlp:geotechnicalinfo_href>http://www.opengis.net/def/nil/ogc/0/inapplicable</epos-gsmlp:geotechnicalinfo_href> <epos-gsmlp:location_wgs84> <gml:Point srsName="http://www.opengis.net/gml/srs/epsg.xml#4326" srsDimension="2" gml:id="BoreholeView_PointStacker.SD-5016_1_A.location_wgs84"> <gml:pos>29.28 69.17</gml:pos> </gml:Point> </epos-gsmlp:location_wgs84> <epos-gsmlp:countryid>2</epos-gsmlp:countryid> </epos-gsmlp:BoreholeView_PointStacker> </wfs:member> </wfs:FeatureCollection>
Access of Linked Data¶
Extract LinkedData URL and location for full borehole data and keep it in an associative array (Python dictionary)
boreholes = {}
# method to convert lonlat (GML pos) to a GML point feature
def gmlpointfromlonlat(coordin):
lonlat = re.match(r"(^\S+) (\S+$)", coordin)
coordtrans = 'POINT(' + lonlat[2] + ' ' + lonlat[1] + ')'
return(coordtrans)
for feature in xml.findall(".//{http://www.opengis.net/wfs/2.0}member"):
name = feature.find(".//{http://www.opengis.net/gml/3.2}name").text
details = feature.find(".//{https://data.geoscience.earth/def/epos-geosciml-lite}detaileddescription_href").text
location = feature.find(".//{http://www.opengis.net/gml/3.2}pos").text
boreholes[name] = {}
boreholes[name]['details'] = details
boreholes[name]['GML'] = gmlpointfromlonlat(location)
# boreholes[name]['location'] = location
# Initialize keys that will be needed later, to avoid runtime errors while updating dictonaries
boreholes[name]['lithologygeologicunit'] = None
pp.pprint(boreholes)
{ 'COSC-1 A': { 'GML': 'POINT(63.40163 13.20292)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_1_A',
'lithologygeologicunit': None},
'COSC-2 A': { 'GML': 'POINT(63.31245 13.52648)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_2_A',
'lithologygeologicunit': None},
'Kola SG-3': { 'GML': 'POINT(69.17 29.28)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5016_1_A',
'lithologygeologicunit': None}}
Access the data in the full borehole data service. From this point, any linked data can be dereferenced using the same method.
for key, value in boreholes.items():
for subkey, subvalue in value.items():
if subkey == 'details':
content = requests.get(subvalue)
print(xmlmd.parseString(content.text).toprettyxml())
<?xml version="1.0" ?> <wfs:FeatureCollection xmlns:wfs="http://www.opengis.net/wfs/2.0" xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:gwml2="http://www.opengis.net/gwml-main/2.2" xmlns:swe="http://www.opengis.net/swe/2.0" xmlns:sams="http://www.opengis.net/samplingSpatial/2.0" xmlns:gsmlp="https://forge.brgm.fr/svnrepository/epos/trunk/schemas" xmlns:gml="http://www.opengis.net/gml/3.2" xmlns:gwml2wc="http://www.opengis.net/gwml-wellconstruction/2.2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:eposb="https://data.geoscience.earth/def/eposb" xmlns:gco="http://www.isotc211.org/2005/gco" xmlns:gwml2w="http://www.opengis.net/gwml-well/2.2" xmlns:om="http://www.opengis.net/om/2.0" xmlns:sam="http://www.opengis.net/sampling/2.0" xmlns:gmd="http://www.isotc211.org/2005/gmd" xmlns:xlink="http://www.w3.org/1999/xlink" numberMatched="0" numberReturned="1" timeStamp="2023-09-12T10:04:07.002Z" xsi:schemaLocation="http://www.opengis.net/wfs/2.0 http://schemas.opengis.net/wfs/2.0/wfs.xsd https://data.geoscience.earth/def/eposb https://data.geoscience.earth/def/eposb.xsd http://www.opengis.net/gml/3.2 http://schemas.opengis.net/gml/3.2.1/gml.xsd"> <wfs:member> <eposb:Borehole gml:id="SD-5054_1_A"> <gml:description>The Collisional Orogeny in the Scandinavian Caledonides (COSC) scientific drilling project focuses on mountain building processes in a major mid-Paleozoic orogen in western Scandinavia and its comparison with modern analogues. The transport and emplacement of subduction-related highgrade continent-ocean transition (COT) complexes onto the Baltoscandian platform and their influence on the underlying allochthons and basement will be studied in a section provided by two fully cored 2.5 km deep drill holes. This operational report concerns the first drill hole, COSC-1 (ICDP 5054-1-A), drilled from early May to late August 2014. COSC-1 is located in the vicinity of the abandoned Fröå mine, close to the town of Åre in Jämtland, Sweden and was planned to sample a thick section of the Seve Nappe and to penetrate its basal thrust zone into the underlying lower grade metamorphosed allochthon. Despite substantial technical problems, the drill hole reached 2495.8 m driller's depth and nearly 100 % core recovery was achieved. Surprising was the homogeneity of the Seve Nappe rocks, the unexpected thickness of its basal thrust zone (> 500 m) and that the drill hole, therefore, did not penetrate the bottom of the thrust zone. However, lower grade metasedimentary rocks were encountered in the lowermost part of the drill hole together with tens of metres thick mylonites that are, unexpectedly, rich in large garnets. The drill core was documented on-site and XRF scanned off site. During various stages of the drilling, the borehole was documented by comprehensive downhole logging. This operational report provides an overview over the COSC-1 operations from drilling preparations to the sampling party and describes the available datasets and sample material.</gml:description> <gml:descriptionReference xlink:href="https://igsn.org/ICDP5054EHW1001" xlink:title="IGSN registry entry"/> <gml:identifier codeSpace="https://tools.ietf.org/html/rfc3629">https://www.geodata.rocks/Boreholes/SD-5054_1_A</gml:identifier> <sam:sampledFeature xlink:href="https://sweet.jpl.nasa.gov/2.3/realmEarthReference.owl#EarthLithosphere" xlink:title="Lithosphere"/> <sam:relatedSamplingFeature> <sam:SamplingFeatureComplex> <sam:role xlink:href="https://data.geoscience.earth/ncl/RelatedSamplingFeatureRole/boreholeSegment" xlink:title="borehole segment"/> <sam:relatedSamplingFeature xlink:href="https://www.geodata.rocks/Segments/SD-5054_1_A-1" xlink:title="SD-5054_1_A-1_0.00-103.00"/> </sam:SamplingFeatureComplex> </sam:relatedSamplingFeature> <sam:relatedSamplingFeature> <sam:SamplingFeatureComplex> <sam:role xlink:href="https://data.geoscience.earth/ncl/RelatedSamplingFeatureRole/boreholeSegment" xlink:title="borehole segment"/> <sam:relatedSamplingFeature xlink:href="https://www.geodata.rocks/Segments/SD-5054_1_A-2" xlink:title="SD-5054_1_A-2_103.00-1616.00"/> </sam:SamplingFeatureComplex> </sam:relatedSamplingFeature> <sam:relatedSamplingFeature> <sam:SamplingFeatureComplex> <sam:role xlink:href="https://data.geoscience.earth/ncl/RelatedSamplingFeatureRole/boreholeSegment" xlink:title="borehole segment"/> <sam:relatedSamplingFeature xlink:href="https://www.geodata.rocks/Segments/SD-5054_1_A-3" xlink:title="SD-5054_1_A-3_1616.00-1709.00"/> </sam:SamplingFeatureComplex> </sam:relatedSamplingFeature> <sam:relatedSamplingFeature> <sam:SamplingFeatureComplex> <sam:role xlink:href="https://data.geoscience.earth/ncl/RelatedSamplingFeatureRole/boreholeSegment" xlink:title="borehole segment"/> <sam:relatedSamplingFeature xlink:href="https://www.geodata.rocks/Segments/SD-5054_1_A-4" xlink:title="SD-5054_1_A-4_1709.00-2495.80"/> </sam:SamplingFeatureComplex> </sam:relatedSamplingFeature> <sams:shape> <gml:LineString srsDimension="3" srsName="http://www.opengis.net/gml/srs/epsg.xml#4979"> <gml:posList>13.202917 63.40163 522.51 13.20291703 63.40163043 519.44 13.20291722 63.40163054 516.37 13.20291752 63.40163051 513.3 13.20291779 63.40163047 510.22 13.20291784 63.40163033 507.15 13.20291775 63.40163013 504.08 13.20291764 63.40162995 501.01 13.20291771 63.40162978 497.94 13.2029178 63.40162959 494.87 13.20291792 63.40162937 491.79 13.20291811 63.40162921 488.72 13.20291844 63.40162905 485.65 13.20291889 63.40162887 482.58 13.2029192 63.40162876 479.51 13.20291952 63.40162863 476.44 13.20291991 63.40162851 473.37 13.20292018 63.4016284 470.29 13.20292057 63.40162826 467.22 13.20292091 63.40162818 464.15 13.20292126 63.40162806 461.08 13.20292171 63.40162794 458.01 13.2029221 63.40162782 454.94 13.20292245 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Located in western central Sweden, the project has drilled two fully cored deep boreholes into the bedrock of the deeply eroded Early Paleozoic Caledonide Orogen. COSC-2 successfully recovered a continuous drill core to 2276 m depth from two boreholes (100 m to TD in COSC-2 A and 6 - 116 m in COSC-2 B). The retrieved geological section includes the lower part of the allochthons, the main décollement and basement rocks. Turbiditic greywackes were drilled from the bedrock surface at c. 5 m depth and down to c. 780 m (light blue in Fig. 2). Here, the borehole encountered a strongly sheared black shale formation, which is in accordance with the magnetotelluric site investigations. After c. 45 m, the black shales give way to a tectonically disturbed unit of sandstone, conglomerate and tuff, which extends downwards to c. 1250 m. At this depth, ignimbrites and volcanic porphyries were encountered for the first time in the borehole. They show only minor signs of deformation and are present in different varieties (green to reddish, different grain size) down to the total depth, interrupted by major (and some minor) dolerite intrusions between c. 1600 and c. 1930 m, which show clear signs of deformation (cataclasite, breccia). partially different from the expected geological section with respect to the depth to the main décollement and the expected rock types. 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<eposb:boreholeGeology xlink:href="https://www.geodata.rocks/GeologyLogs/SD-5054_2_A_full" xlink:title="SD-5054_2_A_full"/> <eposb:alias> <eposb:Alias gml:id="SD-5054_2_A-COSC-2"> <gml:identifier codeSpace="https://tools.ietf.org/html/rfc3629">https://www.geodata.rocks/Boreholes/SD-5054_2_A</gml:identifier> <gml:name>part of COSC-2 (Collisional Orogeny in the Scandinavian Caledonides)</gml:name> <eposb:origin> <gmd:CI_ResponsibleParty id="UU-hl-0.044458169813276216"> <gmd:individualName> <gco:CharacterString>Henning Lorenz</gco:CharacterString> </gmd:individualName> <gmd:organisationName> <gco:CharacterString>Uppsala University, Department of Earth Sciences</gco:CharacterString> </gmd:organisationName> <gmd:positionName> <gco:CharacterString>Coordinator scientific drilling</gco:CharacterString> </gmd:positionName> <gmd:contactInfo> <gmd:CI_Contact id="UU-hl-0.05054617935656247"> <gmd:phone> <gmd:CI_Telephone id="UU-hl-PH-0.2296272689000478"> <gmd:voice> 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<gmd:contactInstructions> <gco:CharacterString>In case of problems, contact the organisation</gco:CharacterString> </gmd:contactInstructions> </gmd:CI_Contact> </gmd:contactInfo> <gmd:role> <gmd:CI_RoleCode codeList="https://github.com/ISO-TC211/GOM/raw/master/isotc211_GOM_harmonizedOntology/19115/2006/iso19115CitationAndResponsiblePartyInformation.rdf" codeListValue="point Of Contact"/> </gmd:role> </gmd:CI_ResponsibleParty> </eposb:origin> <eposb:aliasValidityPeriod> <gml:TimePeriod> <gml:begin> <gml:TimeInstant> <gml:timePosition>2017-01-15Z</gml:timePosition> </gml:TimeInstant> </gml:begin> <gml:end> <gml:TimeInstant> <gml:timePosition indeterminatePosition="unknown"/> </gml:TimeInstant> </gml:end> </gml:TimePeriod> </eposb:aliasValidityPeriod> <eposb:borehole/> </eposb:Alias> </eposb:alias> </eposb:Borehole> </wfs:member> </wfs:FeatureCollection> <?xml version="1.0" ?> <wfs:FeatureCollection xmlns:wfs="http://www.opengis.net/wfs/2.0" xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns:gwml2="http://www.opengis.net/gwml-main/2.2" xmlns:swe="http://www.opengis.net/swe/2.0" xmlns:sams="http://www.opengis.net/samplingSpatial/2.0" xmlns:gsmlp="https://forge.brgm.fr/svnrepository/epos/trunk/schemas" xmlns:gml="http://www.opengis.net/gml/3.2" xmlns:gwml2wc="http://www.opengis.net/gwml-wellconstruction/2.2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:eposb="https://data.geoscience.earth/def/eposb" xmlns:gco="http://www.isotc211.org/2005/gco" xmlns:gwml2w="http://www.opengis.net/gwml-well/2.2" xmlns:om="http://www.opengis.net/om/2.0" xmlns:sam="http://www.opengis.net/sampling/2.0" xmlns:gmd="http://www.isotc211.org/2005/gmd" xmlns:xlink="http://www.w3.org/1999/xlink" numberMatched="0" numberReturned="1" timeStamp="2023-09-12T10:04:12.021Z" xsi:schemaLocation="http://www.opengis.net/wfs/2.0 http://schemas.opengis.net/wfs/2.0/wfs.xsd https://data.geoscience.earth/def/eposb https://data.geoscience.earth/def/eposb.xsd http://www.opengis.net/gml/3.2 http://schemas.opengis.net/gml/3.2.1/gml.xsd"> <wfs:member> <eposb:Borehole gml:id="SD-5016_1_A"> <gml:descriptionReference xlink:href="https://igsn.org/" xlink:title="IGSN registry entry"/> <gml:identifier codeSpace="https://tools.ietf.org/html/rfc3629">https://www.geodata.rocks/Boreholes/SD-5016_1_A</gml:identifier> <sam:sampledFeature xlink:href="https://sweet.jpl.nasa.gov/2.3/realmEarthReference.owl#EarthLithosphere" xlink:title="Lithosphere"/> <sam:relatedSamplingFeature> <sam:SamplingFeatureComplex> <sam:role xlink:href="https://data.geoscience.earth/ncl/RelatedSamplingFeatureRole/boreholeSegment" xlink:title="borehole segment"/> <sam:relatedSamplingFeature xlink:href="https://www.geodata.rocks/Segments/SD-5016_1_A" xlink:title="SD-5016_1_A_0.00-12261.00"/> </sam:SamplingFeatureComplex> </sam:relatedSamplingFeature> <sams:shape> <gml:LineString srsDimension="3" srsName="http://www.opengis.net/gml/srs/epsg.xml#4979"> <gml:posList>29.28 69.17 346 29.28 69.17 -11915</gml:posList> </gml:LineString> </sams:shape> <eposb:boreholeUse> <eposb:BoreholeUse> <eposb:use xlink:href="https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch" xlink:title="multidisciplinary scientific research"/> <eposb:usePeriod> <gml:TimePeriod> <gml:begin> <gml:TimeInstant> <gml:timePosition>1970-05-01Z</gml:timePosition> </gml:TimeInstant> </gml:begin> <gml:end> <gml:TimeInstant> <gml:timePosition indeterminatePosition="unknown"/> </gml:TimeInstant> </gml:end> </gml:TimePeriod> </eposb:usePeriod> <eposb:useStatus xlink:href="http://www.opengis.net/def/nil/ogc/0/unknown" xlink:title="unknown"/> </eposb:BoreholeUse> </eposb:boreholeUse> <eposb:custodian> <eposb:Custodian> <eposb:custodian> <gmd:CI_ResponsibleParty id="RAS-KSC-0.47553715333799207"> <gmd:organisationName> <gco:CharacterString>Russian Academy of Sciences, Kola Science Centre, Geological Institute</gco:CharacterString> </gmd:organisationName> <gmd:contactInfo> <gmd:CI_Contact id="RAS-KSC-0.12229675011130836"> <gmd:phone> <gmd:CI_Telephone id="RAS-KSC-PH-0.20737224597306514"> <gmd:voice> <gco:CharacterString>+78155576567</gco:CharacterString> </gmd:voice> <gmd:facsimile> <gco:CharacterString>+78155576481</gco:CharacterString> </gmd:facsimile> </gmd:CI_Telephone> </gmd:phone> <gmd:address> <gmd:CI_Address id="RAS-KSC-ADR-0.46043845402822403"> <gmd:deliveryPoint> <gco:CharacterString>Fersmana, 14</gco:CharacterString> </gmd:deliveryPoint> <gmd:city> <gco:CharacterString>Apatity</gco:CharacterString> </gmd:city> <gmd:administrativeArea> <gco:CharacterString>Murmansk oblast</gco:CharacterString> </gmd:administrativeArea> <gmd:postalCode> <gco:CharacterString>194209</gco:CharacterString> </gmd:postalCode> <gmd:country> <gco:CharacterString>Russia</gco:CharacterString> </gmd:country> <gmd:electronicMailAddress> <gco:CharacterString>geo@ksc.ru</gco:CharacterString> </gmd:electronicMailAddress> </gmd:CI_Address> </gmd:address> <gmd:onlineResource> <gmd:CI_OnlineResource id="RAS-KSC-OR-0.4680048593046159"> <gmd:linkage> <gmd:URL>https://geoksc.apatity.ru</gmd:URL> </gmd:linkage> </gmd:CI_OnlineResource> </gmd:onlineResource> </gmd:CI_Contact> </gmd:contactInfo> <gmd:role> <gmd:CI_RoleCode codeList="https://github.com/ISO-TC211/GOM/raw/master/isotc211_GOM_harmonizedOntology/19115/2006/iso19115CitationAndResponsiblePartyInformation.rdf" codeListValue="point Of Contact"/> </gmd:role> </gmd:CI_ResponsibleParty> </eposb:custodian> <eposb:custodianPeriod> <gml:TimePeriod> <gml:begin> <gml:TimeInstant> <gml:timePosition>1989-12-31Z</gml:timePosition> </gml:TimeInstant> </gml:begin> <gml:end> <gml:TimeInstant> <gml:timePosition indeterminatePosition="unknown"/> </gml:TimeInstant> </gml:end> </gml:TimePeriod> </eposb:custodianPeriod> </eposb:Custodian> </eposb:custodian> <eposb:custodian> <eposb:Custodian> <eposb:custodian> <gmd:CI_ResponsibleParty id="RAS-KSC-0.4970790197380106"> <gmd:organisationName> <gco:CharacterString>Russian Academy of Sciences, Kola Science Centre, Geological Institute</gco:CharacterString> </gmd:organisationName> <gmd:contactInfo> <gmd:CI_Contact id="RAS-KSC-0.3419221862130637"> <gmd:phone> <gmd:CI_Telephone id="RAS-KSC-PH-0.6163693834485365"> <gmd:voice> <gco:CharacterString>+78155576567</gco:CharacterString> </gmd:voice> <gmd:facsimile> <gco:CharacterString>+78155576481</gco:CharacterString> </gmd:facsimile> </gmd:CI_Telephone> </gmd:phone> <gmd:address> <gmd:CI_Address id="RAS-KSC-ADR-0.651159277328255"> <gmd:deliveryPoint> <gco:CharacterString>Fersmana, 14</gco:CharacterString> </gmd:deliveryPoint> <gmd:city> <gco:CharacterString>Apatity</gco:CharacterString> </gmd:city> <gmd:administrativeArea> <gco:CharacterString>Murmansk oblast</gco:CharacterString> </gmd:administrativeArea> <gmd:postalCode> <gco:CharacterString>194209</gco:CharacterString> </gmd:postalCode> <gmd:country> <gco:CharacterString>Russia</gco:CharacterString> </gmd:country> <gmd:electronicMailAddress> <gco:CharacterString>geo@ksc.ru</gco:CharacterString> </gmd:electronicMailAddress> </gmd:CI_Address> </gmd:address> <gmd:onlineResource> <gmd:CI_OnlineResource id="RAS-KSC-OR-0.6221813460033163"> <gmd:linkage> <gmd:URL>https://geoksc.apatity.ru</gmd:URL> </gmd:linkage> </gmd:CI_OnlineResource> </gmd:onlineResource> </gmd:CI_Contact> </gmd:contactInfo> <gmd:role> <gmd:CI_RoleCode codeList="https://github.com/ISO-TC211/GOM/raw/master/isotc211_GOM_harmonizedOntology/19115/2006/iso19115CitationAndResponsiblePartyInformation.rdf" codeListValue="point Of Contact"/> </gmd:role> </gmd:CI_ResponsibleParty> </eposb:custodian> <eposb:custodianPeriod> <gml:TimePeriod> <gml:begin> <gml:TimeInstant> <gml:timePosition>1989-12-31Z</gml:timePosition> </gml:TimeInstant> </gml:begin> <gml:end> <gml:TimeInstant> <gml:timePosition indeterminatePosition="unknown"/> </gml:TimeInstant> </gml:end> </gml:TimePeriod> </eposb:custodianPeriod> </eposb:Custodian> </eposb:custodian> <eposb:legalAccessLevel> <gmd:MD_LegalConstraints> <gmd:accessConstraints> <gmd:MD_RestrictionCode codeList="http://registry.it.csiro.au/def/isotc211/MD_RestrictionCode/licenceUnrestricted" codeListValue="http://registry.it.csiro.au/def/isotc211/MD_RestrictionCode/licenceUnrestricted"/> </gmd:accessConstraints> </gmd:MD_LegalConstraints> </eposb:legalAccessLevel> <eposb:length uom="http://qudt.org/vocab/unit/M">12261.0</eposb:length> <eposb:operator> <eposb:Operator> <eposb:operator> <gmd:CI_ResponsibleParty id="RAS-KSC-0.3505231003866308"> <gmd:organisationName> <gco:CharacterString>Russian Academy of Sciences, Kola Science Centre, Geological Institute</gco:CharacterString> </gmd:organisationName> <gmd:contactInfo> <gmd:CI_Contact id="RAS-KSC-0.08031472883315072"> <gmd:phone> <gmd:CI_Telephone id="RAS-KSC-PH-0.6190650978916301"> <gmd:voice> <gco:CharacterString>+78155576567</gco:CharacterString> </gmd:voice> <gmd:facsimile> <gco:CharacterString>+78155576481</gco:CharacterString> </gmd:facsimile> </gmd:CI_Telephone> </gmd:phone> <gmd:address> <gmd:CI_Address id="RAS-KSC-ADR-0.8742471891756496"> <gmd:deliveryPoint> <gco:CharacterString>Fersmana, 14</gco:CharacterString> </gmd:deliveryPoint> <gmd:city> <gco:CharacterString>Apatity</gco:CharacterString> </gmd:city> <gmd:administrativeArea> <gco:CharacterString>Murmansk oblast</gco:CharacterString> </gmd:administrativeArea> <gmd:postalCode> <gco:CharacterString>194209</gco:CharacterString> </gmd:postalCode> <gmd:country> <gco:CharacterString>Russia</gco:CharacterString> </gmd:country> <gmd:electronicMailAddress> <gco:CharacterString>geo@ksc.ru</gco:CharacterString> </gmd:electronicMailAddress> </gmd:CI_Address> </gmd:address> <gmd:onlineResource> <gmd:CI_OnlineResource id="RAS-KSC-OR-0.9341203687849348"> <gmd:linkage> <gmd:URL>https://geoksc.apatity.ru</gmd:URL> </gmd:linkage> </gmd:CI_OnlineResource> </gmd:onlineResource> </gmd:CI_Contact> </gmd:contactInfo> <gmd:role> <gmd:CI_RoleCode codeList="https://github.com/ISO-TC211/GOM/raw/master/isotc211_GOM_harmonizedOntology/19115/2006/iso19115CitationAndResponsiblePartyInformation.rdf" codeListValue="point Of Contact"/> </gmd:role> </gmd:CI_ResponsibleParty> </eposb:operator> <eposb:operatorPeriod> <gml:TimePeriod> <gml:begin> <gml:TimeInstant> <gml:timePosition>1970-05-01Z</gml:timePosition> </gml:TimeInstant> </gml:begin> <gml:end> <gml:TimeInstant> <gml:timePosition>1989-12-31Z</gml:timePosition> </gml:TimeInstant> </gml:end> </gml:TimePeriod> </eposb:operatorPeriod> </eposb:Operator> </eposb:operator> <eposb:purpose> <eposb:Purpose> <eposb:purpose xlink:href="https://data.geoscience.earth/ncl/BoreholePurpose/_multiDisciplinaryScientificResearch" xlink:title="multidisciplinary scientific research"/> <eposb:purposePeriod> <gml:TimePeriod> <gml:begin> <gml:TimeInstant> <gml:timePosition>1970-05-01Z</gml:timePosition> </gml:TimeInstant> </gml:begin> <gml:end> <gml:TimeInstant> <gml:timePosition indeterminatePosition="unknown"/> </gml:TimeInstant> </gml:end> </gml:TimePeriod> </eposb:purposePeriod> <eposb:purposeStatus xlink:href="http://www.opengis.net/def/nil/ogc/0/unknown" xlink:title="unknown"/> </eposb:Purpose> </eposb:purpose> <eposb:referenceElevation> <eposb:Elevation> <eposb:elevation axisLabels="elevation above sea level" srsDimension="3" srsName="https://epsg.io/4979" uomLabels="m">346.0</eposb:elevation> <eposb:elevationAccuracy> <gmd:DQ_AbsoluteExternalPositionalAccuracy id="SD-5016_1_A_collar-PosAcc"> <gmd:result> <gmd:DQ_QuantitativeResult id="SD-5016_1_A_collar-0.608372176615382"> <gmd:valueUnit xlink:href="http://qudt.org/vocab/unit/M" xlink:title="m"/> </gmd:DQ_QuantitativeResult> </gmd:result> </gmd:DQ_AbsoluteExternalPositionalAccuracy> </eposb:elevationAccuracy> <eposb:elevationMeasurementMethod xlink:href="http://www.opengis.net/def/nil/OGC/0/unknown" xlink:title="unknown"/> <eposb:elevationType xlink:href="https://data.geoscience.earth/ncl/ElevationType/naturalGroundSurface" xlink:title="natural ground surface"/> </eposb:Elevation> </eposb:referenceElevation> <eposb:startPoint xlink:href="natural land surface" xlink:title="https://data.geoscience.earth/ncl/StartPoint/naturalLandSurface"/> <eposb:status xlink:href="https://data.geoscience.earth/ncl/BoreholeStatus/drillingCompleted" xlink:title="drilling completed"/> <eposb:locationMeasurementMethod xlink:href="http://www.opengis.net/def/nil/OGC/0/unknown" xlink:title="unknown"/> <eposb:locatedOnAdminUnit xlink:href="http://www.opengis.net/def/nil/ogc/0/unknown" xlink:title="unknown"/> <eposb:bholeHeadworks> <gwml2wc:BoreCollar gml:id="SD-5016_1_A_collar"> <gml:description>infrastructure destroyed, bolted lock</gml:description> <gml:name>5016_1_A_collar</gml:name> <gwml2wc:collarElevation axisLabels="elevation-depth" srsDimension="1" srsName="5613" uomLabels="m">346.000</gwml2wc:collarElevation> <gwml2wc:collarElevationType xlink:href="http://resource.gwml.org/def/collarElevationType/originElevation"/> <gwml2wc:collarHeadworkType xlink:href="https://data.geoscience.earth/ncl/CollarHeadworkType/stopcockCover" xlink:title="stopcock cover"/> <gwml2wc:collarLocation> <gml:Point srsDimension="3" srsName="http://www.opengis.net/gml/srs/epsg.xml#4979"> <gml:pos>29.28 69.17 346</gml:pos> </gml:Point> </gwml2wc:collarLocation> <gwml2wc:collarSeal> <gwml2wc:SealingComponent> <gwml2wc:sealingMaterial xlink:href="http://www.opengis.net/def/nil/ogc/0/missing" xlink:title="missing"/> <gwml2wc:sealingType xlink:href="http://www.opengis.net/def/nil/ogc/0/missing" xlink:title="missing"/> </gwml2wc:SealingComponent> </gwml2wc:collarSeal> </gwml2wc:BoreCollar> </eposb:bholeHeadworks> <eposb:boreholeGeology xlink:href="http://www.opengis.net/def/nil/OGC/0/missing" xlink:title="missing"/> </eposb:Borehole> </wfs:member> </wfs:FeatureCollection>
Explore a Web Map Service (WMS) based on the base URL from the EPOS portal and/or service documentation
WMS is an open data transfer standard by the OGC (OpenGeospatial Consortium), and also ISO 19128
Get a geological map that covers an areas spanning all boreholes¶
from owslib.wms import WebMapService
from IPython.display import Image
service_url_GeologicUnit = 'https://data.geoscience.earth/api/wmsGeologicUnit?'
wms = WebMapService(service_url_GeologicUnit, version='1.3.0', auth=Authentication(verify=False))
list(wms.contents)
['GeologicUnitView_Age', 'GeologicUnitView_Lithology', 'GeologicUnitView']
Choose a layer from the WMS content and set desired spatial reference system
target_layer = 'GeologicUnitView_Lithology'
srs = 'EPSG:4326'
Create bounding box from borehole coordinates
# extract locations from Python dictonary
locations = []
for key, value in boreholes.items():
for subkey, subvalue in value.items():
if subkey == 'GML':
locations.append(subvalue)
# get maximum and minimum latitude and longitude
lat_min = 90.00
lat_max = -90.00
lon_min = 180.00
lon_max = -180.00
for loc in locations:
calc = re.search("(\d{1,2}.\d{1,})\s(\d{1,2}.\d{1,})", loc)
loclonlatdeg = calc[2] + ' '+ calc[1]
lonlat = re.match(r"(^\S+) (\S+$)", loclonlatdeg)
if float(lonlat.group(1)) < lat_min: lat_min = float(lonlat.group(1))
if float(lonlat.group(1)) > lat_max: lat_max = float(lonlat.group(1))
if float(lonlat.group(2)) < lon_min: lon_min = float(lonlat.group(2))
if float(lonlat.group(2)) > lon_max: lon_max = float(lonlat.group(2))
# create WMS bounding box
BBOX_GeologicUnit = '(' + str(lat_min) + ',' + str(lon_min) + ',' + str(lat_max) + ',' + str(lon_max) + ')'
print('The bounding box is ' + BBOX_GeologicUnit)
The bounding box is (13.20292,63.31245,29.28,69.17)
Get the map
Back to WFS: Query surface geological features in which the boreholes are located
Get geological units
service_url = 'https://data.geoscience.earth/api/wmsGeologicUnit?'
wfs = WebFeatureService(service_url, version='2.0.0', auth=Authentication(verify=False))
list(wfs.contents)
['epos-gsmlp:GeologicUnitView']
target_layer = 'epos-gsmlp:GeologicUnitView'
Query the GeologicUnitView Service and add the data to the 'boreholes' dictionary
# Select format
format_option = 'application/xml'
for key, value in boreholes.items():
# CQL filters
filter = 'Contains(shape,' + str(boreholes[key]['GML']) + ')'
payload = {
'service' : 'WFS',
'request' : API_method,
'srsName' : 'EPSG:4326',
'version' : '2.0.0',
'typenames' : [target_layer],
'CQL_FILTER' : filter,
'format' : format_option
}
# Retrieve response content and read it as string to variable
response = requests.get(service_url, params=payload, verify=False)
strcontent = ET.fromstring(response.content)
# Extract the value
for elem in strcontent.iter():
for feature in elem.findall(".//{http://www.opengis.net/wfs/2.0}member"):
lithology = feature.find(".//{https://data.geoscience.earth/def/epos-geosciml-lite}lithology").attrib['{http://www.w3.org/1999/xlink}href']
boreholes[key]['lithologygeologicunit'] = lithology
pp.pprint(boreholes)
{ 'COSC-1 A': { 'GML': 'POINT(63.40163 13.20292)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_1_A',
'lithologygeologicunit': 'http://inspire.ec.europa.eu/codelist/LithologyValue/micaSchist'},
'COSC-2 A': { 'GML': 'POINT(63.31245 13.52648)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_2_A',
'lithologygeologicunit': 'http://inspire.ec.europa.eu/codelist/LithologyValue/wacke'},
'Kola SG-3': { 'GML': 'POINT(69.17 29.28)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5016_1_A',
'lithologygeologicunit': None}}
Interdisciplinary data and community standards
GNSS and Seismology data services
Find GNSS stations that are up to 100 km from the boreholes
import json
from datetime import date, datetime
from dateutil.relativedelta import relativedelta
# target URL (from EPOS portal): https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/stations/v2/station/bbox/<lonmin>/<latmin>/<lonmax>/<latmax>
distance = 100 # km
baseURL = 'https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/stations/v2/station/'
# method to define the bounding box from the borehole location (as GML point) and the search distance
def gnssbboxfromgmlpoint(gmlpoint, distancekm):
calc = re.search("(\d{1,2}.\d{1,})\s(\d{1,2}.\d{1,})", gmlpoint)
distancedeglat = distancekm/111.1
distancedeglon = distancekm/111.1*math.cos(float(calc[2])*(2*math.pi)/360)
latmin = float(calc[1]) - distancedeglat
latmax = float(calc[1]) + distancedeglat
lonmin = float(calc[2]) - distancedeglon
lonmax = float(calc[2]) + distancedeglon
return('bbox/' + str(lonmin) + '/' + str(latmin) + '/' + str(lonmax) + '/' + str(latmax))
# create a dictionary to hold the retrieved information
GNSS = {}
for key, value in boreholes.items():
for subkey, subvalue in value.items():
if subkey == 'GML':
bbox = gnssbboxfromgmlpoint(subvalue, distance)
content = requests.get(baseURL + bbox)
print(content.url)
if not content.text:
print('No GNSS stations found for', key)
else:
GNSS[key] = json.loads(content.text)
print('GNSS dictionary:')
pp.pprint(GNSS)
https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/stations/v2/station/bbox/12.326621832562381/62.5015399909991/14.07921816743762/64.3017200090009
https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/stations/v2/station/bbox/12.651356753643713/62.4123599909991/14.401603246356286/64.2125400090009
https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/stations/v2/station/bbox/28.494905449144156/68.2699099909991/30.065094550855846/70.07009000900091
No GNSS stations found for Kola SG-3
GNSS dictionary:
{ 'COSC-1 A': { '@epos_style': { 'station': { 'label': 'GNSS Station',
'marker': { 'character': 'S',
'clustering': 'true',
'pin': 'true'}}},
'features': [ { 'geometry': { 'coordinates': [ 13.9679,
63.0414],
'type': 'Point'},
'id': 'GRN000SWE',
'properties': { '@epos_data_keys': [ 'GNSS '
'Station '
'ID',
'GNSS '
'Station '
'Marker',
'Country',
'TimeSeries '
'Data '
'Providers',
'Latitude',
'Longitude',
'Networks',
'Data '
'Providers',
'City',
'Installed '
'at',
'Altitude',
'x',
'y',
'z',
'longitude '
', '
'latitude'],
'@epos_links': [ { 'href': 'https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/time-series-plot/ICS/GRN0',
'label': 'TimeSeries '
'Image',
'type': 'image/png'}],
'@epos_map_keys': [ 'GNSS '
'Station '
'ID',
'Country',
'City',
'Latitude',
'Longitude',
'Installed '
'at',
'Data '
'Providers',
'Networks',
'@epos_links'],
'@epos_type': 'station',
'Altitude': 606.04,
'City': '--',
'Country': 'Sweden',
'Data Providers': 'Not '
'disclosed',
'GNSS Station ID': 'GRN000SWE',
'GNSS Station Marker': 'GRN0',
'Installed at': None,
'Latitude': 63.0414,
'Longitude': 13.9679,
'Networks': 'UNKNOWN',
'TimeSeries Data Providers': 'WUT-EUREF '
'SGO-EPND',
'x': 2813762.5179,
'y': 699874.3772,
'z': 5662613.9285},
'type': 'Feature'}],
'type': 'FeatureCollection'},
'COSC-2 A': { '@epos_style': { 'station': { 'label': 'GNSS Station',
'marker': { 'character': 'S',
'clustering': 'true',
'pin': 'true'}}},
'features': [ { 'geometry': { 'coordinates': [ 13.9679,
63.0414],
'type': 'Point'},
'id': 'GRN000SWE',
'properties': { '@epos_data_keys': [ 'GNSS '
'Station '
'ID',
'GNSS '
'Station '
'Marker',
'Country',
'TimeSeries '
'Data '
'Providers',
'Latitude',
'Longitude',
'Networks',
'Data '
'Providers',
'City',
'Installed '
'at',
'Altitude',
'x',
'y',
'z',
'longitude '
', '
'latitude'],
'@epos_links': [ { 'href': 'https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/time-series-plot/ICS/GRN0',
'label': 'TimeSeries '
'Image',
'type': 'image/png'}],
'@epos_map_keys': [ 'GNSS '
'Station '
'ID',
'Country',
'City',
'Latitude',
'Longitude',
'Installed '
'at',
'Data '
'Providers',
'Networks',
'@epos_links'],
'@epos_type': 'station',
'Altitude': 606.04,
'City': '--',
'Country': 'Sweden',
'Data Providers': 'Not '
'disclosed',
'GNSS Station ID': 'GRN000SWE',
'GNSS Station Marker': 'GRN0',
'Installed at': None,
'Latitude': 63.0414,
'Longitude': 13.9679,
'Networks': 'UNKNOWN',
'TimeSeries Data Providers': 'WUT-EUREF '
'SGO-EPND',
'x': 2813762.5179,
'y': 699874.3772,
'z': 5662613.9285},
'type': 'Feature'},
{ 'geometry': { 'coordinates': [ 13.5132,
62.4195],
'type': 'Point'},
'id': 'HED000SWE',
'properties': { '@epos_data_keys': [ 'GNSS '
'Station '
'ID',
'GNSS '
'Station '
'Marker',
'Country',
'TimeSeries '
'Data '
'Providers',
'Latitude',
'Longitude',
'Networks',
'Data '
'Providers',
'City',
'Installed '
'at',
'Altitude',
'x',
'y',
'z',
'longitude '
', '
'latitude'],
'@epos_links': [ { 'href': 'https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/time-series-plot/ICS/HED0',
'label': 'TimeSeries '
'Image',
'type': 'image/png'}],
'@epos_map_keys': [ 'GNSS '
'Station '
'ID',
'Country',
'City',
'Latitude',
'Longitude',
'Installed '
'at',
'Data '
'Providers',
'Networks',
'@epos_links'],
'@epos_type': 'station',
'Altitude': 470.14,
'City': '--',
'Country': 'Sweden',
'Data Providers': 'Not '
'disclosed',
'GNSS Station ID': 'HED000SWE',
'GNSS Station Marker': 'HED0',
'Installed at': None,
'Latitude': 62.4195,
'Longitude': 13.5132,
'Networks': 'UNKNOWN',
'TimeSeries Data Providers': 'SGO-EPND',
'x': 2879086.1415,
'y': 691909.4962,
'z': 5630727.5558},
'type': 'Feature'}],
'type': 'FeatureCollection'}}
Add the GNSS stations to the boreholes dictionary, including their location as GML point
for key in GNSS.keys():
count=0
for items in GNSS[key]['features']:
if count == 0:
dict = {}
count = count + 1
newkey = items['properties']['GNSS Station Marker']
location = 'POINT(' + str(items['properties']['Latitude']) + ' ' + str(items['properties']['Longitude']) + ')'
dict[newkey] = location
boreholes[key]['GNSS'] = dict
pp.pprint(boreholes)
{ 'COSC-1 A': { 'GML': 'POINT(63.40163 13.20292)',
'GNSS': {'GRN0': 'POINT(63.0414 13.9679)'},
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_1_A',
'lithologygeologicunit': 'http://inspire.ec.europa.eu/codelist/LithologyValue/micaSchist'},
'COSC-2 A': { 'GML': 'POINT(63.31245 13.52648)',
'GNSS': { 'GRN0': 'POINT(63.0414 13.9679)',
'HED0': 'POINT(62.4195 13.5132)'},
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_2_A',
'lithologygeologicunit': 'http://inspire.ec.europa.eu/codelist/LithologyValue/wacke'},
'Kola SG-3': { 'GML': 'POINT(69.17 29.28)',
'details': 'https://www.geodata.rocks/Boreholes/SD-5016_1_A',
'lithologygeologicunit': None}}
Create a new Python dictionary that keeps all sensor data, to avoid duplication (one station can be within the limit of multiple boreholes)
sensordata = {}
Retrieve GNSS station velocity (last week) and 10 years of position timeseries data, and add the retrieved data to the dictionary
# # target URLs for selected GNSS GlassFramwork services (from EPOS portal & service documentation):
# URL velocity: https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/velocities/<station>/SGO-EPND/enu/json
# URL position: https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/timeseries/<station>/SGO-EPND/weekly/enu/covjson/?epoch_start=<datestart>&epoch_end=<dateend>
stationlist = []
# start- and enddate of the position timeseries
yearsback = 10 # years back from present
def calcdatestart(years):
return(str(date.today() - relativedelta(years=years)))
for key in boreholes.keys():
for subkey, subvalue in boreholes.get(key).items():
if subkey == 'GNSS':
for station in subvalue.keys():
stationlist.append(station)
# discard duplicate values
stationlist = set(stationlist)
# add keys to the sensordata dictionary for storing GNSS data
positionkey = 'positions' + str(yearsback) + 'years'
sensordata['GNSS'] = {}
sensordata['GNSS']['velocities'] = {}
sensordata['GNSS'][positionkey] = {}
# send requests and store the returned data as string in the dictionary; the json is not converted to python dictonary but can be directly used with tools that require the original json or covjson format
for value in stationlist:
urlvel = 'https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/velocities/' + value + '/SGO-EPND/enu/json'
urlpos = 'https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/timeseries/' + value + '/SGO-EPND/weekly/enu/covjson/?epoch_start=' + str(calcdatestart(yearsback)) + '&epoch_end=' + str(date.today())
print('URL for velocity =', urlvel)
print('URL for position timeseries =', urlpos)
datavel = requests.get(urlvel)
datapos = requests.get(urlpos)
sensordata['GNSS']['velocities'][value] = datavel.text
sensordata['GNSS'][positionkey][value] = datapos.text
pp.pprint(sensordata)
URL for velocity = https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/velocities/HED0/SGO-EPND/enu/json
URL for position timeseries = https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/timeseries/HED0/SGO-EPND/weekly/enu/covjson/?epoch_start=2013-09-12&epoch_end=2023-09-12
URL for velocity = https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/velocities/GRN0/SGO-EPND/enu/json
URL for position timeseries = https://gnssproducts.epos.ubi.pt/GlassFramework/webresources/products/timeseries/GRN0/SGO-EPND/weekly/enu/covjson/?epoch_start=2013-09-12&epoch_end=2023-09-12
{ 'GNSS': { 'positions10years': { 'GRN0': '{"gnss_europe:info":{"analysis_center":"Satellite '
'Geodetic Observatory, '
'Hungary","cut_of_angle":"","epoch_start":"2013-09-12","format":"covjson","epoch_end":"2023-09-12","apply_offsets":"","reference_frame":"ITRF14","version":"2023.1","sampling_period":"weekly","otl_model":"","marker":"GRN0","remove_outliers":"","calibration_model":"","coordinate_type":"enu","DOI":"unknown"},"ranges":{"E":{"shape":[429],"dataType":"float","values":[373.88280497468907,374.2119612333105,375.1073190740161,375.97262948350675,371.7494801986327,374.8340241813713,374.6475759920642,374.92308800981755,377.66679725494623,374.83860261560153,375.90814923108496,376.5084851662623,374.93752148201577,374.99121821025716,376.34381012185503,377.4455231271963,378.7790016721103,379.9862290271825,381.32173734490334,381.40941720337776,381.5499115571972,379.9394880540842,380.0102746292366,379.3497848692469,379.76806051394965,380.2443095560315,377.87483452057734,380.92533641646,381.9853201028681,381.97364787095114,381.5782341616888,382.6895958797409,383.51520652098725,382.79033819622504,384.04436208493684,382.93196087949127,383.32190744415453,384.93814564864385,385.00592829774456,384.3071687484526,384.950605017746,386.3136947066801,386.8277279387454,387.75042787142144,387.54983820688307,387.94057202312405,386.45024700084343,387.42225554126725,386.79004543821287,388.85036345014265,389.8536034246679,390.13995440637706,389.96577188303434,390.3050292761832,388.54278355675257,388.1467302979945,390.772265866084,390.7135973604322,389.99306785566546,389.78573502440855,392.520474872466,391.36974831255736,392.6542626196612,392.34456103033676,392.2325433488756,390.66207162844495,392.8181012089435,393.2458811655935,391.5659499592806,394.69832679230467,393.83681404515426,395.86383108553065,395.0812812532997,396.30486392597555,394.9529605374564,394.75311211596113,396.39998514015525,396.760769585482,396.8279126869721,397.739130799026,397.176136412862,397.55952725270134,397.2359365379051,398.4004537195217,397.43608332871037,398.8729607826724,399.4086196854144,398.22050580160277,398.71064727058354,399.7484181225987,398.4616408020647,399.1472983652429,400.6997881130967,401.29909070240745,402.2359288289158,400.89367754540694,401.63628186812497,402.12918139322466,402.56232690698596,403.155329334813,404.4249182076648,403.08641529190214,404.14048906393,404.3481692245357,403.3508454297376,404.2773857383503,403.44424170169543,405.52357789086847,405.8287962609692,405.9902210487265,405.0684163409279,403.6387246829941,405.17678404139065,407.6243887371138,406.84858514000666,406.46204257161304,405.52826098420167,409.07998621709913,405.7025449778017,410.5255872282099,410.5535718544167,411.51529196521625,407.8161168665609,408.3675867288129,409.5219536771854,410.84868609461523,412.2586183261632,412.16339872247397,412.60103054782735,413.1936394217743,412.20133360065364,412.7792074169034,412.924480080705,413.8850069021398,413.9553047212427,413.4072785629882,415.1526278314854,414.7666232173863,413.18723767579473,414.87007133304365,415.18149798552304,415.67065233442713,416.33281158893794,415.7809973586285,417.3514197693304,416.3192176493433,416.17813303232464,417.48132114911897,418.0657475037535,418.13520590332274,418.44840360236134,417.9006759357347,419.4546478488578,418.6074669924331,418.39313911517706,419.76775025315226,419.4826323718621,421.1652693569741,418.5308721224024,422.0613684585395,422.1377730766186,422.68904604100214,421.14591310716474,422.4477206528158,422.92909566730316,421.54113335937626,422.56121419974784,423.35386518475735,424.4920276095382,422.4136357561537,422.9244616439383,426.24506402397907,424.02263260091735,422.6313645507008,422.61821337433014,426.70013358731075,428.06578470140664,424.44740521743495,426.75639471990667,428.133819647951,429.3925694232282,427.1548094738418,428.13598103682625,427.3158439039199,428.08809910927306,427.5729343730157,429.42685120964774,429.54113509767564,429.13163549593787,429.4855721220419,430.47028920581187,430.0673880122659,430.98442083585553,431.8479567832917,431.6178607298025,429.6053264750466,431.8345596319956,432.3671619851413,433.14616662542,433.8476874500089,433.4746405597195,433.2740508837004,434.08665156510045,433.8044395530701,433.37523279360965,434.3615272394583,435.9695369628702,435.3253072771316,436.5672129961726,437.32075150170414,436.21608350478766,436.49307780472026,435.53151478256416,437.4806020248514,437.1924768983446,436.66814892945257,437.18277262705095,439.7083102384187,439.0581674355428,439.0251124314165,440.7212546209003,438.6787153655512,440.89711609483766,441.81626743209836,440.50470652426185,442.91753772868367,443.50354156383173,443.5737903217793,440.7266264753437,443.2768430994911,443.0848263126117,443.9952572851849,442.6012833555939,443.8772281011147,444.8757880927585,443.7731928600816,444.9410093618227,445.8674019780576,445.54528724606956,445.5881941091382,445.2694800822432,444.912929536313,445.82301936862086,446.52783951419474,447.9204326358315,448.0784105108319,448.3199852092186,448.0287083545568,446.92946463314314,447.5760558096977,448.98731965889976,450.3270064748963,45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0:00.000Z","2020-11-22T12:00:00.000Z","2020-11-29T12:00:00.000Z","2020-12-06T12:00:00.000Z","2020-12-13T12:00:00.000Z","2020-12-20T12:00:00.000Z","2020-12-27T12:00:00.000Z","2021-01-03T12:00:00.000Z","2021-01-10T12:00:00.000Z","2021-01-17T12:00:00.000Z","2021-01-24T12:00:00.000Z","2021-01-31T12:00:00.000Z","2021-02-07T12:00:00.000Z","2021-02-14T12:00:00.000Z","2021-02-21T12:00:00.000Z","2021-02-28T12:00:00.000Z","2021-03-07T12:00:00.000Z","2021-03-14T12:00:00.000Z","2021-03-21T12:00:00.000Z","2021-03-28T12:00:00.000Z","2021-04-04T12:00:00.000Z","2021-04-11T12:00:00.000Z","2021-04-18T12:00:00.000Z","2021-04-25T12:00:00.000Z","2021-05-02T12:00:00.000Z","2021-05-09T12:00:00.000Z","2021-05-16T12:00:00.000Z","2021-05-23T12:00:00.000Z","2021-05-30T12:00:00.000Z","2021-06-06T12:00:00.000Z","2021-06-13T12:00:00.000Z","2021-06-20T12:00:00.000Z","2021-06-27T12:00:00.000Z","2021-07-04T12:00:00.000Z","2021-07-11T12:00:00.000Z","2021-07-18T12:00:00.000Z","2021-07-25T12:00:00.000Z","2021-08-01T12:00:00.000Z","2021-08-08T12:00:00.000Z","2021-08-15T12:00:00.000Z","2021-08-22T12:00:00.000Z","2021-08-29T12:00:00.000Z","2021-09-05T12:00:00.000Z","2021-09-12T12:00:00.000Z","2021-09-19T12:00:00.000Z","2021-09-26T12:00:00.000Z","2021-10-03T12:00:00.000Z","2021-10-10T12:00:00.000Z","2021-10-17T12:00:00.000Z","2021-10-24T12:00:00.000Z","2021-10-31T12:00:00.000Z","2021-11-07T12:00:00.000Z","2021-11-14T12:00:00.000Z","2021-11-21T12:00:00.000Z","2021-11-28T12:00:00.000Z","2021-12-05T12:00:00.000Z","2021-12-12T12:00:00.000Z","2021-12-19T12:00:00.000Z","2021-12-26T12:00:00.000Z","2022-01-02T12:00:00.000Z","2022-01-09T12:00:00.000Z","2022-01-16T12:00:00.000Z","2022-01-23T12:00:00.000Z","2022-01-30T12:00:00.000Z","2022-02-06T12:00:00.000Z","2022-02-13T12:00:00.000Z","2022-02-20T12:00:00.000Z","2022-02-27T12:00:00.000Z","2022-03-06T12:00:00.000Z","2022-03-13T12:00:00.000Z"]},"x":{"values":[13.5132]},"y":{"values":[62.4195]},"z":{"values":[470.14]}},"type":"Domain"},"type":"Coverage","parameters":{"E":{"unit":{"symbol":{"type":"https:\\/\\/gnssproducts.epos.ubi.pt\\/faq","value":"mm"},"label":{"en":"East"}},"description":{"en":"Geographic '
'east component (positive '
'east)"},"observedProperty":{"id":"https:\\/\\/gnssproducts.epos.ubi.pt\\/faq","label":{"en":"East '
'component"}},"type":"Parameter"},"U":{"unit":{"symbol":{"type":"https:\\/\\/gnssproducts.epos.ubi.pt\\/faq","value":"mm"},"label":{"en":"Up"}},"description":{"en":"Geographic '
'UP component (positive '
'UP)"},"observedProperty":{"id":"https:\\/\\/gnssproducts.epos.ubi.pt\\/faq","label":{"en":"Up '
'component"}},"type":"Parameter"},"N":{"unit":{"symbol":{"type":"https:\\/\\/gnssproducts.epos.ubi.pt\\/faq","value":"mm"},"label":{"en":"North"}},"description":{"en":"Geographic '
'Y '
'component"},"observedProperty":{"id":"https:\\/\\/gnssproducts.epos.ubi.pt\\/faq","label":{"en":"North '
'component"}},"type":"Parameter"}},"epos:info":{"tcs":"wp10","date_created":"2023-09-12T10:04:25.000Z","usage":"timeseries","format":"covjson","resampling_method":"null","type":"CovJSON '
'Timeseries '
'Values","web_service_uri":"http:\\/\\/gnssproducts.epos.ubi.pt\\/GlassFramework\\/webresources\\/products\\/timeseries\\/HED0\\/SGO-EPND\\/weekly\\/enu\\/covjson\\/?epoch_start=2013-09-12&epoch_end=2023-09-12"}}'},
'velocities': { 'GRN0': '[{"rf_frame":"IGS14","SEd":6.0E-5,"SUd":6.0E-5,"Reu":0.0,"e":0.015345838249490108,"u":0.008063014835526905,"SNd":6.0E-5,"Rne":0.0,"Rnu":0.0,"version":"2023.1","n":0.014940369479452624,"DOI":"unknown"}]',
'HED0': '[{"rf_frame":"IGS14","SEd":1.2E-4,"SUd":1.2E-4,"Reu":0.0,"e":0.0156269388590203,"u":0.007754606611304277,"SNd":1.2E-4,"Rne":0.0,"Rnu":-5.744309809396026E-17,"version":"2023.1","n":0.015176447482871521,"DOI":"unknown"}]'}}}
Find seismic stations that are up to 150 km from the borehole and that recorded some data during the last decade.
# target URL for FDSN station service (from EPOS portal & service documentation):
# https://<node url>/fdsnws/station/1/query?starttime=<starttime>&endtime=<endtime>&latitude=<lat>&longitude=<lon>&maxradius=<maxrad>&minradius=<minrad>
# dictonary of EIDA nodes from EPOS portal/documentation
EIDAnodes = {'ODC':'orfeus-eu.org',
'GFZ':'geofon.gfz-potsdam.de',
'RESIF':'geofon.gfz-potsdam.de',
'INGV':'webservices.ingv.it',
'ETHZ':'eida.ethz.ch',
'BGR':'eida.bgr.de',
'NIEP':'eida-sc3.infp.ro',
'KOERI':'eida.koeri.boun.edu.tr',
'LMU':'erde.geophysik.uni-muenchen.de',
'NOA':'eida.gein.noa.gr',
'UIB':'eida.geo.uib.no',
'ICGC':'ws.icgc.cat'}
distance = 150 # km
# method to create the spatial query from the borehole location (GML Point) and the search distance
def seisspatialfromgmlpoint(gmlpoint, distancekm):
calc = re.search("(\d{1,2}.\d{1,})\s(\d{1,2}.\d{1,})", gmlpoint)
lat = calc[1]
lon = calc[2]
maxrad = round(distancekm/111.1, 4)
minrad = 0
return('&latitude=' + str(lat) + '&longitude=' + str(lon) + '&maxradius=' + str(maxrad) + '&minradius=' + str(minrad))
# create a dictionary to hold the retrieved information
SEIS = {}
timeforurl = 'starttime=' + str(date.today() - relativedelta(years=yearsback)) + '&endtime=' + str(date.today())
count = -1
for node, address in EIDAnodes.items():
count = count+1
for key, value in boreholes.items():
for subkey, subvalue in value.items():
if subkey == 'GML':
if key not in SEIS:
SEIS[key] = {}
baseURL = ('https://' + address + '/fdsnws/station/1/query?')
spatialforurl = seisspatialfromgmlpoint(subvalue, distance)
content = requests.get(baseURL + timeforurl + spatialforurl)
if not content.text:
print('No seismic stations found for', key, 'by provider', node)
else:
# print(xmlmd.parseString(content.text).toprettyxml())
# SEIS[key][count] = xmltodict.parse(content.text) # xmltodict has unwanted side effects (it puts multiple features in a list, but not single features of the same type, thus it is difficult to access the data in the dictionary)
SEIS[key][count] = content.text
print('SEIS dictionary:')
pp.pprint(SEIS)
No seismic stations found for Kola SG-3 by provider ODC
No seismic stations found for COSC-1 A by provider INGV
No seismic stations found for COSC-2 A by provider INGV
No seismic stations found for Kola SG-3 by provider INGV
No seismic stations found for COSC-1 A by provider ETHZ
No seismic stations found for COSC-2 A by provider ETHZ
No seismic stations found for Kola SG-3 by provider ETHZ
No seismic stations found for COSC-1 A by provider BGR
No seismic stations found for COSC-2 A by provider BGR
No seismic stations found for Kola SG-3 by provider BGR
No seismic stations found for COSC-1 A by provider NIEP
No seismic stations found for COSC-2 A by provider NIEP
No seismic stations found for Kola SG-3 by provider NIEP
No seismic stations found for COSC-1 A by provider KOERI
No seismic stations found for COSC-2 A by provider KOERI
No seismic stations found for Kola SG-3 by provider KOERI
No seismic stations found for COSC-1 A by provider LMU
No seismic stations found for COSC-2 A by provider LMU
No seismic stations found for Kola SG-3 by provider LMU
No seismic stations found for COSC-1 A by provider NOA
No seismic stations found for COSC-2 A by provider NOA
No seismic stations found for Kola SG-3 by provider NOA
No seismic stations found for COSC-1 A by provider ICGC
No seismic stations found for COSC-2 A by provider ICGC
No seismic stations found for Kola SG-3 by provider ICGC
SEIS dictionary:
{ 'COSC-1 A': { 0: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.1"><Source>SeisComP</Source><Sender>ODC</Sender><Created>2023-09-12T10:04:27.131124</Created><Network '
'code="UP" startDate="1980-01-01T00:00:00" '
'restrictedStatus="open"><Description>Swedish National '
'Seismic Network</Description><Station code="NOD" '
'startDate="1999-09-07T12:00:00" '
'restrictedStatus="open"><Latitude>63.4428</Latitude><Longitude>14.8573</Longitude><Elevation>450</Elevation><Site><Name>NOR; '
'Norder&aring;sen</Name></Site><CreationDate>1999-09-07T12:00:00</CreationDate></Station></Network></FDSNStationXML>\n',
1: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>GFZ</Sender><Created>2023-09-12T10:04:27.877515Z</Created><Network '
'code="1G" startDate="2012-01-01T00:00:00Z" '
'endDate="2017-12-31T00:00:00Z" '
'restrictedStatus="open"><Description>ScanArray '
'Core</Description><Identifier '
'type="DOI">10.14470/6T569239</Identifier><Station '
'code="SA39" startDate="2012-10-01T00:00:00Z" '
'endDate="2017-05-22T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.0718</Latitude><Longitude>14.09061</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Valsjoebyn, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-10-01T00:00:00Z</CreationDate></Station><Station '
'code="SA44" startDate="2012-09-30T00:00:00Z" '
'endDate="2016-10-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.70518</Latitude><Longitude>12.34839</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Jaerpen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-30T00:00:00Z</CreationDate></Station><Station '
'code="SA48" startDate="2012-09-29T00:00:00Z" '
'endDate="2015-07-15T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.23047</Latitude><Longitude>13.67801</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Moersil, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-29T00:00:00Z</CreationDate></Station><Station '
'code="SA57" startDate="2012-09-28T00:00:00Z" '
'endDate="2017-05-21T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.44944</Latitude><Longitude>14.92132</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Oeverturingen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-28T00:00:00Z</CreationDate></Station><Station '
'code="SA53" startDate="2015-03-16T00:00:00Z" '
'endDate="2015-11-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.80045</Latitude><Longitude>13.05265</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Storsjoekapell, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-16T00:00:00Z</CreationDate></Station><Station '
'code="SA35" startDate="2015-09-08T00:00:00Z" '
'endDate="2017-04-28T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.53397</Latitude><Longitude>12.40071</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Grong, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-08T00:00:00Z</CreationDate></Station><Station '
'code="SA40" startDate="2015-09-07T00:00:00Z" '
'endDate="2016-10-20T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.04353</Latitude><Longitude>11.33531</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Steinkjer, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-07T00:00:00Z</CreationDate></Station><Station '
'code="SA51" startDate="2012-10-08T00:00:00Z" '
'endDate="2017-07-10T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.04408</Latitude><Longitude>11.6437</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tydal, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2012-10-08T00:00:00Z</CreationDate></Station><Station '
'code="SA43" startDate="2015-03-18T00:00:00Z" '
'endDate="2017-01-11T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.81655</Latitude><Longitude>15.51477</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tullingsas, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-18T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n',
2: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>GFZ</Sender><Created>2023-09-12T10:04:29.158513Z</Created><Network '
'code="1G" startDate="2012-01-01T00:00:00Z" '
'endDate="2017-12-31T00:00:00Z" '
'restrictedStatus="open"><Description>ScanArray '
'Core</Description><Identifier '
'type="DOI">10.14470/6T569239</Identifier><Station '
'code="SA39" startDate="2012-10-01T00:00:00Z" '
'endDate="2017-05-22T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.0718</Latitude><Longitude>14.09061</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Valsjoebyn, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-10-01T00:00:00Z</CreationDate></Station><Station '
'code="SA44" startDate="2012-09-30T00:00:00Z" '
'endDate="2016-10-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.70518</Latitude><Longitude>12.34839</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Jaerpen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-30T00:00:00Z</CreationDate></Station><Station '
'code="SA48" startDate="2012-09-29T00:00:00Z" '
'endDate="2015-07-15T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.23047</Latitude><Longitude>13.67801</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Moersil, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-29T00:00:00Z</CreationDate></Station><Station '
'code="SA57" startDate="2012-09-28T00:00:00Z" '
'endDate="2017-05-21T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.44944</Latitude><Longitude>14.92132</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Oeverturingen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-28T00:00:00Z</CreationDate></Station><Station '
'code="SA53" startDate="2015-03-16T00:00:00Z" '
'endDate="2015-11-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.80045</Latitude><Longitude>13.05265</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Storsjoekapell, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-16T00:00:00Z</CreationDate></Station><Station '
'code="SA35" startDate="2015-09-08T00:00:00Z" '
'endDate="2017-04-28T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.53397</Latitude><Longitude>12.40071</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Grong, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-08T00:00:00Z</CreationDate></Station><Station '
'code="SA40" startDate="2015-09-07T00:00:00Z" '
'endDate="2016-10-20T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.04353</Latitude><Longitude>11.33531</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Steinkjer, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-07T00:00:00Z</CreationDate></Station><Station '
'code="SA51" startDate="2012-10-08T00:00:00Z" '
'endDate="2017-07-10T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.04408</Latitude><Longitude>11.6437</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tydal, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2012-10-08T00:00:00Z</CreationDate></Station><Station '
'code="SA43" startDate="2015-03-18T00:00:00Z" '
'endDate="2017-01-11T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.81655</Latitude><Longitude>15.51477</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tullingsas, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-18T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n',
10: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>UIB</Sender><Created>2023-09-12T10:04:46.724243Z</Created><Network '
'code="NS" startDate="1980-01-01T00:00:00Z" '
'restrictedStatus="open"><Description>UIB</Description><Station '
'code="ODLO" startDate="2019-05-14T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.455</Latitude><Longitude>10.44583</Longitude><Elevation>30</Elevation><Site><Name>Temporary '
'site at NGU, Trondheim, Norway</Name><Country> '
'Norway</Country></Site><CreationDate>2019-05-14T00:00:00Z</CreationDate></Station><Station '
'code="TBLU" startDate="2008-12-15T00:00:00Z" '
'endDate="2019-05-15T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.42033</Latitude><Longitude>10.43033</Longitude><Elevation>116</Elevation><Site><Name>Trondheim, '
'Norway</Name><Country> '
'Norway</Country></Site><CreationDate>2008-12-15T00:00:00Z</CreationDate></Station><Station '
'code="NSS" startDate="1992-12-16T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.53033</Latitude><Longitude>11.96583</Longitude><Elevation>102</Elevation><Site><Name>Namsos, '
'Norway</Name><Country> '
'Norway</Country></Site><CreationDate>1992-12-16T00:00:00Z</CreationDate></Station><Station '
'code="TRON" startDate="1997-02-05T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.4545</Latitude><Longitude>10.43633</Longitude><Elevation>34</Elevation><Site><Name>Trondheim, '
'Norway</Name><Country> '
'Norway</Country></Site><CreationDate>1997-02-05T00:00:00Z</CreationDate></Station><Station '
'code="LADE" startDate="2021-12-08T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.455</Latitude><Longitude>10.44583</Longitude><Elevation>30</Elevation><Site><Name>LADE '
'</Name></Site><CreationDate>2021-12-08T00:00:00Z</CreationDate></Station></Network><Network '
'code="NS" startDate="2023-06-06T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z"><Description>UIB</Description><Station '
'code="ROROS" startDate="2023-06-06T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z"><Latitude>62.5615</Latitude><Longitude>11.55517</Longitude><Elevation>0</Elevation><Site><Name>Roros, '
'Norway</Name></Site><CreationDate>2023-06-06T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n'},
'COSC-2 A': { 0: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.1"><Source>SeisComP</Source><Sender>ODC</Sender><Created>2023-09-12T10:04:27.310575</Created><Network '
'code="UP" startDate="1980-01-01T00:00:00" '
'restrictedStatus="open"><Description>Swedish National '
'Seismic Network</Description><Station code="NOD" '
'startDate="1999-09-07T12:00:00" '
'restrictedStatus="open"><Latitude>63.4428</Latitude><Longitude>14.8573</Longitude><Elevation>450</Elevation><Site><Name>NOR; '
'Norder&aring;sen</Name></Site><CreationDate>1999-09-07T12:00:00</CreationDate></Station></Network></FDSNStationXML>\n',
1: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>GFZ</Sender><Created>2023-09-12T10:04:28.121439Z</Created><Network '
'code="1G" startDate="2012-01-01T00:00:00Z" '
'endDate="2017-12-31T00:00:00Z" '
'restrictedStatus="open"><Description>ScanArray '
'Core</Description><Identifier '
'type="DOI">10.14470/6T569239</Identifier><Station '
'code="SA39" startDate="2012-10-01T00:00:00Z" '
'endDate="2017-05-22T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.0718</Latitude><Longitude>14.09061</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Valsjoebyn, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-10-01T00:00:00Z</CreationDate></Station><Station '
'code="SA44" startDate="2012-09-30T00:00:00Z" '
'endDate="2016-10-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.70518</Latitude><Longitude>12.34839</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Jaerpen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-30T00:00:00Z</CreationDate></Station><Station '
'code="SA48" startDate="2012-09-29T00:00:00Z" '
'endDate="2015-07-15T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.23047</Latitude><Longitude>13.67801</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Moersil, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-29T00:00:00Z</CreationDate></Station><Station '
'code="SA50" startDate="2012-10-02T00:00:00Z" '
'endDate="2017-05-24T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.11401</Latitude><Longitude>16.32236</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Hammarstrand, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-10-02T00:00:00Z</CreationDate></Station><Station '
'code="SA57" startDate="2012-09-28T00:00:00Z" '
'endDate="2017-05-21T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.44944</Latitude><Longitude>14.92132</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Oeverturingen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-28T00:00:00Z</CreationDate></Station><Station '
'code="SA53" startDate="2015-03-16T00:00:00Z" '
'endDate="2015-11-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.80045</Latitude><Longitude>13.05265</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Storsjoekapell, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-16T00:00:00Z</CreationDate></Station><Station '
'code="SA35" startDate="2015-09-08T00:00:00Z" '
'endDate="2017-04-28T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.53397</Latitude><Longitude>12.40071</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Grong, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-08T00:00:00Z</CreationDate></Station><Station '
'code="SA40" startDate="2015-09-07T00:00:00Z" '
'endDate="2016-10-20T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.04353</Latitude><Longitude>11.33531</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Steinkjer, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-07T00:00:00Z</CreationDate></Station><Station '
'code="SA51" startDate="2012-10-08T00:00:00Z" '
'endDate="2017-07-10T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.04408</Latitude><Longitude>11.6437</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tydal, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2012-10-08T00:00:00Z</CreationDate></Station><Station '
'code="SA43" startDate="2015-03-18T00:00:00Z" '
'endDate="2017-01-11T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.81655</Latitude><Longitude>15.51477</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tullingsas, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-18T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n',
2: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>GFZ</Sender><Created>2023-09-12T10:04:29.357041Z</Created><Network '
'code="1G" startDate="2012-01-01T00:00:00Z" '
'endDate="2017-12-31T00:00:00Z" '
'restrictedStatus="open"><Description>ScanArray '
'Core</Description><Identifier '
'type="DOI">10.14470/6T569239</Identifier><Station '
'code="SA39" startDate="2012-10-01T00:00:00Z" '
'endDate="2017-05-22T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.0718</Latitude><Longitude>14.09061</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Valsjoebyn, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-10-01T00:00:00Z</CreationDate></Station><Station '
'code="SA44" startDate="2012-09-30T00:00:00Z" '
'endDate="2016-10-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.70518</Latitude><Longitude>12.34839</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Jaerpen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-30T00:00:00Z</CreationDate></Station><Station '
'code="SA48" startDate="2012-09-29T00:00:00Z" '
'endDate="2015-07-15T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.23047</Latitude><Longitude>13.67801</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Moersil, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-29T00:00:00Z</CreationDate></Station><Station '
'code="SA50" startDate="2012-10-02T00:00:00Z" '
'endDate="2017-05-24T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.11401</Latitude><Longitude>16.32236</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Hammarstrand, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-10-02T00:00:00Z</CreationDate></Station><Station '
'code="SA57" startDate="2012-09-28T00:00:00Z" '
'endDate="2017-05-21T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.44944</Latitude><Longitude>14.92132</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Oeverturingen, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2012-09-28T00:00:00Z</CreationDate></Station><Station '
'code="SA53" startDate="2015-03-16T00:00:00Z" '
'endDate="2015-11-12T00:00:00Z" '
'restrictedStatus="open"><Latitude>62.80045</Latitude><Longitude>13.05265</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Storsjoekapell, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-16T00:00:00Z</CreationDate></Station><Station '
'code="SA35" startDate="2015-09-08T00:00:00Z" '
'endDate="2017-04-28T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.53397</Latitude><Longitude>12.40071</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Grong, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-08T00:00:00Z</CreationDate></Station><Station '
'code="SA40" startDate="2015-09-07T00:00:00Z" '
'endDate="2016-10-20T00:00:00Z" '
'restrictedStatus="open"><Latitude>64.04353</Latitude><Longitude>11.33531</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Steinkjer, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2015-09-07T00:00:00Z</CreationDate></Station><Station '
'code="SA51" startDate="2012-10-08T00:00:00Z" '
'endDate="2017-07-10T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.04408</Latitude><Longitude>11.6437</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tydal, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2012-10-08T00:00:00Z</CreationDate></Station><Station '
'code="SA43" startDate="2015-03-18T00:00:00Z" '
'endDate="2017-01-11T00:00:00Z" '
'restrictedStatus="open"><Latitude>63.81655</Latitude><Longitude>15.51477</Longitude><Elevation>0</Elevation><Site><Name>Station '
'Tullingsas, '
'Sweden</Name><Country>Sweden</Country></Site><CreationDate>2015-03-18T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n',
10: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>UIB</Sender><Created>2023-09-12T10:04:46.859277Z</Created><Network '
'code="NS" startDate="2023-06-06T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z"><Description>UIB</Description><Station '
'code="ROROS" startDate="2023-06-06T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z"><Latitude>62.5615</Latitude><Longitude>11.55517</Longitude><Elevation>0</Elevation><Site><Name>Roros, '
'Norway</Name></Site><CreationDate>2023-06-06T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n'},
'Kola SG-3': { 1: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>GFZ</Sender><Created>2023-09-12T10:04:28.741024Z</Created><Network '
'code="1G" startDate="2012-01-01T00:00:00Z" '
'endDate="2017-12-31T00:00:00Z" '
'restrictedStatus="open"><Description>ScanArray '
'Core</Description><Identifier '
'type="DOI">10.14470/6T569239</Identifier><Station '
'code="SA03" startDate="2012-08-03T00:00:00Z" '
'endDate="2017-08-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>70.5034</Latitude><Longitude>29.06682</Longitude><Elevation>272</Elevation><Site><Name>Station '
'Monteret, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2012-08-03T00:00:00Z</CreationDate></Station><Station '
'code="SA05" startDate="2013-09-24T00:00:00Z" '
'endDate="2015-05-19T00:00:00Z" '
'restrictedStatus="open"><Latitude>70.28404</Latitude><Longitude>31.00829</Longitude><Elevation>38</Elevation><Site><Name>Station '
'Kiberg, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2013-09-24T00:00:00Z</CreationDate></Station><Station '
'code="SA09" startDate="2013-09-23T00:00:00Z" '
'endDate="2016-05-09T00:00:00Z" '
'restrictedStatus="open"><Latitude>69.45361</Latitude><Longitude>30.03907</Longitude><Elevation>64</Elevation><Site><Name>Station '
'Svanvik, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2013-09-23T00:00:00Z</CreationDate></Station><Station '
'code="SA10" startDate="2013-09-25T00:00:00Z" '
'endDate="2016-05-11T00:00:00Z" '
'restrictedStatus="open"><Latitude>69.20068</Latitude><Longitude>25.69157</Longitude><Elevation>186</Elevation><Site><Name>Station '
'Mareveadji, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2013-09-25T00:00:00Z</CreationDate></Station></Network><Network '
'code="HE" startDate="1980-01-01T00:00:00Z" '
'restrictedStatus="open"><Description>Finnish National '
'Seismic Network</Description><Identifier '
'type="DOI">10.14470/UR044600</Identifier><Station '
'code="KEV" startDate="1980-01-01T00:00:00Z" '
'restrictedStatus="open"><Latitude>69.75651</Latitude><Longitude>27.00356</Longitude><Elevation>81</Elevation><Site><Name>Station '
'Kevo, '
'Finland</Name><Country>Finland</Country></Site><CreationDate>1980-01-01T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n',
2: '<?xml version="1.0" encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>GFZ</Sender><Created>2023-09-12T10:04:29.908546Z</Created><Network '
'code="1G" startDate="2012-01-01T00:00:00Z" '
'endDate="2017-12-31T00:00:00Z" '
'restrictedStatus="open"><Description>ScanArray '
'Core</Description><Identifier '
'type="DOI">10.14470/6T569239</Identifier><Station '
'code="SA03" startDate="2012-08-03T00:00:00Z" '
'endDate="2017-08-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>70.5034</Latitude><Longitude>29.06682</Longitude><Elevation>272</Elevation><Site><Name>Station '
'Monteret, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2012-08-03T00:00:00Z</CreationDate></Station><Station '
'code="SA05" startDate="2013-09-24T00:00:00Z" '
'endDate="2015-05-19T00:00:00Z" '
'restrictedStatus="open"><Latitude>70.28404</Latitude><Longitude>31.00829</Longitude><Elevation>38</Elevation><Site><Name>Station '
'Kiberg, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2013-09-24T00:00:00Z</CreationDate></Station><Station '
'code="SA09" startDate="2013-09-23T00:00:00Z" '
'endDate="2016-05-09T00:00:00Z" '
'restrictedStatus="open"><Latitude>69.45361</Latitude><Longitude>30.03907</Longitude><Elevation>64</Elevation><Site><Name>Station '
'Svanvik, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2013-09-23T00:00:00Z</CreationDate></Station><Station '
'code="SA10" startDate="2013-09-25T00:00:00Z" '
'endDate="2016-05-11T00:00:00Z" '
'restrictedStatus="open"><Latitude>69.20068</Latitude><Longitude>25.69157</Longitude><Elevation>186</Elevation><Site><Name>Station '
'Mareveadji, '
'Norway</Name><Country>Norway</Country></Site><CreationDate>2013-09-25T00:00:00Z</CreationDate></Station></Network><Network '
'code="HE" startDate="1980-01-01T00:00:00Z" '
'restrictedStatus="open"><Description>Finnish National '
'Seismic Network</Description><Identifier '
'type="DOI">10.14470/UR044600</Identifier><Station '
'code="KEV" startDate="1980-01-01T00:00:00Z" '
'restrictedStatus="open"><Latitude>69.75651</Latitude><Longitude>27.00356</Longitude><Elevation>81</Elevation><Site><Name>Station '
'Kevo, '
'Finland</Name><Country>Finland</Country></Site><CreationDate>1980-01-01T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n',
10: '<?xml version="1.0" '
'encoding="UTF-8"?><FDSNStationXML '
'xmlns="http://www.fdsn.org/xml/station/1" '
'schemaVersion="1.2"><Source>SeisComP</Source><Sender>UIB</Sender><Created>2023-09-12T10:04:46.99027Z</Created><Network '
'code="NS" startDate="1980-01-01T00:00:00Z" '
'restrictedStatus="open"><Description>UIB</Description><Station '
'code="VADS" startDate="2016-09-07T00:00:00Z" '
'endDate="2029-12-31T00:00:00Z" '
'restrictedStatus="open"><Latitude>70.12016</Latitude><Longitude>29.365</Longitude><Elevation>105</Elevation><Site><Name>Vadso, '
'Norway</Name><Country> '
'Norway</Country></Site><CreationDate>2016-09-07T00:00:00Z</CreationDate></Station></Network></FDSNStationXML>\n'}}
Process the information about seismic stations: extract and compile station information¶
List XML attributes with full namespace
for key, value in SEIS.items():
for subkey, subvalue in value.items():
elemList = []
for elem in ET.fromstring(subvalue).iter():
elemList.append(elem.tag)
pp.pprint(elemList)
[ '{http://www.fdsn.org/xml/station/1}FDSNStationXML',
'{http://www.fdsn.org/xml/station/1}Source',
'{http://www.fdsn.org/xml/station/1}Sender',
'{http://www.fdsn.org/xml/station/1}Created',
'{http://www.fdsn.org/xml/station/1}Network',
'{http://www.fdsn.org/xml/station/1}Description',
'{http://www.fdsn.org/xml/station/1}Station',
'{http://www.fdsn.org/xml/station/1}Latitude',
'{http://www.fdsn.org/xml/station/1}Longitude',
'{http://www.fdsn.org/xml/station/1}Elevation',
'{http://www.fdsn.org/xml/station/1}Site',
'{http://www.fdsn.org/xml/station/1}Name',
'{http://www.fdsn.org/xml/station/1}Country',
'{http://www.fdsn.org/xml/station/1}CreationDate']
Extract station information and add it to the borehole dictonary, compile a dictionary of unique seismic stations with data providers
stationdict = {}
for key, value in SEIS.items():
boreholes[key]['SeisStation'] = {}
for subkey, subvalue in value.items():
xml = ET.fromstring(subvalue)
networkcode = xml.find("{http://www.fdsn.org/xml/station/1}Network").get('code')
provider = xml.find("{http://www.fdsn.org/xml/station/1}Sender").text
try:
test = (boreholes[key]['SeisStation'][networkcode])
except:
boreholes[key]['SeisStation'][networkcode] = {}
for network in xml.iter('{http://www.fdsn.org/xml/station/1}Network'):
for station in network.iter("{http://www.fdsn.org/xml/station/1}Station"):
stationcode = station.get('code')
stationdatestart = station.get('startdate')
stationdateend = station.get('enddate')
locationgml = 'POINT(' + station.find(".//{http://www.fdsn.org/xml/station/1}Latitude").text + ' ' + station.find(".//{http://www.fdsn.org/xml/station/1}Longitude").text + ' ' + station.find(".//{http://www.fdsn.org/xml/station/1}Elevation").text + ')'
boreholes[key]['SeisStation'][networkcode][stationcode] = locationgml
stationdict[stationcode] = [provider, networkcode]
print('Boreholes dictionary:')
pp.pprint(boreholes)
print('Seismic stations with data providers and network:')
pp.pprint(stationdict)
Boreholes dictionary:
{ 'COSC-1 A': { 'GML': 'POINT(63.40163 13.20292)',
'GNSS': {'GRN0': 'POINT(63.0414 13.9679)'},
'SeisStation': { '1G': { 'SA35': 'POINT(64.53397 '
'12.40071 0)',
'SA39': 'POINT(64.0718 '
'14.09061 0)',
'SA40': 'POINT(64.04353 '
'11.33531 0)',
'SA43': 'POINT(63.81655 '
'15.51477 0)',
'SA44': 'POINT(63.70518 '
'12.34839 0)',
'SA48': 'POINT(63.23047 '
'13.67801 0)',
'SA51': 'POINT(63.04408 '
'11.6437 0)',
'SA53': 'POINT(62.80045 '
'13.05265 0)',
'SA57': 'POINT(62.44944 '
'14.92132 0)'},
'NS': { 'LADE': 'POINT(63.455 '
'10.44583 30)',
'NSS': 'POINT(64.53033 '
'11.96583 102)',
'ODLO': 'POINT(63.455 '
'10.44583 30)',
'ROROS': 'POINT(62.5615 '
'11.55517 0)',
'TBLU': 'POINT(63.42033 '
'10.43033 116)',
'TRON': 'POINT(63.4545 '
'10.43633 34)'},
'UP': { 'NOD': 'POINT(63.4428 14.8573 '
'450)'}},
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_1_A',
'lithologygeologicunit': 'http://inspire.ec.europa.eu/codelist/LithologyValue/micaSchist'},
'COSC-2 A': { 'GML': 'POINT(63.31245 13.52648)',
'GNSS': { 'GRN0': 'POINT(63.0414 13.9679)',
'HED0': 'POINT(62.4195 13.5132)'},
'SeisStation': { '1G': { 'SA35': 'POINT(64.53397 '
'12.40071 0)',
'SA39': 'POINT(64.0718 '
'14.09061 0)',
'SA40': 'POINT(64.04353 '
'11.33531 0)',
'SA43': 'POINT(63.81655 '
'15.51477 0)',
'SA44': 'POINT(63.70518 '
'12.34839 0)',
'SA48': 'POINT(63.23047 '
'13.67801 0)',
'SA50': 'POINT(63.11401 '
'16.32236 0)',
'SA51': 'POINT(63.04408 '
'11.6437 0)',
'SA53': 'POINT(62.80045 '
'13.05265 0)',
'SA57': 'POINT(62.44944 '
'14.92132 0)'},
'NS': { 'ROROS': 'POINT(62.5615 '
'11.55517 0)'},
'UP': { 'NOD': 'POINT(63.4428 14.8573 '
'450)'}},
'details': 'https://www.geodata.rocks/Boreholes/SD-5054_2_A',
'lithologygeologicunit': 'http://inspire.ec.europa.eu/codelist/LithologyValue/wacke'},
'Kola SG-3': { 'GML': 'POINT(69.17 29.28)',
'SeisStation': { '1G': { 'KEV': 'POINT(69.75651 '
'27.00356 81)',
'SA03': 'POINT(70.5034 '
'29.06682 272)',
'SA05': 'POINT(70.28404 '
'31.00829 38)',
'SA09': 'POINT(69.45361 '
'30.03907 64)',
'SA10': 'POINT(69.20068 '
'25.69157 186)'},
'NS': { 'VADS': 'POINT(70.12016 '
'29.365 105)'}},
'details': 'https://www.geodata.rocks/Boreholes/SD-5016_1_A',
'lithologygeologicunit': None}}
Seismic stations with data providers and network:
{ 'KEV': ['GFZ', '1G'],
'LADE': ['UIB', 'NS'],
'NOD': ['ODC', 'UP'],
'NSS': ['UIB', 'NS'],
'ODLO': ['UIB', 'NS'],
'ROROS': ['UIB', 'NS'],
'SA03': ['GFZ', '1G'],
'SA05': ['GFZ', '1G'],
'SA09': ['GFZ', '1G'],
'SA10': ['GFZ', '1G'],
'SA35': ['GFZ', '1G'],
'SA39': ['GFZ', '1G'],
'SA40': ['GFZ', '1G'],
'SA43': ['GFZ', '1G'],
'SA44': ['GFZ', '1G'],
'SA48': ['GFZ', '1G'],
'SA50': ['GFZ', '1G'],
'SA51': ['GFZ', '1G'],
'SA53': ['GFZ', '1G'],
'SA57': ['GFZ', '1G'],
'TBLU': ['UIB', 'NS'],
'TRON': ['UIB', 'NS'],
'VADS': ['UIB', 'NS']}
Get data and add these to the data dictionary¶
Use Obspy to retrieve the data and add data to the dictionary
from obspy.clients.fdsn import Client
from obspy.core import UTCDateTime
sensordata['Seismic'] = {}
sensordata['Seismic']['waveforms'] = {}
timestart = UTCDateTime((datetime.utcnow() - relativedelta(hours=2)))
timeend = UTCDateTime((datetime.utcnow() - relativedelta(hours=0)))
nodataforstation = []
for key, value in stationdict.items():
try:
st = Client('https://' + EIDAnodes[value[0]]).get_waveforms(value[1],key,"00","*Z",timestart,timeend)
except:
nodataforstation.append({str(key): str(EIDAnodes[value[0]])})
else:
try:
sensordata['Seismic']['waveforms'][key]
except:
sensordata['Seismic']['waveforms'][key] = {}
sensordata['Seismic']['waveforms'][key][value[1]] = st
print('No data available for this time intervall for station | from provider')
for item in nodataforstation:
for station, provider in item.items():
print(station, "|", provider)
# for station, content in sensordata['Seismic']['waveforms'].items():
# for network, data in content.items():
# data.plot()
No data available for this time intervall for station | from provider NOD | orfeus-eu.org SA39 | geofon.gfz-potsdam.de SA44 | geofon.gfz-potsdam.de SA48 | geofon.gfz-potsdam.de SA57 | geofon.gfz-potsdam.de SA53 | geofon.gfz-potsdam.de SA35 | geofon.gfz-potsdam.de SA40 | geofon.gfz-potsdam.de SA51 | geofon.gfz-potsdam.de SA43 | geofon.gfz-potsdam.de ODLO | eida.geo.uib.no TBLU | eida.geo.uib.no TRON | eida.geo.uib.no SA50 | geofon.gfz-potsdam.de SA03 | geofon.gfz-potsdam.de SA05 | geofon.gfz-potsdam.de SA09 | geofon.gfz-potsdam.de SA10 | geofon.gfz-potsdam.de KEV | geofon.gfz-potsdam.de
Process the data, send the data to a computing e-infrastructure, or simply visualise the data as they are
Set up a basic map with boreholes¶
import folium
# define the map
map = folium.Map(location=[(lat_max + lat_min)/2,(lon_max + lon_min)/2], tiles="CartoDB positron")
map.fit_bounds([[lat_min,lon_min],[lat_max,lon_max]])
# add the borehole locations to the map
for key, value in boreholes.items():
coord = latlonfromgmlpoint(boreholes[key]['GML'])
bh_icon = folium.features.CustomIcon('./Rigg_black_large.png', icon_size=(62,72), icon_anchor=(31,36),)
bh_marker = folium.Marker(location=[coord[0],coord[1]], icon=bh_icon)
bh_pop = folium.Popup(key)
bh_marker.add_child(bh_pop)
map.add_child(bh_marker)
# plot the map object
# map
Add the GNSS stations¶
# compile data for the markers
stations = []
for key, value in boreholes.items():
if 'GNSS' in boreholes[key]:
for subkey, subvalue in boreholes[key]['GNSS'].items():
coord = latlonfromgmlpoint(subvalue)
stations.append((subkey,coord[0],coord[1]))
stations = set(stations)
for item in stations:
# define the icon for GNSS stations
gnss_icon = folium.features.CustomIcon(
'https://www.epos-eu.org/sites/default/files/2021-11/GNSS%20Data%20and%20Products%20v2.png',
icon_size=(30,30),
icon_anchor=(15, 15),
)
# define the marker
gnss_marker = folium.Marker(location=[item[1],item[2]], icon=gnss_icon, popup=folium.Popup(item[0]))
# add the marker to the map
map.add_child(gnss_marker)
Add seismic stations¶
# compile data for the markers
stations = []
for key, value in boreholes.items():
if 'SeisStation' in boreholes[key]:
for subkey, subvalue in boreholes[key]['SeisStation'].items():
for subsubkey, subsubvalue in subvalue.items():
coord = latlonfromgmlpoint(subsubvalue)
stations.append((subsubkey,coord[0],coord[1]))
stations = set(stations)
for item in stations:
# define the icon for seismic stations
gnss_icon = folium.features.CustomIcon(
'https://www.epos-eu.org/sites/default/files/2021-11/Seismology%20v2.png',
icon_size=(30,30),
icon_anchor=(15, 15),
)
# define the marker
seis_marker = folium.Marker(location=[item[1],item[2]], icon=gnss_icon, popup=folium.Popup(item[0]))
# add the marker to the map
map.add_child(seis_marker)
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Add data from a local resource ("own research data")
Land uplift model for Fennoscandia and the Baltic Region (Vestøl et al. 2016)
# use geopandas to read/convert diverse common geodata formats
import geopandas
# read the geopackage layer and display it
ndk = geopandas.read_file("../../external_data/NKG/NKG.gpkg", layer='nkg2016luabs_cont')
folium.GeoJson(ndk, style_function=lambda x:{'color': 'blue', 'weight': 2}, tooltip=folium.GeoJsonTooltip(fields=['Contour'])).add_to(map)
map
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International database of Glacially Induced Faults (Munier et al. 2020)
# read the shape file and display it
gif = geopandas.read_file("../../external_data/Glacially-Induced_Faults/GIF.shp")
folium.GeoJson(gif, style_function=lambda x:{'color': 'red'}, tooltip=folium.GeoJsonTooltip(fields=['Complex_na'])).add_to(map)
map
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