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ExtendYourReach.
Linking Open Government
Data at Scale
YOW! 2016 Conference
Melbourne December 1-2 ~ Brisbane December 5-6
Sydney December 8-9
Bernadette Hyland
CEO & co-founder
3 Round Stones, Inc.
@BernHyland
bhyland@3RoundStones.com
@BernHyland
@BernHyland
Some data is
expensive to
collect …
@BernHyland
@BernHyland
Data on the Web today
@BernHyland
Lack of Context
credit: http://mhausenblas.info
Required Context
credit: http://mhausenblas.info
Linked data is
intentionally for reuse
Refers to a set of best practices for publishing and
interlinking data for access by both humans and
machines.
The RDF family of syntaxes (e.g., JSON-LD, N3, Turtle)
and HTTP URIs.
Linked Data
@BernHyland
Linked Data can be published by a person
or organization behind the firewall or on the
public Web.
Linked Data published on the public Web is
generally called Linked Open Data.
- W3C Linked Data Glossary
@BernHyland
Something
Something
else
a relationship
@BernHyland
UQ Universityis a
@BernHyland
UQ
The University of
Queensland
label
Universityis a
Group of 8
affiliation
@BernHyland
UQ
The University of
Queensland
label
affiliation
Group of 8
34228
number of undergraduate students
48771
number of students
@BernHyland
credit: http://json-ld.org/
credit: https://callimachusproject.org
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
# G8 universities ordered by the number of students
# at each university.
PREFIX dbo:<http://dbpedia.org/ontology/>
select ?name ?students ?undergrads
where {
?s dbo:affiliation <http://dbpedia.org/resource/
Group_of_Eight_(Australian_universities)> .
?s rdfs:label ?name .
OPTIONAL {?s dbo:numberOfStudents ?students}
OPTIONAL {?s dbo:numberOfUndergraduateStudents ?
undergrads}
FILTER ( lang(?name) = "en" )
} ORDER BY DESC (?students)
@BernHyland
@BernHyland
my data
collector
collected by
measurement
Michael
first name
Hausenblaslast name
Person
a
a measurement
2011-01-01
date
0
value
units of measure
degrees
Centigrade
...
Galway Airport
collected at
or
Linked Data on the Web
@BernHyland
“Linked Data was part of my initial vision for the
Web and is an important part of the Web’s
future. The Web took off as a web of hyperlinked
documents which were exciting to read, but
which could not be effectively used as data.
“Linked Data was part of my initial vision for the Web
and is an important part of the Web’s future.The Web
took off as a web of hyperlinked documents which
were exciting to read, but which could not be
effectively used as data.”
- Tim Berners-Lee
“Linked Data was part of my initial vision for the
Web and is an important part of the Web’s
future. The Web took off as a web of hyperlinked
documents which were exciting to read, but
which could not be effectively used as data.
The Semantic Web morphed when it hit
the marketplace
Governments & NGOs
publishing & consuming Linked Data
07 Nov 2007
10 Nov 2007
28 Feb 2008
31 Mar 2008
18 Sep 2008
05 Mar 2009
27 Mar 2009
14 Jul 2009
22 Sep 2009
22 Sep 2010
• Widens EPA’s audience (justifies relevance), for
research, environmental justice
• More cost-effective than relational backed web
portals
• Used for scientific R&D, green chemistry, ++
• Increased transparency
https://opendata.epa.gov
@BernHyland
7 Steps to Publish Linked Data
Source: W3C Best Practices for Publishing Linked Data, see https://www.w3.org/TR/ld-bp/
Step #1 - Identify
Identify the dataset(s) to be modeled
• Request a copy of the logical and physical model of the
database(s)
• Obtain data extracts (i.e., databases and/or
spreadsheets) or create data in a way that can be
replicated.
@BernHyland
Step #2 - Model Data
Model data without context to allow for reuse and
easier merging of data sets
• Traditional DBAs organize data for specified
Web services or applications
• In Linked Data, application logic does not drive
the data schema, concepts, etc
@BernHyland
Step #2 - Modeling (cont)
Look for real world objects of interest (e.g., people, places,
things, locations, etc.) and model them.
• Investigate how others are already modeling similar or
related data.
• Look for duplication & normalize the data
• Use common sense to decide whether or not to make
link
@BernHyland
• Connect data from different sources & authoritative
vocabularies
• Use URIs as names for your objects
• Put aside immediate needs of any application
• Don’t think about how an application will use your data
• Do think about time and how the data will change over
time.
Step #2 - Modeling (cont)
@BernHyland
Identifiers are at the heart of how things
become useful as linked data.
We use the same mechanism for connecting
data as the Web — the humble HTTP URI
The Web is formed by HTTP URIs that are
essentially connections linking pieces of
information together.
Step #3 & 4
Name & Describe
@BernHyland
5. Write a script or process to convert the data set
repeatedly
6. Publish to the Web and announce it!
7. Maintenance strategy
Steps #5, 6 & 7
Convert, Publish & Maintain
@BernHyland
Take an iterative approach
1. Review of modeling decisions
2. Review vocabularies chosen and developed
3. Modify/update data conversion scripts
4. Do a maintenance walk-through with real use cases
5. Show how to explore data with SPARQL and
visualizations
6. Discuss a persistent identifier strategy (think PURLs)
@BernHyland
@BernHyland
@BernHyland
Technical DNA of EPA
Linked Data Services
• Built on Open Source Software
• Provides downloadable Linked Open Data (RDF,
JSON-LD)
• Developer guide includes RESTful API, persistent
URLs strategy
• Sample apps on GitHub (https://github.com/
USEPA)
@BernHyland
Power of LOD
Combining data sets
in a day with Linked Open
Data from DBpedia &
EPA.
Next the EPA wanted
more chemical data
linked to their data…
@BernHyland
Specialist knowledge as Linked Open Data
@BernHyland
PubChem, the world’s
largest open molecular
database
Used by healthcare /
life sciences industry
worldwide - all Linked
Open Data
@BernHyland
Use of shared
vocabularies, including
SKOS, RDFS, OWL.
Other key vocabularies
include Dublin Core,
Geo, FOAF, ORG, Vcard
are the “lingua franca” of
data interoperability
https://opendata.epa.gov
@BernHyland
Public
Application, Script or automated client
Web Browser
SPARQL endpointREST APIResource URIs
Linked Data management system
located at a Tier 1 Cloud Provider
(FISMA compliant)
RDF Database
Registered developer
@BernHyland
• A worldwide system of linked information systems
• Global addressing scheme for data integration that scales to the
Web
• Nearly immediate data integration to billions of facts
Linked Data is a gift …
@BernHyland
http://LinkedDataDeveloper.com
@BernHyland
http://www.oreilly.com/data/free/
files/the-global-impact-of-open-
data.pdf
@BernHyland
How do I get started?
https://www.w3.org/TR/ld-bp/
https://www.w3.org/2012/ldp/charter
Enterprise data interoperability
Use your super powers
for good!
@WhoGiveACrapTP
http://w3id.org/people/bernhyland/
presentations
Twitter: @BernHyland
Email. bhyland@3roundstones.com

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Linking Open Government Data at Scale

  • 1. ExtendYourReach. Linking Open Government Data at Scale YOW! 2016 Conference Melbourne December 1-2 ~ Brisbane December 5-6 Sydney December 8-9 Bernadette Hyland CEO & co-founder 3 Round Stones, Inc. @BernHyland bhyland@3RoundStones.com
  • 4. Some data is expensive to collect … @BernHyland
  • 6. Data on the Web today @BernHyland
  • 7. Lack of Context credit: http://mhausenblas.info
  • 10. Refers to a set of best practices for publishing and interlinking data for access by both humans and machines. The RDF family of syntaxes (e.g., JSON-LD, N3, Turtle) and HTTP URIs. Linked Data @BernHyland
  • 11. Linked Data can be published by a person or organization behind the firewall or on the public Web. Linked Data published on the public Web is generally called Linked Open Data. - W3C Linked Data Glossary @BernHyland
  • 14. UQ The University of Queensland label Universityis a Group of 8 affiliation @BernHyland
  • 15. UQ The University of Queensland label affiliation Group of 8 34228 number of undergraduate students 48771 number of students @BernHyland
  • 18. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 19. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 20. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 21. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 22. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 23. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 24. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 25. # G8 universities ordered by the number of students # at each university. PREFIX dbo:<http://dbpedia.org/ontology/> select ?name ?students ?undergrads where { ?s dbo:affiliation <http://dbpedia.org/resource/ Group_of_Eight_(Australian_universities)> . ?s rdfs:label ?name . OPTIONAL {?s dbo:numberOfStudents ?students} OPTIONAL {?s dbo:numberOfUndergraduateStudents ? undergrads} FILTER ( lang(?name) = "en" ) } ORDER BY DESC (?students) @BernHyland
  • 27. my data collector collected by measurement Michael first name Hausenblaslast name Person a a measurement 2011-01-01 date 0 value units of measure degrees Centigrade ... Galway Airport collected at or Linked Data on the Web @BernHyland
  • 28. “Linked Data was part of my initial vision for the Web and is an important part of the Web’s future. The Web took off as a web of hyperlinked documents which were exciting to read, but which could not be effectively used as data. “Linked Data was part of my initial vision for the Web and is an important part of the Web’s future.The Web took off as a web of hyperlinked documents which were exciting to read, but which could not be effectively used as data.” - Tim Berners-Lee
  • 29. “Linked Data was part of my initial vision for the Web and is an important part of the Web’s future. The Web took off as a web of hyperlinked documents which were exciting to read, but which could not be effectively used as data. The Semantic Web morphed when it hit the marketplace
  • 30.
  • 31. Governments & NGOs publishing & consuming Linked Data
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  • 44. • Widens EPA’s audience (justifies relevance), for research, environmental justice • More cost-effective than relational backed web portals • Used for scientific R&D, green chemistry, ++ • Increased transparency https://opendata.epa.gov @BernHyland
  • 45. 7 Steps to Publish Linked Data Source: W3C Best Practices for Publishing Linked Data, see https://www.w3.org/TR/ld-bp/
  • 46. Step #1 - Identify Identify the dataset(s) to be modeled • Request a copy of the logical and physical model of the database(s) • Obtain data extracts (i.e., databases and/or spreadsheets) or create data in a way that can be replicated. @BernHyland
  • 47. Step #2 - Model Data Model data without context to allow for reuse and easier merging of data sets • Traditional DBAs organize data for specified Web services or applications • In Linked Data, application logic does not drive the data schema, concepts, etc @BernHyland
  • 48. Step #2 - Modeling (cont) Look for real world objects of interest (e.g., people, places, things, locations, etc.) and model them. • Investigate how others are already modeling similar or related data. • Look for duplication & normalize the data • Use common sense to decide whether or not to make link @BernHyland
  • 49. • Connect data from different sources & authoritative vocabularies • Use URIs as names for your objects • Put aside immediate needs of any application • Don’t think about how an application will use your data • Do think about time and how the data will change over time. Step #2 - Modeling (cont) @BernHyland
  • 50. Identifiers are at the heart of how things become useful as linked data. We use the same mechanism for connecting data as the Web — the humble HTTP URI The Web is formed by HTTP URIs that are essentially connections linking pieces of information together. Step #3 & 4 Name & Describe @BernHyland
  • 51. 5. Write a script or process to convert the data set repeatedly 6. Publish to the Web and announce it! 7. Maintenance strategy Steps #5, 6 & 7 Convert, Publish & Maintain @BernHyland
  • 52. Take an iterative approach 1. Review of modeling decisions 2. Review vocabularies chosen and developed 3. Modify/update data conversion scripts 4. Do a maintenance walk-through with real use cases 5. Show how to explore data with SPARQL and visualizations 6. Discuss a persistent identifier strategy (think PURLs) @BernHyland
  • 55. Technical DNA of EPA Linked Data Services • Built on Open Source Software • Provides downloadable Linked Open Data (RDF, JSON-LD) • Developer guide includes RESTful API, persistent URLs strategy • Sample apps on GitHub (https://github.com/ USEPA) @BernHyland
  • 56. Power of LOD Combining data sets in a day with Linked Open Data from DBpedia & EPA. Next the EPA wanted more chemical data linked to their data… @BernHyland
  • 57. Specialist knowledge as Linked Open Data @BernHyland
  • 58. PubChem, the world’s largest open molecular database Used by healthcare / life sciences industry worldwide - all Linked Open Data @BernHyland
  • 59. Use of shared vocabularies, including SKOS, RDFS, OWL. Other key vocabularies include Dublin Core, Geo, FOAF, ORG, Vcard are the “lingua franca” of data interoperability
  • 61. Public Application, Script or automated client Web Browser SPARQL endpointREST APIResource URIs Linked Data management system located at a Tier 1 Cloud Provider (FISMA compliant) RDF Database Registered developer @BernHyland
  • 62. • A worldwide system of linked information systems • Global addressing scheme for data integration that scales to the Web • Nearly immediate data integration to billions of facts Linked Data is a gift … @BernHyland
  • 65. How do I get started? https://www.w3.org/TR/ld-bp/
  • 67. Use your super powers for good! @WhoGiveACrapTP