SlideShare a Scribd company logo
Event core and new data types in GBIF
European GBIF Nodes Meeting in Tallinn 14-16 May 2018
Slides, CC-BY Dag Endresen, GBIF.no
Slides available at: https://bit.ly/gbifEu2018_new_datatypes
New data types
• Multimedia (Audubon Core)
• Collections (NCD)
• Taxon concepts, taxon traits (Plinian Core)
• Molecular genotype data (GGBN)
• Experiment or fact, organism traits
• …
• New data types from Darwin Core not yet
supported in GBIF?
Record-level Terms | dcterms:type | dcterms:modified | dcterms:language | dcterms:license | dcterms:rightsHolder | dcterms:accessRights |
dcterms:bibliographicCitation | dcterms:references | institutionID | collectionID | datasetID | institutionCode | collectionCode | datasetName |
ownerInstitutionCode | basisOfRecord | informationWithheld | dataGeneralizations | dynamicProperties
Occurrence | occurrenceID | catalogNumber | recordNumber | recordedBy | individualCount | organismQuantity | organismQuantityType | sex | lifeStage |
reproductiveCondition | behavior | establishmentMeans | occurrenceStatus | preparations | disposition | associatedMedia | associatedReferences |
associatedSequences | associatedTaxa | otherCatalogNumbers | occurrenceRemarks
Organism | organismID | organismName | organismScope | associatedOrganisms | previousIdentifications | organismRemarks
MaterialSample | LivingSpecimen | PreservedSpecimen | FossilSpecimen | materialSampleID
Event | HumanObservation | MachineObservation | eventID | parentEventID | fieldNumber | eventDate | eventTime | startDayOfYear |
endDayOfYear | year | month | day | verbatimEventDate | habitat | samplingProtocol | sampleSizeValue | sampleSizeUnit | samplingEffort | fieldNotes |
eventRemarks
Location | locationID | higherGeographyID | higherGeography | continent | waterBody | islandGroup | island | country | countryCode | stateProvince |
county | municipality | locality | verbatimLocality | minimumElevationInMeters | maximumElevationInMeters | verbatimElevation | minimumDepthInMeters |
maximumDepthInMeters | verbatimDepth | minimumDistanceAboveSurfaceInMeters | maximumDistanceAboveSurfaceInMeters | locationAccordingTo |
locationRemarks | decimalLatitude | decimalLongitude | geodeticDatum | coordinateUncertaintyInMeters | coordinatePrecision | pointRadiusSpatialFit |
verbatimCoordinates | verbatimLatitude | verbatimLongitude | verbatimCoordinateSystem | verbatimSRS | footprintWKT | footprintSRS | footprintSpatialFit |
georeferencedBy | georeferencedDate | georeferenceProtocol | georeferenceSources | georeferenceVerificationStatus | georeferenceRemarks
GeologicalContext | geologicalContextID | earliestEonOrLowestEonothem | latestEonOrHighestEonothem | earliestEraOrLowestErathem |
latestEraOrHighestErathem | earliestPeriodOrLowestSystem | latestPeriodOrHighestSystem | earliestEpochOrLowestSeries | latestEpochOrHighestSeries |
earliestAgeOrLowestStage | latestAgeOrHighestStage | lowestBiostratigraphicZone | highestBiostratigraphicZone | lithostratigraphicTerms | group | formation |
member | bed
Identification | identificationID | identificationQualifier | typeStatus | identifiedBy | dateIdentified | identificationReferences | identificationVerificationStatus
| identificationRemarks
Taxon | taxonID | scientificNameID | acceptedNameUsageID | parentNameUsageID | originalNameUsageID | nameAccordingToID | namePublishedInID |
taxonConceptID | scientificName | acceptedNameUsage | parentNameUsage | originalNameUsage | nameAccordingTo | namePublishedIn |
namePublishedInYear | higherClassification | kingdom | phylum | class | order | family | genus | subgenus | specificEpithet | infraspecificEpithet | taxonRank |
verbatimTaxonRank | scientificNameAuthorship | vernacularName | nomenclaturalCode | taxonomicStatus | nomenclaturalStatus | taxonRemarks
MeasurementOrFact | measurementID | measurementType | measurementValue | measurementAccuracy | measurementUnit |
measurementDeterminedBy | measurementDeterminedDate | measurementMethod | measurementRemarks
ResourceRelationship | resourceRelationshipID | resourceID | relatedResourceID | relationshipOfResource | relationshipAccordingTo |
relationshipEstablishedDate | relationshipRemarks
DarwinCore:identifierterms
Record-level Terms | dcterms:type | basisOfRecord | ins9tu9onID | collec9onID | datasetID |
ins9tu9onCode | collec9onCode | datasetName
Occurrence | occurrenceID | catalogNumber | recordNumber
Organism | organismID | organismName
MaterialSample | LivingSpecomen | PreservedSpecimen | FossilSpecimen |
materialSampleID
Event | HumanObserva9on | MachineObserva9on | eventID | parentEventID | fieldNumber
Loca9on | loca9onID | higherGeographyID | higherGeography | locality | decimalLa+tude |
decimalLongitude
GeologicalContext | geologicalContextID | …
Iden9fica9on | iden9fica9onID | …
Taxon| taxonID | scien9ficNameID | acceptedNameUsageID | parentNameUsageID |
originalNameUsageID | nameAccordingToID | namePublishedInID | taxonConceptID | scien9ficName |
acceptedNameUsage | parentNameUsage | originalNameUsage | nameAccordingTo | namePublishedIn
MeasurementOrFact | measurementID | measurementType | measurementValue
ResourceRela9onship | resourceRela9onshipID | resourceID | relatedResourceID |
rela9onshipOfResource
DarwinCore:identifierterms
Simple Darwin Core
«The Simple Darwin Core is simple in that it
assumes (and allows) no structure beyond the
concept of rows and columns, which might be
thought of as attributes and their values, or fields
and records.»
In other words: de-normalized.
Darwin Core RDF
Guide (2015)
dwciri: namespace
The dwciri: namespace is intended for
use exclusively with non-literal objects.
http://rs.tdwg.org/dwc/iri/
Baskauf S, Wieczorek J, Deck J, Webb C, Morris PJ, and Schildhauer M (2015)
Darwin Core RDF Guide, Biodiversity Information Standards
http://rs.tdwg.org/dwc/terms/guides/rdf/
Baskauf SJ, Wieczorek J, Deck J, and Webb CO (2016) Lessons learned from
adapting the Darwin Core vocabulary standard for use in RDF. Semantic Web
7(6): 617-627, DOI: 10.3233/SW-150199
dwciri: and dwc: terms
“If a term in the• dwciri:
namespace has an analogue in
the dwc: namespace having the
same local name, the dwciri:
term will have the same
meaning as its dwc:
counterpart, but is intended to
have an IRI-reference object.”
RDF Guide & dwciri terms
New dwciri terms without corresponding terms in the dwc namespace
dwciri:inCollec6on | dwciri:toTaxon | dwciri:inDescribedPlace | dwciri:earliestGeochronologicalEra |
dwciri:latestGeochronologicalEra | dwciri:fromLithostra6graphicUnit | dwciri:inDataset
dwciri terms with analogues in the dwc namespace
recordedBy | iden6fiedBy | georeferencedBy | measurementDeterminedBy | loca6onAccordingTo |
| georeferenceProtocol | georeferenceSources | samplingProtocol | sex | lifeStage |
reproduc6veCondi6on | establishmentMeans | behavior | occurrenceStatus | disposi6on |
verba6mCoordinateSystem | verba6mSRS | geode6cDatum | georeferenceVerifica6onStatus |
footprintWKT | footprintSRS | lowestBiostra6graphicZone | highestBiostra6graphicZone |
iden6fica6onVerifica6onStatus | iden6fica6onQualifier | prepara6ons | typeStatus |
measurementType | measurementUnit | measurementMethod | informa6onWithheld |
dataGeneraliza6ons | habitat | fieldNumber | fieldNotes | recordNumber
«IRI» terms imported from Dublin Core
dcterms:language | dcterms:license | dcterms:type |
dcterms:rightsHolder | dcterms:accessRights | dcterms:references
Required terms imported from outside of Darwin Core
rdf:type | dcterms:iden6fier | dcterms:rela6on
Darwin Core RDF Guide
«A number of Darwin Core properties specify that
their values should be an identifier. There is
significant ambiguity in the use of these properties
because depending on the situation the value may
be an identifier for the subject resource itself or it
may be the identifier for a resource that is related
in some way to the subject resource.»
«Darwin Core contains a number of "ID" terms
intended to designate identifiers,
e.g., dwc:occurrenceID, dwc:identificationID,
dwc:locationID, etc. The "ID" terms provide two
functions, specifying the class of the resource and
indicating that value of the term is an identifier.»
http://rs.tdwg.org/dwc/terms/guides/rdf/index.htm
Unintended consequences of ID terms
• In its normative definition, each Darwin
Core ID term is declared to be
rdfs:subPropertyOf dcterms:identifier.
• In RDF, the purpose of a subproperty
declaration is to allow a client with
reasoning capability to infer a triple
containing a broader (and presumably
more well-known) property.
• (Applicable to RDF-serialization, less so to
text-or XML-serialization).
DwC RDF Guide ID term example 23
Example 23 : Turtle (incorrect usage)
<http://guid.mvz.org/identifications/23459>
a dwc:Identification; dwc:identifiedBy "Richard Sage";
dwc:dateIdentified "2000"^^xsd:gYear;
dwc:taxonID
"http://lsid.tdwg.org/urn:lsid:catalogueoflife.org:taxon:d79c11aa-
29c1-102b-9a4a-00304854f820:col20120721".
possible incorrect inference:
dcterms:identifier
"http://lsid.tdwg.org/urn:lsid:catalogueoflife.org:taxon:d79c11aa-
29c1-102b-9a4a-00304854f820:col20120721".
Darwin Core archive
and Event dataset
Event core and measurements
• Event core (since 2015) opens up new
functionality for data published in GBIF!
• Limitations of the star-schema is a frequently
mentioned obstacle – of event core…
– E.g. when connecting measurement or facts (MoF)
only core entities can be described.
DwC archive – application schema
DwC-A Event (since 2015)
– http://rs.gbif.org/core/dwc_event_2016_06_21.xml
DwC-A Occurrence
– http://rs.gbif.org/core/dwc_occurrence_2015-07-02.xml
DwC-A Measurement or fact (want link to event and occ!)
– http://rs.gbif.org/extension/dwc/measurements_or_facts.xml
OBIS Extended measurement or fact (proposed 2017)
– http://rs.gbif.org/extension/obis/extended_measurement_or_fact.xml
DwC-A Resource relationship (possible solution?)
– http://rs.gbif.org/extension/dwc/resource_relation.xml
Use case
Use case : Measurements for both events
and occurrences in the same dataset
OBIS expeditions are sampling more data than
only organism occurrences (e.g. environment).
--> development of a new extended measurement
and fact extension (eMoF for DwC-archives)
Integrated Publishing Toolkit
Star Schema (DwC-archive)
Occurrence core
MoF Extension
1
Event core
Occurrence
Extension
MoF Extension
1 1
MoF = Measurement or Fact
Here: MoF describes
only the Occurrences
Sample event is the DwC core
Here: MoF describes
only the Event
Slide by:
OBIS-ENV-DATA
International Oceanographic
Data and Information Exchange
Slide by:
OBIS-ENV-DATA
eMoF propose minting three new terms
measurementType: The nature of the measurement or fact (MoF)
measurementTypeID (new): identifier for the measurementType (global unique identifier, URI)
http://rs.iobis.org/obis/terms/measurementTypeID
measurementValue: the value of the MoF
measurementValueID (new): identifier for facts reported as measurementValue (URI)
http://rs.iobis.org/obis/terms/measurementValueID
measurementUnit: measurement unit (SI unit; meter, gram, etc)
measurementUnitID (new): identifier for the measurementUnit (URI)
http://rs.iobis.org/obis/terms/measurementUnitID
Let's explore the Darwin Core RDF Guide first…
Darwin Core RDF
Guide (2015)
Darwin Core RDF guide and the dwciri: namespace term
already have alternatives for some of the new terms
minted by the OBIS eMoF.
emof = http://rs.iobis.org/obis/terms/
dwciri = http://rs.tdwg.org/dwc/iri/
emof:measurementTypeID = dwciri:measurementType
emof:measurementUnitID = dwciri:measurementUnit
emof:measurementValueID (no analogue in dwciri - useful addition)
see also:
dwciri:measurementDeterminedBy
dwciri:measurementMethod
dwciri:samplingProtocol
DwC RDF Guide: http://rs.tdwg.org/dwc/terms/guides/rdf/index.htm#2.9_MeasurementOrFact_instances
Linking MoF instances to resources
• "Darwin Core does not provide the object properties
that would be required to describe precisely how the
dwc:MeasurementOrFact instance was related to the
dwc:Occurrence instance, the dwc:Organism whose
occurrence was recorded, or the
dwc:PreservedSpecimen that was collected".
• Examples of the DwC RDF Guide use
dcterms:relation to link MoF instances to the
respective resources.
Baskauf et al. 2015, Darwin Core RDF Guide, chapter 2.9
DwC RDF Guide MoF example 31
Example 31 - Turtle
<http://mczbase.mcz.harvard.edu/guid/MCZ:Mamm:67231>
a dwc:Occurrence;
dcterms:relation [a dwc:MeasurementOrFact ;
dwc:measurementType "tail length" ;
dwciri:measurementType <http://purl.obolibrary.org/obo/VT_0002758> ;
dwc:measurementValue "25"^^xsd:int ; dwc:measurementUnit "mm" ;
dwciri:measurementUnit
<http://mimi.case.edu/ontologies/2009/1/UnitsOntology#millimeter> ;
dwc:measurementAccuracy "0.5"^^xsd:decimal ;
dwc:measurementDeterminedDate "2009-08-22"^^xsd:date ;
dwc:measurementDeterminedBy "Ryan B Stephens" ;
dwciri:measurementDeterminedBy
<http://scholar.google.com/citations?user=RAsUdjoAAAAJ> ;
dwc:measurementMethod "unspecified" ;
dwciri:measurementMethod <http://purl.obolibrary.org/obo/MMO_0000160> ;
dwc:measurementRemarks "Accuracy from significant digits."@en].
Darwin Core
Resource
Relationship
DwC Resource Relationship
Term Name: ResourceRelationship
Identifier: http://rs.tdwg.org/dwc/terms/ResourceRelationship
Definition: A relationship of one rdfs:Resource
(http://www.w3.org/2000/01/rdf-schema#Resource) to another.
Comment: Resources can be thought of as identifiable records or
instances of classes and may include, but need not be limited to
Occurrences, Organisms, MaterialSamples, Events, Locations,
GeologicalContexts, Identifications, or Taxa. Example: An instance of an
Organism is the mother of another instance of an Organism. For
discussion see http://terms.tdwg.org/wiki/dwc:ResourceRelationship
ResourceRelationship | resourceRelationshipID | resourceID |
relatedResourceID | relationshipOfResource | relationshipAccordingTo |
relationshipEstablishedDate | relationshipRemarks
Event Core
eventID
ResourceRela0onship extension
resourceRelationshipID
resourceID
relatedResourceID
MeasurementOrFact extension
measurementID
Occurrence extension
occurrenceID
Occurrence core
MeasurementOrFact
Extension
1
Event core
Occurrence
Extension
MeasurementOrFact
Extension
1 1
Here: MoF describes
only the Occurrences
ResourceRela;onship
Extension
1
resourceID
relatedResourceID
measurementID
occurrenceID
eventID
Use case for Resource Rela-onship
CORE entity is dwc:Event, measurement is on a
dwc:Occurrence organized in a DwCA extension
• resourceRelationshipID = "relationship1"
• resourceID = "organism1"^^dwc:Occurrence
• relatedResourceID = "measurement1"
• relationshipOfResource =
"measurement_of_occurrence"
https://github.com/gbif/rs.gbif.org/pull/13github.com/gbif/rs.gbif.org/pull/13
Use case for Resource Relationship
CORE entity is dwc:Occurrence, but the measurement
is on one of the entities flattened into the simple
Darwin Core data record (Organism, Event, Location,
Multimedia, MaterialSample, ...)
• resourceRelationshipID = "relationship1"
• resourceID = "organism1"^^dwc:Organism |
"event1"^^dwc:Event | …
• relatedResourceID = "measurement1"
• relationshipOfResource =
"measurement_of_organism/event ..."
Use case for Resource Relationship
CORE en5ty is dwc:Event (measurement event, not the
collec5ng event), measurement is on a dwc:Occurrence
published in another dataset
resourceRela5onshipID• = "rela5onship1" |
hGp:urn:uuid:UUID^^resourceRela5onship
resourceID• = "hGp:urn:uuid:UUID"^^dwc:Occurrence
relatedResourceID• =
hGp:urn:uuid:UUID^^dwc:MeasurementOrFact
rela5onshipOfResource• =
"measurement_of_occurrence_in_another_dataset"
Proposing a new use case:
Measurement events as dwc:Event
Experiments with living specimens
at a location and date that is
different from the collecting event.
Collec&ng expedi&ons Genebank, collections Field/lab experiments
Seeds from
collecting trip
expeditions are
deposited in
genebank
collections. Living seeds from
genebank
collections are
used for field or
laboratory
experiments.
Germplasm material flow
Material samples from many different collec5ng•
missions are deposited in different genebanks.
Material from public genebanks are included in•
other genebank collec5ons (and breeders
collec5ons).
Material from different genebanks (and thus•
many different collec5ng events) are included in
each field trial experiment.
Collec5ng Event• ≠ Measurement Event (MoF)
Use case
GBIF.no resolver
gbif.no resolver response
Event
urn:uuid:00b798d1-09cf-4571-b56a-06455b5de271
https://purl.org/gbifnorway/id/58c84deb-4d82-46e3-a109-527b2bac3d69.json
Occurrence
urn:uuid:58c84deb-4d82-46e3-a109-527b2bac3d69
https://purl.org/gbifnorway/id/58c84deb-4d82-46e3-a109-527b2bac3d69.n3
MeasurementOrFact
urn:uuid:5b0cd1c4-cf9e-4fbb-a995-f2b959d69f6c
https://purl.org/gbifnorway/id/5b0cd1c4-cf9e-4fbb-a995-f2b959d69f6c.rdf
https://data.gbif.no/resolver/
Event (json-ld)
{
"@context": {
"dc": "http://purl.org/dc/elements/1.1/",
"dct": "http://purl.org/dc/terms/",
"dwc": "http://rs.tdwg.org/dwc/terms/",
”dwciri”: “http://rs.tdwg.org/dwc/iri/”
},
"@id": "http://purl.org/gbifnorway/id/00b798d1-09cf-4571-b56a-
06455b5de271",
"dc:title": null,
"dwc:country": "Norway",
"dwc:decimalLatitude": "60.10436984451321",
"dwc:decimalLongitude": "10.58985049035342",
"dwc:eventDate": "2013",
"dwc:eventID": "urn:uuid:00b798d1-09cf-4571-b56a-06455b5de271",
"dct:identifier": "urn:uuid:00b798d1-09cf-4571-b56a-06455b5de271",
"dwc:locality": "Lu00f8venskiold",
"dwc:modified": "2016-10-27",
"dc:type": "event",
"dct:type": "http://rs.tdwg.org/dwc/terms/Event"
}
Work in progress
Occurrence (n3/turtle)
@prefix dc: <http://purl.org/dc/elements/1.1/> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix dwc: <http://rs.tdwg.org/dwc/terms/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix xml: <http://www.w3.org/XML/1998/namespace> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
<http://purl.org/gbifnorway/id/58c84deb-4d82-46e3-a109-527b2bac3d69>
dc:title "Trametes ochracea" ;
dwc:basisOfRecord "HumanObservation" ;
dwc:country "Norway" ;
dwc:decimalLatitude "59.844384257503066" ;
dwc:decimalLongitude "11.0004002990336" ;
dwc:eventID "urn:uuid:e59955e3-e8a6-4a96-9c63-7bc14e0bcc19" ;
dct:relation "urn:uuid:e59955e3-e8a6-4a96-9c63-7bc14e0bcc19" ;
dwc:individualCount "1" ;
dwc:locality "Losby" ;
dwc:modified "2016-10-27" ;
dwc:occurrenceID "urn:uuid:58c84deb-4d82-46e3-a109-527b2bac3d69" ;
dct:identifier “urn:uuid:58c84deb-4d82-46e3-a109-527b2bac3d69” ;
dwc:recordedBy "Egil Bendiksen and Rannveig M. Jacobsen" ;
dwc:scientificName "Trametes ochracea" ;
dc:type "occurrence” ;
dct:type “http://rs.tdwg.org/dwc/terms/Occurrence” .
Work in progress
MeasurementOrFact (rdf)
<?xml version="1.0" encoding="UTF-8"?>
<rdf:RDF
xmlns:dwc="http://rs.tdwg.org/dwc/terms/"
xmlns:dc=“http://purl.org/dc/elements/1.1/
xmlns:dct=“http://purl.org/dc/terms/”
xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
>
<rdf:Description rdf:about="http://purl.org/gbifnorway/id/5b0cd1c4-
cf9e-4fbb-a995-f2b959d69f6c">
<dc:type>measurement</dc:type>
<dct:type>http://rs.tdwg.org/dwc/terms/MeasurementOrFact</dct:type>
<dwc:measurementType>Weight</dwc:measurementType>
<dwc:measurementValue>25.0</dwc:measurementValue>
<dwc:measurementUnit>gram</dwc:measurementUnit>
<dwc:measurementID>urn:uuid:5b0cd1c4-cf9e-4fbb-a995-
f2b959d69f6c</dwc:measurementID>
<dct:identifier>urn:uuid:5b0cd1c4-cf9e-4fbb-a995-
f2b959d69f6c</dct:identifier>
<dwc:occurrenceID>urn:uuid:3686b360-62a3-41e9-85c3-
5b7bfbc57bed</dwc:occurrenceID>
<dct:relation>https:purl.org/gbifnorway/id73686b360-62a3-41e9-85c3-
5b7bfbc57bed</dct:relation>
</rdf:Description>
</rdf:RDF>
Work in progress
01001000 01101001 00100001
Slides available at https://bit.ly/gbifEu2018_new_datatypes

More Related Content

Similar to Event core and new datatypes in GBIF - 10th European GBIF Nodes Meeting in Tallinn Estonia May 2018

GBIF BIFA mentoring, Day 2 Publish data, July 2016
GBIF BIFA mentoring, Day 2 Publish data, July 2016GBIF BIFA mentoring, Day 2 Publish data, July 2016
GBIF BIFA mentoring, Day 2 Publish data, July 2016
Dag Endresen
 
NISO Forum, Denver, Sept. 24, 2012: Data Equivalence
NISO Forum, Denver, Sept. 24, 2012: Data EquivalenceNISO Forum, Denver, Sept. 24, 2012: Data Equivalence
NISO Forum, Denver, Sept. 24, 2012: Data Equivalence
National Information Standards Organization (NISO)
 
Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014
Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014
Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014
Dag Endresen
 
RDA and Linked Data. Gordon Dunsire
RDA and Linked Data. Gordon DunsireRDA and Linked Data. Gordon Dunsire
RDA and Linked Data. Gordon Dunsire
Biblioteca Nacional de España
 
EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)
EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)
EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)
Dag Endresen
 
The Role of Metadata in Reproducible Computational Research
The Role of Metadata in Reproducible Computational ResearchThe Role of Metadata in Reproducible Computational Research
The Role of Metadata in Reproducible Computational Research
Jeremy Leipzig
 
2009 11 icudl
2009 11 icudl2009 11 icudl
2009 11 icudl
Johannes Keizer
 
Using the Biological Collections Ontology to Advance Biodiversity Science
Using the Biological Collections Ontology to Advance Biodiversity ScienceUsing the Biological Collections Ontology to Advance Biodiversity Science
Using the Biological Collections Ontology to Advance Biodiversity Science
rlwalls2008
 
Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)
Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)
Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)
Dr.-Ing. Thomas Hartmann
 
interoperability: the value of recombinant potential
interoperability: the value of recombinant potentialinteroperability: the value of recombinant potential
interoperability: the value of recombinant potential
lisld
 
Understanding Data
Understanding Data Understanding Data
Understanding Data
Kingsley Uyi Idehen
 
Functional and Architectural Requirements for Metadata: Supporting Discovery...
Functional and Architectural Requirements for Metadata: Supporting Discovery...Functional and Architectural Requirements for Metadata: Supporting Discovery...
Functional and Architectural Requirements for Metadata: Supporting Discovery...
Jian Qin
 
EIA Biodiversity Data Mobilisation
EIA Biodiversity Data MobilisationEIA Biodiversity Data Mobilisation
EIA Biodiversity Data Mobilisation
Vishwas Chavan
 
Using Architectures for Semantic Interoperability to Create Journal Clubs for...
Using Architectures for Semantic Interoperability to Create Journal Clubs for...Using Architectures for Semantic Interoperability to Create Journal Clubs for...
Using Architectures for Semantic Interoperability to Create Journal Clubs for...
James Powell
 
Global Biodiversity Information Facility (GBIF) - 2012
Global Biodiversity Information Facility (GBIF) - 2012Global Biodiversity Information Facility (GBIF) - 2012
Global Biodiversity Information Facility (GBIF) - 2012
Dag Endresen
 
Gbrds Tech Issues Op
Gbrds Tech Issues OpGbrds Tech Issues Op
Gbrds Tech Issues Op
Vishwas Chavan
 
DLF 2015 Presentation, "RDF in the Real World."
DLF 2015 Presentation, "RDF in the Real World." DLF 2015 Presentation, "RDF in the Real World."
DLF 2015 Presentation, "RDF in the Real World."
Avalon Media System
 
WorldCat, Works, and Schema.org
WorldCat, Works, and Schema.orgWorldCat, Works, and Schema.org
WorldCat, Works, and Schema.org
Richard Wallis
 
Harmonization of vocabularies for water data
Harmonization of vocabularies for water dataHarmonization of vocabularies for water data
Harmonization of vocabularies for water data
Simon Cox
 
The RDF Report Card: Beyond the Triple Count
The RDF Report Card: Beyond the Triple CountThe RDF Report Card: Beyond the Triple Count
The RDF Report Card: Beyond the Triple Count
Leigh Dodds
 

Similar to Event core and new datatypes in GBIF - 10th European GBIF Nodes Meeting in Tallinn Estonia May 2018 (20)

GBIF BIFA mentoring, Day 2 Publish data, July 2016
GBIF BIFA mentoring, Day 2 Publish data, July 2016GBIF BIFA mentoring, Day 2 Publish data, July 2016
GBIF BIFA mentoring, Day 2 Publish data, July 2016
 
NISO Forum, Denver, Sept. 24, 2012: Data Equivalence
NISO Forum, Denver, Sept. 24, 2012: Data EquivalenceNISO Forum, Denver, Sept. 24, 2012: Data Equivalence
NISO Forum, Denver, Sept. 24, 2012: Data Equivalence
 
Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014
Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014
Persistent Identifiers, Herbarium workshop at Kongsvold, September 1 to 4, 2014
 
RDA and Linked Data. Gordon Dunsire
RDA and Linked Data. Gordon DunsireRDA and Linked Data. Gordon Dunsire
RDA and Linked Data. Gordon Dunsire
 
EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)
EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)
EURISCO and GBIF, at the European genbank network meeting (Bonn, April 2004)
 
The Role of Metadata in Reproducible Computational Research
The Role of Metadata in Reproducible Computational ResearchThe Role of Metadata in Reproducible Computational Research
The Role of Metadata in Reproducible Computational Research
 
2009 11 icudl
2009 11 icudl2009 11 icudl
2009 11 icudl
 
Using the Biological Collections Ontology to Advance Biodiversity Science
Using the Biological Collections Ontology to Advance Biodiversity ScienceUsing the Biological Collections Ontology to Advance Biodiversity Science
Using the Biological Collections Ontology to Advance Biodiversity Science
 
Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)
Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)
Doctoral Examination at the Karlsruhe Institute of Technology (08.07.2016)
 
interoperability: the value of recombinant potential
interoperability: the value of recombinant potentialinteroperability: the value of recombinant potential
interoperability: the value of recombinant potential
 
Understanding Data
Understanding Data Understanding Data
Understanding Data
 
Functional and Architectural Requirements for Metadata: Supporting Discovery...
Functional and Architectural Requirements for Metadata: Supporting Discovery...Functional and Architectural Requirements for Metadata: Supporting Discovery...
Functional and Architectural Requirements for Metadata: Supporting Discovery...
 
EIA Biodiversity Data Mobilisation
EIA Biodiversity Data MobilisationEIA Biodiversity Data Mobilisation
EIA Biodiversity Data Mobilisation
 
Using Architectures for Semantic Interoperability to Create Journal Clubs for...
Using Architectures for Semantic Interoperability to Create Journal Clubs for...Using Architectures for Semantic Interoperability to Create Journal Clubs for...
Using Architectures for Semantic Interoperability to Create Journal Clubs for...
 
Global Biodiversity Information Facility (GBIF) - 2012
Global Biodiversity Information Facility (GBIF) - 2012Global Biodiversity Information Facility (GBIF) - 2012
Global Biodiversity Information Facility (GBIF) - 2012
 
Gbrds Tech Issues Op
Gbrds Tech Issues OpGbrds Tech Issues Op
Gbrds Tech Issues Op
 
DLF 2015 Presentation, "RDF in the Real World."
DLF 2015 Presentation, "RDF in the Real World." DLF 2015 Presentation, "RDF in the Real World."
DLF 2015 Presentation, "RDF in the Real World."
 
WorldCat, Works, and Schema.org
WorldCat, Works, and Schema.orgWorldCat, Works, and Schema.org
WorldCat, Works, and Schema.org
 
Harmonization of vocabularies for water data
Harmonization of vocabularies for water dataHarmonization of vocabularies for water data
Harmonization of vocabularies for water data
 
The RDF Report Card: Beyond the Triple Count
The RDF Report Card: Beyond the Triple CountThe RDF Report Card: Beyond the Triple Count
The RDF Report Card: Beyond the Triple Count
 

More from Dag Endresen

Joint GBIF Biodiversa+ symposium in Helsinki on 2024-04-16
Joint GBIF Biodiversa+ symposium in  Helsinki on 2024-04-16Joint GBIF Biodiversa+ symposium in  Helsinki on 2024-04-16
Joint GBIF Biodiversa+ symposium in Helsinki on 2024-04-16
Dag Endresen
 
Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...
Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...
Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...
Dag Endresen
 
Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...
Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...
Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...
Dag Endresen
 
Ontologies for biodiversity informatics, UiO DSC June 2023
 Ontologies for biodiversity informatics, UiO DSC June 2023 Ontologies for biodiversity informatics, UiO DSC June 2023
Ontologies for biodiversity informatics, UiO DSC June 2023
Dag Endresen
 
Evacuation of the Kherson herbarium
Evacuation of the Kherson herbariumEvacuation of the Kherson herbarium
Evacuation of the Kherson herbarium
Dag Endresen
 
2023-05-08 GLIS SAC Rome
2023-05-08 GLIS SAC Rome2023-05-08 GLIS SAC Rome
2023-05-08 GLIS SAC Rome
Dag Endresen
 
BioDT for the UiO Science section meeting 2023-03-24
BioDT for the UiO Science section meeting 2023-03-24BioDT for the UiO Science section meeting 2023-03-24
BioDT for the UiO Science section meeting 2023-03-24
Dag Endresen
 
Data and Stats Forum at MINA NMBU - 2023-04-26
Data and Stats Forum at MINA NMBU - 2023-04-26Data and Stats Forum at MINA NMBU - 2023-04-26
Data and Stats Forum at MINA NMBU - 2023-04-26
Dag Endresen
 
BioDATA final conference in Oslo, November 2022
BioDATA final conference in Oslo, November 2022BioDATA final conference in Oslo, November 2022
BioDATA final conference in Oslo, November 2022
Dag Endresen
 
GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20
GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20
GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20
Dag Endresen
 
GBIF at Living Norway Open Science Lab 2022-03-03
GBIF at Living Norway Open Science Lab 2022-03-03GBIF at Living Norway Open Science Lab 2022-03-03
GBIF at Living Norway Open Science Lab 2022-03-03
Dag Endresen
 
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
Dag Endresen
 
Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19
Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19
Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19
Dag Endresen
 
The role of biodiversity informatics in GBIF, 2021-05-18
The role of biodiversity informatics in GBIF, 2021-05-18The role of biodiversity informatics in GBIF, 2021-05-18
The role of biodiversity informatics in GBIF, 2021-05-18
Dag Endresen
 
GBIF and Biodiversity informatics for museums, 15 March 2021
GBIF and Biodiversity informatics for museums, 15 March 2021GBIF and Biodiversity informatics for museums, 15 March 2021
GBIF and Biodiversity informatics for museums, 15 March 2021
Dag Endresen
 
2016-10-12 MUSIT & GBIF - Dataset portals
2016-10-12 MUSIT & GBIF - Dataset portals2016-10-12 MUSIT & GBIF - Dataset portals
2016-10-12 MUSIT & GBIF - Dataset portals
Dag Endresen
 
2021-01-27--biodiversity-informatics-gbif-(52slides)
2021-01-27--biodiversity-informatics-gbif-(52slides)2021-01-27--biodiversity-informatics-gbif-(52slides)
2021-01-27--biodiversity-informatics-gbif-(52slides)
Dag Endresen
 
GBIF and Open Science
GBIF and Open ScienceGBIF and Open Science
GBIF and Open Science
Dag Endresen
 
FAIR and open biodiversity collection data management
FAIR and open biodiversity collection data managementFAIR and open biodiversity collection data management
FAIR and open biodiversity collection data management
Dag Endresen
 
BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...
BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...
BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...
Dag Endresen
 

More from Dag Endresen (20)

Joint GBIF Biodiversa+ symposium in Helsinki on 2024-04-16
Joint GBIF Biodiversa+ symposium in  Helsinki on 2024-04-16Joint GBIF Biodiversa+ symposium in  Helsinki on 2024-04-16
Joint GBIF Biodiversa+ symposium in Helsinki on 2024-04-16
 
Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...
Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...
Iliad webinar 2024-03-13, Accessing and publishing marine biodiversity data i...
 
Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...
Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...
Modelling Research Expeditions in Wikidata: Best Practice for Standardisation...
 
Ontologies for biodiversity informatics, UiO DSC June 2023
 Ontologies for biodiversity informatics, UiO DSC June 2023 Ontologies for biodiversity informatics, UiO DSC June 2023
Ontologies for biodiversity informatics, UiO DSC June 2023
 
Evacuation of the Kherson herbarium
Evacuation of the Kherson herbariumEvacuation of the Kherson herbarium
Evacuation of the Kherson herbarium
 
2023-05-08 GLIS SAC Rome
2023-05-08 GLIS SAC Rome2023-05-08 GLIS SAC Rome
2023-05-08 GLIS SAC Rome
 
BioDT for the UiO Science section meeting 2023-03-24
BioDT for the UiO Science section meeting 2023-03-24BioDT for the UiO Science section meeting 2023-03-24
BioDT for the UiO Science section meeting 2023-03-24
 
Data and Stats Forum at MINA NMBU - 2023-04-26
Data and Stats Forum at MINA NMBU - 2023-04-26Data and Stats Forum at MINA NMBU - 2023-04-26
Data and Stats Forum at MINA NMBU - 2023-04-26
 
BioDATA final conference in Oslo, November 2022
BioDATA final conference in Oslo, November 2022BioDATA final conference in Oslo, November 2022
BioDATA final conference in Oslo, November 2022
 
GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20
GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20
GBIF data mobilisation for the Nansen Legacy, Tromsø, 2022-09-20
 
GBIF at Living Norway Open Science Lab 2022-03-03
GBIF at Living Norway Open Science Lab 2022-03-03GBIF at Living Norway Open Science Lab 2022-03-03
GBIF at Living Norway Open Science Lab 2022-03-03
 
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
 
Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19
Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19
Råd fra GBIF-Norge til datainfrastrukturutvalget i dialogmøte 2021-11-19
 
The role of biodiversity informatics in GBIF, 2021-05-18
The role of biodiversity informatics in GBIF, 2021-05-18The role of biodiversity informatics in GBIF, 2021-05-18
The role of biodiversity informatics in GBIF, 2021-05-18
 
GBIF and Biodiversity informatics for museums, 15 March 2021
GBIF and Biodiversity informatics for museums, 15 March 2021GBIF and Biodiversity informatics for museums, 15 March 2021
GBIF and Biodiversity informatics for museums, 15 March 2021
 
2016-10-12 MUSIT & GBIF - Dataset portals
2016-10-12 MUSIT & GBIF - Dataset portals2016-10-12 MUSIT & GBIF - Dataset portals
2016-10-12 MUSIT & GBIF - Dataset portals
 
2021-01-27--biodiversity-informatics-gbif-(52slides)
2021-01-27--biodiversity-informatics-gbif-(52slides)2021-01-27--biodiversity-informatics-gbif-(52slides)
2021-01-27--biodiversity-informatics-gbif-(52slides)
 
GBIF and Open Science
GBIF and Open ScienceGBIF and Open Science
GBIF and Open Science
 
FAIR and open biodiversity collection data management
FAIR and open biodiversity collection data managementFAIR and open biodiversity collection data management
FAIR and open biodiversity collection data management
 
BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...
BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...
BioDATA capacity enhancement curriculum at GBIF GB26 Global Nodes Meeting in ...
 

Recently uploaded

Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
TechSoup
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
Colégio Santa Teresinha
 
PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.
Dr. Shivangi Singh Parihar
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Akanksha trivedi rama nursing college kanpur.
 
The basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptxThe basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptx
heathfieldcps1
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
PECB
 
Azure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHatAzure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHat
Scholarhat
 
Lapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdfLapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdf
Jean Carlos Nunes Paixão
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
taiba qazi
 
PIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf IslamabadPIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf Islamabad
AyyanKhan40
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
eBook.com.bd (প্রয়োজনীয় বাংলা বই)
 
Advanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docxAdvanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docx
adhitya5119
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
chanes7
 
Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
amberjdewit93
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
WaniBasim
 
South African Journal of Science: Writing with integrity workshop (2024)
South African Journal of Science: Writing with integrity workshop (2024)South African Journal of Science: Writing with integrity workshop (2024)
South African Journal of Science: Writing with integrity workshop (2024)
Academy of Science of South Africa
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
heathfieldcps1
 
How to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP ModuleHow to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP Module
Celine George
 
World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024
ak6969907
 

Recently uploaded (20)

Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
 
PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
 
The basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptxThe basics of sentences session 5pptx.pptx
The basics of sentences session 5pptx.pptx
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
 
Azure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHatAzure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHat
 
Lapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdfLapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdf
 
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptxChapter 4 - Islamic Financial Institutions in Malaysia.pptx
Chapter 4 - Islamic Financial Institutions in Malaysia.pptx
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
 
PIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf IslamabadPIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf Islamabad
 
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdfবাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
বাংলাদেশ অর্থনৈতিক সমীক্ষা (Economic Review) ২০২৪ UJS App.pdf
 
Advanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docxAdvanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docx
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
 
Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
 
South African Journal of Science: Writing with integrity workshop (2024)
South African Journal of Science: Writing with integrity workshop (2024)South African Journal of Science: Writing with integrity workshop (2024)
South African Journal of Science: Writing with integrity workshop (2024)
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
 
How to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP ModuleHow to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP Module
 
World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024
 

Event core and new datatypes in GBIF - 10th European GBIF Nodes Meeting in Tallinn Estonia May 2018

  • 1. Event core and new data types in GBIF European GBIF Nodes Meeting in Tallinn 14-16 May 2018 Slides, CC-BY Dag Endresen, GBIF.no Slides available at: https://bit.ly/gbifEu2018_new_datatypes
  • 2. New data types • Multimedia (Audubon Core) • Collections (NCD) • Taxon concepts, taxon traits (Plinian Core) • Molecular genotype data (GGBN) • Experiment or fact, organism traits • … • New data types from Darwin Core not yet supported in GBIF?
  • 3. Record-level Terms | dcterms:type | dcterms:modified | dcterms:language | dcterms:license | dcterms:rightsHolder | dcterms:accessRights | dcterms:bibliographicCitation | dcterms:references | institutionID | collectionID | datasetID | institutionCode | collectionCode | datasetName | ownerInstitutionCode | basisOfRecord | informationWithheld | dataGeneralizations | dynamicProperties Occurrence | occurrenceID | catalogNumber | recordNumber | recordedBy | individualCount | organismQuantity | organismQuantityType | sex | lifeStage | reproductiveCondition | behavior | establishmentMeans | occurrenceStatus | preparations | disposition | associatedMedia | associatedReferences | associatedSequences | associatedTaxa | otherCatalogNumbers | occurrenceRemarks Organism | organismID | organismName | organismScope | associatedOrganisms | previousIdentifications | organismRemarks MaterialSample | LivingSpecimen | PreservedSpecimen | FossilSpecimen | materialSampleID Event | HumanObservation | MachineObservation | eventID | parentEventID | fieldNumber | eventDate | eventTime | startDayOfYear | endDayOfYear | year | month | day | verbatimEventDate | habitat | samplingProtocol | sampleSizeValue | sampleSizeUnit | samplingEffort | fieldNotes | eventRemarks Location | locationID | higherGeographyID | higherGeography | continent | waterBody | islandGroup | island | country | countryCode | stateProvince | county | municipality | locality | verbatimLocality | minimumElevationInMeters | maximumElevationInMeters | verbatimElevation | minimumDepthInMeters | maximumDepthInMeters | verbatimDepth | minimumDistanceAboveSurfaceInMeters | maximumDistanceAboveSurfaceInMeters | locationAccordingTo | locationRemarks | decimalLatitude | decimalLongitude | geodeticDatum | coordinateUncertaintyInMeters | coordinatePrecision | pointRadiusSpatialFit | verbatimCoordinates | verbatimLatitude | verbatimLongitude | verbatimCoordinateSystem | verbatimSRS | footprintWKT | footprintSRS | footprintSpatialFit | georeferencedBy | georeferencedDate | georeferenceProtocol | georeferenceSources | georeferenceVerificationStatus | georeferenceRemarks GeologicalContext | geologicalContextID | earliestEonOrLowestEonothem | latestEonOrHighestEonothem | earliestEraOrLowestErathem | latestEraOrHighestErathem | earliestPeriodOrLowestSystem | latestPeriodOrHighestSystem | earliestEpochOrLowestSeries | latestEpochOrHighestSeries | earliestAgeOrLowestStage | latestAgeOrHighestStage | lowestBiostratigraphicZone | highestBiostratigraphicZone | lithostratigraphicTerms | group | formation | member | bed Identification | identificationID | identificationQualifier | typeStatus | identifiedBy | dateIdentified | identificationReferences | identificationVerificationStatus | identificationRemarks Taxon | taxonID | scientificNameID | acceptedNameUsageID | parentNameUsageID | originalNameUsageID | nameAccordingToID | namePublishedInID | taxonConceptID | scientificName | acceptedNameUsage | parentNameUsage | originalNameUsage | nameAccordingTo | namePublishedIn | namePublishedInYear | higherClassification | kingdom | phylum | class | order | family | genus | subgenus | specificEpithet | infraspecificEpithet | taxonRank | verbatimTaxonRank | scientificNameAuthorship | vernacularName | nomenclaturalCode | taxonomicStatus | nomenclaturalStatus | taxonRemarks MeasurementOrFact | measurementID | measurementType | measurementValue | measurementAccuracy | measurementUnit | measurementDeterminedBy | measurementDeterminedDate | measurementMethod | measurementRemarks ResourceRelationship | resourceRelationshipID | resourceID | relatedResourceID | relationshipOfResource | relationshipAccordingTo | relationshipEstablishedDate | relationshipRemarks DarwinCore:identifierterms
  • 4. Record-level Terms | dcterms:type | basisOfRecord | ins9tu9onID | collec9onID | datasetID | ins9tu9onCode | collec9onCode | datasetName Occurrence | occurrenceID | catalogNumber | recordNumber Organism | organismID | organismName MaterialSample | LivingSpecomen | PreservedSpecimen | FossilSpecimen | materialSampleID Event | HumanObserva9on | MachineObserva9on | eventID | parentEventID | fieldNumber Loca9on | loca9onID | higherGeographyID | higherGeography | locality | decimalLa+tude | decimalLongitude GeologicalContext | geologicalContextID | … Iden9fica9on | iden9fica9onID | … Taxon| taxonID | scien9ficNameID | acceptedNameUsageID | parentNameUsageID | originalNameUsageID | nameAccordingToID | namePublishedInID | taxonConceptID | scien9ficName | acceptedNameUsage | parentNameUsage | originalNameUsage | nameAccordingTo | namePublishedIn MeasurementOrFact | measurementID | measurementType | measurementValue ResourceRela9onship | resourceRela9onshipID | resourceID | relatedResourceID | rela9onshipOfResource DarwinCore:identifierterms
  • 5. Simple Darwin Core «The Simple Darwin Core is simple in that it assumes (and allows) no structure beyond the concept of rows and columns, which might be thought of as attributes and their values, or fields and records.» In other words: de-normalized.
  • 7.
  • 8. dwciri: namespace The dwciri: namespace is intended for use exclusively with non-literal objects. http://rs.tdwg.org/dwc/iri/ Baskauf S, Wieczorek J, Deck J, Webb C, Morris PJ, and Schildhauer M (2015) Darwin Core RDF Guide, Biodiversity Information Standards http://rs.tdwg.org/dwc/terms/guides/rdf/ Baskauf SJ, Wieczorek J, Deck J, and Webb CO (2016) Lessons learned from adapting the Darwin Core vocabulary standard for use in RDF. Semantic Web 7(6): 617-627, DOI: 10.3233/SW-150199
  • 9. dwciri: and dwc: terms “If a term in the• dwciri: namespace has an analogue in the dwc: namespace having the same local name, the dwciri: term will have the same meaning as its dwc: counterpart, but is intended to have an IRI-reference object.”
  • 10. RDF Guide & dwciri terms New dwciri terms without corresponding terms in the dwc namespace dwciri:inCollec6on | dwciri:toTaxon | dwciri:inDescribedPlace | dwciri:earliestGeochronologicalEra | dwciri:latestGeochronologicalEra | dwciri:fromLithostra6graphicUnit | dwciri:inDataset dwciri terms with analogues in the dwc namespace recordedBy | iden6fiedBy | georeferencedBy | measurementDeterminedBy | loca6onAccordingTo | | georeferenceProtocol | georeferenceSources | samplingProtocol | sex | lifeStage | reproduc6veCondi6on | establishmentMeans | behavior | occurrenceStatus | disposi6on | verba6mCoordinateSystem | verba6mSRS | geode6cDatum | georeferenceVerifica6onStatus | footprintWKT | footprintSRS | lowestBiostra6graphicZone | highestBiostra6graphicZone | iden6fica6onVerifica6onStatus | iden6fica6onQualifier | prepara6ons | typeStatus | measurementType | measurementUnit | measurementMethod | informa6onWithheld | dataGeneraliza6ons | habitat | fieldNumber | fieldNotes | recordNumber «IRI» terms imported from Dublin Core dcterms:language | dcterms:license | dcterms:type | dcterms:rightsHolder | dcterms:accessRights | dcterms:references Required terms imported from outside of Darwin Core rdf:type | dcterms:iden6fier | dcterms:rela6on
  • 11. Darwin Core RDF Guide «A number of Darwin Core properties specify that their values should be an identifier. There is significant ambiguity in the use of these properties because depending on the situation the value may be an identifier for the subject resource itself or it may be the identifier for a resource that is related in some way to the subject resource.» «Darwin Core contains a number of "ID" terms intended to designate identifiers, e.g., dwc:occurrenceID, dwc:identificationID, dwc:locationID, etc. The "ID" terms provide two functions, specifying the class of the resource and indicating that value of the term is an identifier.» http://rs.tdwg.org/dwc/terms/guides/rdf/index.htm
  • 12. Unintended consequences of ID terms • In its normative definition, each Darwin Core ID term is declared to be rdfs:subPropertyOf dcterms:identifier. • In RDF, the purpose of a subproperty declaration is to allow a client with reasoning capability to infer a triple containing a broader (and presumably more well-known) property. • (Applicable to RDF-serialization, less so to text-or XML-serialization).
  • 13. DwC RDF Guide ID term example 23 Example 23 : Turtle (incorrect usage) <http://guid.mvz.org/identifications/23459> a dwc:Identification; dwc:identifiedBy "Richard Sage"; dwc:dateIdentified "2000"^^xsd:gYear; dwc:taxonID "http://lsid.tdwg.org/urn:lsid:catalogueoflife.org:taxon:d79c11aa- 29c1-102b-9a4a-00304854f820:col20120721". possible incorrect inference: dcterms:identifier "http://lsid.tdwg.org/urn:lsid:catalogueoflife.org:taxon:d79c11aa- 29c1-102b-9a4a-00304854f820:col20120721".
  • 14. Darwin Core archive and Event dataset
  • 15. Event core and measurements • Event core (since 2015) opens up new functionality for data published in GBIF! • Limitations of the star-schema is a frequently mentioned obstacle – of event core… – E.g. when connecting measurement or facts (MoF) only core entities can be described.
  • 16. DwC archive – application schema DwC-A Event (since 2015) – http://rs.gbif.org/core/dwc_event_2016_06_21.xml DwC-A Occurrence – http://rs.gbif.org/core/dwc_occurrence_2015-07-02.xml DwC-A Measurement or fact (want link to event and occ!) – http://rs.gbif.org/extension/dwc/measurements_or_facts.xml OBIS Extended measurement or fact (proposed 2017) – http://rs.gbif.org/extension/obis/extended_measurement_or_fact.xml DwC-A Resource relationship (possible solution?) – http://rs.gbif.org/extension/dwc/resource_relation.xml
  • 18. Use case : Measurements for both events and occurrences in the same dataset OBIS expeditions are sampling more data than only organism occurrences (e.g. environment). --> development of a new extended measurement and fact extension (eMoF for DwC-archives)
  • 19. Integrated Publishing Toolkit Star Schema (DwC-archive) Occurrence core MoF Extension 1 Event core Occurrence Extension MoF Extension 1 1 MoF = Measurement or Fact Here: MoF describes only the Occurrences Sample event is the DwC core Here: MoF describes only the Event Slide by: OBIS-ENV-DATA International Oceanographic Data and Information Exchange
  • 21. eMoF propose minting three new terms measurementType: The nature of the measurement or fact (MoF) measurementTypeID (new): identifier for the measurementType (global unique identifier, URI) http://rs.iobis.org/obis/terms/measurementTypeID measurementValue: the value of the MoF measurementValueID (new): identifier for facts reported as measurementValue (URI) http://rs.iobis.org/obis/terms/measurementValueID measurementUnit: measurement unit (SI unit; meter, gram, etc) measurementUnitID (new): identifier for the measurementUnit (URI) http://rs.iobis.org/obis/terms/measurementUnitID Let's explore the Darwin Core RDF Guide first…
  • 23. Darwin Core RDF guide and the dwciri: namespace term already have alternatives for some of the new terms minted by the OBIS eMoF. emof = http://rs.iobis.org/obis/terms/ dwciri = http://rs.tdwg.org/dwc/iri/ emof:measurementTypeID = dwciri:measurementType emof:measurementUnitID = dwciri:measurementUnit emof:measurementValueID (no analogue in dwciri - useful addition) see also: dwciri:measurementDeterminedBy dwciri:measurementMethod dwciri:samplingProtocol DwC RDF Guide: http://rs.tdwg.org/dwc/terms/guides/rdf/index.htm#2.9_MeasurementOrFact_instances
  • 24. Linking MoF instances to resources • "Darwin Core does not provide the object properties that would be required to describe precisely how the dwc:MeasurementOrFact instance was related to the dwc:Occurrence instance, the dwc:Organism whose occurrence was recorded, or the dwc:PreservedSpecimen that was collected". • Examples of the DwC RDF Guide use dcterms:relation to link MoF instances to the respective resources. Baskauf et al. 2015, Darwin Core RDF Guide, chapter 2.9
  • 25. DwC RDF Guide MoF example 31 Example 31 - Turtle <http://mczbase.mcz.harvard.edu/guid/MCZ:Mamm:67231> a dwc:Occurrence; dcterms:relation [a dwc:MeasurementOrFact ; dwc:measurementType "tail length" ; dwciri:measurementType <http://purl.obolibrary.org/obo/VT_0002758> ; dwc:measurementValue "25"^^xsd:int ; dwc:measurementUnit "mm" ; dwciri:measurementUnit <http://mimi.case.edu/ontologies/2009/1/UnitsOntology#millimeter> ; dwc:measurementAccuracy "0.5"^^xsd:decimal ; dwc:measurementDeterminedDate "2009-08-22"^^xsd:date ; dwc:measurementDeterminedBy "Ryan B Stephens" ; dwciri:measurementDeterminedBy <http://scholar.google.com/citations?user=RAsUdjoAAAAJ> ; dwc:measurementMethod "unspecified" ; dwciri:measurementMethod <http://purl.obolibrary.org/obo/MMO_0000160> ; dwc:measurementRemarks "Accuracy from significant digits."@en].
  • 27. DwC Resource Relationship Term Name: ResourceRelationship Identifier: http://rs.tdwg.org/dwc/terms/ResourceRelationship Definition: A relationship of one rdfs:Resource (http://www.w3.org/2000/01/rdf-schema#Resource) to another. Comment: Resources can be thought of as identifiable records or instances of classes and may include, but need not be limited to Occurrences, Organisms, MaterialSamples, Events, Locations, GeologicalContexts, Identifications, or Taxa. Example: An instance of an Organism is the mother of another instance of an Organism. For discussion see http://terms.tdwg.org/wiki/dwc:ResourceRelationship ResourceRelationship | resourceRelationshipID | resourceID | relatedResourceID | relationshipOfResource | relationshipAccordingTo | relationshipEstablishedDate | relationshipRemarks
  • 29. Occurrence core MeasurementOrFact Extension 1 Event core Occurrence Extension MeasurementOrFact Extension 1 1 Here: MoF describes only the Occurrences ResourceRela;onship Extension 1 resourceID relatedResourceID measurementID occurrenceID eventID
  • 30. Use case for Resource Rela-onship CORE entity is dwc:Event, measurement is on a dwc:Occurrence organized in a DwCA extension • resourceRelationshipID = "relationship1" • resourceID = "organism1"^^dwc:Occurrence • relatedResourceID = "measurement1" • relationshipOfResource = "measurement_of_occurrence" https://github.com/gbif/rs.gbif.org/pull/13github.com/gbif/rs.gbif.org/pull/13
  • 31. Use case for Resource Relationship CORE entity is dwc:Occurrence, but the measurement is on one of the entities flattened into the simple Darwin Core data record (Organism, Event, Location, Multimedia, MaterialSample, ...) • resourceRelationshipID = "relationship1" • resourceID = "organism1"^^dwc:Organism | "event1"^^dwc:Event | … • relatedResourceID = "measurement1" • relationshipOfResource = "measurement_of_organism/event ..."
  • 32. Use case for Resource Relationship CORE en5ty is dwc:Event (measurement event, not the collec5ng event), measurement is on a dwc:Occurrence published in another dataset resourceRela5onshipID• = "rela5onship1" | hGp:urn:uuid:UUID^^resourceRela5onship resourceID• = "hGp:urn:uuid:UUID"^^dwc:Occurrence relatedResourceID• = hGp:urn:uuid:UUID^^dwc:MeasurementOrFact rela5onshipOfResource• = "measurement_of_occurrence_in_another_dataset"
  • 33. Proposing a new use case: Measurement events as dwc:Event Experiments with living specimens at a location and date that is different from the collecting event.
  • 34. Collec&ng expedi&ons Genebank, collections Field/lab experiments Seeds from collecting trip expeditions are deposited in genebank collections. Living seeds from genebank collections are used for field or laboratory experiments.
  • 35. Germplasm material flow Material samples from many different collec5ng• missions are deposited in different genebanks. Material from public genebanks are included in• other genebank collec5ons (and breeders collec5ons). Material from different genebanks (and thus• many different collec5ng events) are included in each field trial experiment. Collec5ng Event• ≠ Measurement Event (MoF)
  • 38. Event (json-ld) { "@context": { "dc": "http://purl.org/dc/elements/1.1/", "dct": "http://purl.org/dc/terms/", "dwc": "http://rs.tdwg.org/dwc/terms/", ”dwciri”: “http://rs.tdwg.org/dwc/iri/” }, "@id": "http://purl.org/gbifnorway/id/00b798d1-09cf-4571-b56a- 06455b5de271", "dc:title": null, "dwc:country": "Norway", "dwc:decimalLatitude": "60.10436984451321", "dwc:decimalLongitude": "10.58985049035342", "dwc:eventDate": "2013", "dwc:eventID": "urn:uuid:00b798d1-09cf-4571-b56a-06455b5de271", "dct:identifier": "urn:uuid:00b798d1-09cf-4571-b56a-06455b5de271", "dwc:locality": "Lu00f8venskiold", "dwc:modified": "2016-10-27", "dc:type": "event", "dct:type": "http://rs.tdwg.org/dwc/terms/Event" } Work in progress
  • 39. Occurrence (n3/turtle) @prefix dc: <http://purl.org/dc/elements/1.1/> . @prefix dct: <http://purl.org/dc/terms/> . @prefix dwc: <http://rs.tdwg.org/dwc/terms/> . @prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> . @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix xml: <http://www.w3.org/XML/1998/namespace> . @prefix xsd: <http://www.w3.org/2001/XMLSchema#> . <http://purl.org/gbifnorway/id/58c84deb-4d82-46e3-a109-527b2bac3d69> dc:title "Trametes ochracea" ; dwc:basisOfRecord "HumanObservation" ; dwc:country "Norway" ; dwc:decimalLatitude "59.844384257503066" ; dwc:decimalLongitude "11.0004002990336" ; dwc:eventID "urn:uuid:e59955e3-e8a6-4a96-9c63-7bc14e0bcc19" ; dct:relation "urn:uuid:e59955e3-e8a6-4a96-9c63-7bc14e0bcc19" ; dwc:individualCount "1" ; dwc:locality "Losby" ; dwc:modified "2016-10-27" ; dwc:occurrenceID "urn:uuid:58c84deb-4d82-46e3-a109-527b2bac3d69" ; dct:identifier “urn:uuid:58c84deb-4d82-46e3-a109-527b2bac3d69” ; dwc:recordedBy "Egil Bendiksen and Rannveig M. Jacobsen" ; dwc:scientificName "Trametes ochracea" ; dc:type "occurrence” ; dct:type “http://rs.tdwg.org/dwc/terms/Occurrence” . Work in progress
  • 40. MeasurementOrFact (rdf) <?xml version="1.0" encoding="UTF-8"?> <rdf:RDF xmlns:dwc="http://rs.tdwg.org/dwc/terms/" xmlns:dc=“http://purl.org/dc/elements/1.1/ xmlns:dct=“http://purl.org/dc/terms/” xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" > <rdf:Description rdf:about="http://purl.org/gbifnorway/id/5b0cd1c4- cf9e-4fbb-a995-f2b959d69f6c"> <dc:type>measurement</dc:type> <dct:type>http://rs.tdwg.org/dwc/terms/MeasurementOrFact</dct:type> <dwc:measurementType>Weight</dwc:measurementType> <dwc:measurementValue>25.0</dwc:measurementValue> <dwc:measurementUnit>gram</dwc:measurementUnit> <dwc:measurementID>urn:uuid:5b0cd1c4-cf9e-4fbb-a995- f2b959d69f6c</dwc:measurementID> <dct:identifier>urn:uuid:5b0cd1c4-cf9e-4fbb-a995- f2b959d69f6c</dct:identifier> <dwc:occurrenceID>urn:uuid:3686b360-62a3-41e9-85c3- 5b7bfbc57bed</dwc:occurrenceID> <dct:relation>https:purl.org/gbifnorway/id73686b360-62a3-41e9-85c3- 5b7bfbc57bed</dct:relation> </rdf:Description> </rdf:RDF> Work in progress
  • 41. 01001000 01101001 00100001 Slides available at https://bit.ly/gbifEu2018_new_datatypes