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Andrea Volpini
@cyberandy
@STI2 - STI-Innsbruck, Austria
17th February 2015
Digital travelling: interweaving web storytelling and open
data publishing
This fine event is hosted
by:
@sti2 - #sti-innsbruck
This workshop is about:
#travel
#webstorytelling
@wordliftit
#semanticweb
Hello, I am:
@cyberandy
UNTITLED - MARK ROTHKO
“Stories are important
cognitive events, for they
encapsulate, into one
compact package
information, knowledge,
context and emotions”
Don Norman
Tian Shu by Chinese artist Xu Bing
Stories are important
cognitive events, for they
encapsulate, into one
compact package
information, knowledge,
context and emotions
Don Norman
https://flic.kr/p/4J8PR2
Travellers agree that they turn to the web early on
in the travel process.
65% 69%
Leisure Business
data: Google Travel Study, June 2014, Ipsos MediaCT
…reality is that
the path to purchase is still extremely complex.
Yes. We have data.
data; IDC I V I E W, 2012
• From 2005 to 2020, the digital universe will
grow in size by a factor of 300, from 30
exabytes to 40 trillion gigabyte (40 ZB).

• From now until 2020, the digital universe will
about double every two years.

• Volumes of data are projected to reach 5.247
GB per person.
• Only 0.5% of this data is used today for
analysis. 

• The amount of information individuals create
themselves - writing documents, taking
pictures, recording audio - is far less than the
information being created about them in the
digital universe.
Travel booking and shopping process in most
cases begins with an online search.
57%
Leisure
64%
Business
Destinations. Price-related terms. Brands. Activity-related terms
data: Google Travel Study, June 2014, Ipsos MediaCT
First things we type in Google when planning a trip.
data: Google Travel Study, June 2014, Ipsos MediaCT
Why
Stories are so
important?
http://commons.wikimedia.org/wiki/File:Eastern_Story_Teller_%281878%29_-_TIMEA.jpg
Stories help us deliver information in a deep and
meaningful way.
Science has proved that
character-driven stories do
consistently cause oxytocin
synthesis.
Oxytocin motives cooperation with
others.
Why your brain loves good storytelling - Paul J. Zak (Harvard Business Review)
It’s no surprise we haven’t changed much the
way we craft our stories.
People are attracted to
stories as we’re
social creatures and we
relate to other people.
We’ve been communicating with
stories in the last 20,000 years when
our flat screen was a cave wall!
BEGINNING CRISIS CLIMAX REVERSAL END
The Irresistible Power of Storytelling as a Strategic Business Tool - Harrison Monarth (Harvard Business Review)
How do we create
engaging stories for
the Web?
Billy Meinke - https://www.flickr.com/photos/67338640@N04/15106864024/
New Brain
The new brain is where language is interpreted -
it is the most recent layer and takes into account
culture and tradition
How do we communicate?
The mid brain is
impulsive and it's
where emotions are
processed
What drives us?
Susan Weinschenk - Neuro Web Design: What Makes Them Click?
The old brain is
instinctual and
concerned with our
survival
What is safe?
Old Brain
Mid Brain
Online experiences that “speak” to all three
brains (old brain, mid brain and new brain) are
the most effective.
Most behaviour and decision-making isn’t conscious.
When we engage all three brains users magically click!
When crafting a successful story for the web
we shall always consider three layers:
CONTENT
VISUAL
USER EXPERIENCESketches by Insideout.Today for Beats
by Demand (5FM South Afica)
“Websites are
digital game books”
Denise R. Jacobs
NON-LINEARITY is a FACT.
CONTENT COHERENCE
means creating meaningful
connections between pieces of
information.
To craft our digital game books we
shall connect things and add a context.
WHO WHEN WHERE WHAT WHY
What will I remember three days from now?
Innsbruck
It is called PSE = Pictorial Superiority Effect
Combining words with images = 6X better information retention!
Innsbruck
WORD PICTURE WORD + PICTURE
10% 35% 65%
A team of innovators led by @reinhardlanner (SalzburgerLand
Tourismus - SLT) have decided to bring digital storytelling for
travellers a step forward by implementing a data driven content
syndication platform to link premium contents with actionable
data (events, booking, facilities, …).
Let’s move now to one of the most affluent
(and gorgeous) regions in Europe for
travellers around the World: Land Salzburg.
CONTENT ANALYSIS
LINKED DATA PUBLISHING
1
3
Linked Data Cloud
Technology Stack
Text
Legacy Data
Audio/Images
(under development)
CONTENT DISCOVERY2
• Enterprise
Linked Data
• Content
Enhancement
• Semantic Search
Natural Language
Processing
We use it everyday.
[J U RAFSKY & MARTIN, 2008]
a theoretically motivated range of
computational techniques for
analysing naturally occurring
text/speech for the purpose of
achieving human-like language
processing.
Features extraction in text/speech.
Levels of knowledge encoding in language data.
INPUT
Morphologic
Syntactic
Semantic
FEATURES
NLP
{
Parser
Lexical DB
Stemming
AnaphoraPos Tagging
NER
TEXT
NLP
FEATURES
WISDOM
Making sense of unstructured data with Redlink.
STRUCTURED
DATA
CONTEXT
Combining Semantic Web technologies with NLP technologies.
KNOWLEDGE
{
Semantic Lifting
A semantic plugin for
WordLift brings the power of Artificial
Intelligence to Web Publishers, turning editorial
contents into actionable knowledge.
The Open Linked Data Strategy
of SalzburgerLand Tourismus
•Liberating legacy data and combine it with
external datasets (GeoNames, Foursquare,
TripAdvisor, …)
•Building an Enterprise Knowledge Graph (EKG)
and making it accessible to everyone as linked open
data
•Implementing automatic interlinking and dynamic
semantic publishing with WordLift
•Adding schema.org markup for events using
JSON-LD
• Drive business by increasing online visibility and
interlinking the booking system
The Enterprise Knowledge
Graph (EKG) of SalzburgerLand
Tourismus
•More than 8.000 events constantly
updated
•700 geographical places
•More than 7.000 local business
(hundreds linked to Foursquare and
TripAdvisor):
•1.700 restaurants
•5.000 accommodations
•More than 7.000 entries (events,
accommodations, businesses) with
geographic coordinates
•2.267.332 facts (triples)…growing
DATA.SALZBURGERLAND.COM
Pre-configured queries guide developers in getting the
information they need.
i.e. “How many accommodations are in Saalfelden?”
http://data.salzburgerland.com/dataset/accomodations/resource/47d29ca8-
ea29-491e-9c6f-b0a7341339bf
Data in the EKG
can be consumed
from a SPARQL End-point
http://dev.redlink.io/api/1.0-BETA/#linked-data
How does Saalfelden look in the SLT EKG?
Visualise Saalfelden with LodLive
Using WordLift SLT can now
organise their stories and
premium contents using
entities and relationships in
the knowledge graph.
Editorial Content
(storytelling)
Using dynamic semantic publishing
to remix content and create business value.
Event
Restaurant
Booking
• Pages for events, restaurant and facilities are rendered
dynamically by WordLift using data stored in the EKG.
• Interlinking is semi-automatic and uses the annotations
provided via content analysis API (NLP) of Redlink.
• Dynamic widgets like the timeline keeps pages up-to-date with
latest information from the EKG.
• Automatic interlinking creates meaningful connections (content
coherence) and drives traffic to the booking system.
All dynamic pages include schema.org markup.
Events are marked up using JSON-LD to intercept
conversational queries from Google and boost rankings.
(i.e. “what is going on today in Deisenberger?”)
Jukebox: a linked data mobile application.
A mobile web app prototype has
been also developed on top of
WordPress to keep travellers up to
date with recents events in
SalzburgerLand.
The app consumes events data
coming from the SPARQL End-point.
As content and data can now be easily
combined it is all about crafting
stories!
Hartwig HKD - "Question vanishing" on Flickr
When presenting the SLT Knowledge Graph project I
received all sort of different questions. Here are the ones I
like the most (1/2).
• How can you measure the success of this project?
We’re looking at the following targets (and metrics): reducing efforts (and costs) for content editing, creation
and syndication, increase of direct bookings, increase engagement across all digital properties (+ time
spent, + page views per session, …), qualified search visibility (search phrases, …), better in-destination
services for mobile users.
• Who is currently using SLT data?
The data is a key asset for SLT’s digital strategy for the next 5 years: we expect SLT to re-use its data in the
first place. Concrete interest has been shown by different startups in the travel industry at both local and
global level. Data is also being used in research projects.
• Can a schema.org annotation service be comparable with running
an enterprise knowledge graph?
No. As seen in the Saalfelden example the data in the KG has been interlinked with other datasets and this
enables us to make complex queries over all kind of information. The result of these queries can help us
create meaningful connections among our websites and it is transferred to search engines using the
schema.org vocabulary.
Hartwig HKD - "Question vanishing" on Flickr
When presenting the SLT Knowledge Graph project I
received all sort of different questions. Here are the ones I
like the most (2/2).
• How is Redlink/WordLift unique in this sector?
Redlink is at the same time the linked data warehouse for the enterprise knowledge graph and the content
analysis API (NLP) that re-uses the information in the graph for named entity extraction. WordLift enables
read/write access to the graph, annotates contents and links premium editorial content with business
processes such as bookings, event listing and more using dynamic widgets.
• Why in the tourist industry share data as open data is important?
When looking at what data is flowing between an organisation and other groups in tourism the potentials
are enormous (just think of the growing business of online flight booking that became possible when real-
time, worldwide flight status was finally made available). Open data supports different business models that
can be used for generating economical value (open doesn’t necessarily mean free). More info from ODI.
• Can a single operator (an Hotel for example) share its own data as
linked data?
Creating an enterprise knowledge graph only makes sense when we begin integrating different data silos as
the integration costs lower and the possibilities increase. A single operator shall work with organisations like
SLT to becomes an ‘entity’ in the Linked Data cloud. Much like we’ve been creating our own web pages on
social networks we shall now curate our data in data hubs like data.salzburgerland.com.
JOIN.WORDLIFT.IT
Share this deck!
“[SLIDES] what makes us click: the importance
of web storytelling for digital tourism
#opendata #semtech via @cyberandy”

Lclick to share it on Twitter!
redlink.co wordlift.it insideout.io

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Digital Storytelling with Open Data and Knowledge Graph

  • 1. Andrea Volpini @cyberandy @STI2 - STI-Innsbruck, Austria 17th February 2015 Digital travelling: interweaving web storytelling and open data publishing
  • 2. This fine event is hosted by: @sti2 - #sti-innsbruck This workshop is about: #travel #webstorytelling @wordliftit #semanticweb Hello, I am: @cyberandy UNTITLED - MARK ROTHKO
  • 3. “Stories are important cognitive events, for they encapsulate, into one compact package information, knowledge, context and emotions” Don Norman Tian Shu by Chinese artist Xu Bing
  • 4. Stories are important cognitive events, for they encapsulate, into one compact package information, knowledge, context and emotions Don Norman https://flic.kr/p/4J8PR2 Travellers agree that they turn to the web early on in the travel process. 65% 69% Leisure Business data: Google Travel Study, June 2014, Ipsos MediaCT …reality is that the path to purchase is still extremely complex.
  • 5. Yes. We have data. data; IDC I V I E W, 2012 • From 2005 to 2020, the digital universe will grow in size by a factor of 300, from 30 exabytes to 40 trillion gigabyte (40 ZB). • From now until 2020, the digital universe will about double every two years. • Volumes of data are projected to reach 5.247 GB per person. • Only 0.5% of this data is used today for analysis. • The amount of information individuals create themselves - writing documents, taking pictures, recording audio - is far less than the information being created about them in the digital universe.
  • 6. Travel booking and shopping process in most cases begins with an online search. 57% Leisure 64% Business Destinations. Price-related terms. Brands. Activity-related terms data: Google Travel Study, June 2014, Ipsos MediaCT
  • 7. First things we type in Google when planning a trip. data: Google Travel Study, June 2014, Ipsos MediaCT
  • 9. Stories help us deliver information in a deep and meaningful way. Science has proved that character-driven stories do consistently cause oxytocin synthesis. Oxytocin motives cooperation with others. Why your brain loves good storytelling - Paul J. Zak (Harvard Business Review)
  • 10. It’s no surprise we haven’t changed much the way we craft our stories. People are attracted to stories as we’re social creatures and we relate to other people. We’ve been communicating with stories in the last 20,000 years when our flat screen was a cave wall! BEGINNING CRISIS CLIMAX REVERSAL END The Irresistible Power of Storytelling as a Strategic Business Tool - Harrison Monarth (Harvard Business Review)
  • 11. How do we create engaging stories for the Web? Billy Meinke - https://www.flickr.com/photos/67338640@N04/15106864024/
  • 12. New Brain The new brain is where language is interpreted - it is the most recent layer and takes into account culture and tradition How do we communicate? The mid brain is impulsive and it's where emotions are processed What drives us? Susan Weinschenk - Neuro Web Design: What Makes Them Click? The old brain is instinctual and concerned with our survival What is safe? Old Brain Mid Brain
  • 13. Online experiences that “speak” to all three brains (old brain, mid brain and new brain) are the most effective. Most behaviour and decision-making isn’t conscious. When we engage all three brains users magically click!
  • 14. When crafting a successful story for the web we shall always consider three layers: CONTENT VISUAL USER EXPERIENCESketches by Insideout.Today for Beats by Demand (5FM South Afica)
  • 15. “Websites are digital game books” Denise R. Jacobs NON-LINEARITY is a FACT. CONTENT COHERENCE means creating meaningful connections between pieces of information. To craft our digital game books we shall connect things and add a context. WHO WHEN WHERE WHAT WHY
  • 16. What will I remember three days from now? Innsbruck It is called PSE = Pictorial Superiority Effect Combining words with images = 6X better information retention! Innsbruck WORD PICTURE WORD + PICTURE 10% 35% 65%
  • 17. A team of innovators led by @reinhardlanner (SalzburgerLand Tourismus - SLT) have decided to bring digital storytelling for travellers a step forward by implementing a data driven content syndication platform to link premium contents with actionable data (events, booking, facilities, …). Let’s move now to one of the most affluent (and gorgeous) regions in Europe for travellers around the World: Land Salzburg.
  • 18. CONTENT ANALYSIS LINKED DATA PUBLISHING 1 3 Linked Data Cloud Technology Stack Text Legacy Data Audio/Images (under development) CONTENT DISCOVERY2 • Enterprise Linked Data • Content Enhancement • Semantic Search
  • 19. Natural Language Processing We use it everyday. [J U RAFSKY & MARTIN, 2008] a theoretically motivated range of computational techniques for analysing naturally occurring text/speech for the purpose of achieving human-like language processing.
  • 20. Features extraction in text/speech. Levels of knowledge encoding in language data. INPUT Morphologic Syntactic Semantic FEATURES NLP { Parser Lexical DB Stemming AnaphoraPos Tagging NER
  • 21. TEXT NLP FEATURES WISDOM Making sense of unstructured data with Redlink. STRUCTURED DATA CONTEXT Combining Semantic Web technologies with NLP technologies. KNOWLEDGE { Semantic Lifting
  • 22. A semantic plugin for WordLift brings the power of Artificial Intelligence to Web Publishers, turning editorial contents into actionable knowledge.
  • 23. The Open Linked Data Strategy of SalzburgerLand Tourismus •Liberating legacy data and combine it with external datasets (GeoNames, Foursquare, TripAdvisor, …) •Building an Enterprise Knowledge Graph (EKG) and making it accessible to everyone as linked open data •Implementing automatic interlinking and dynamic semantic publishing with WordLift •Adding schema.org markup for events using JSON-LD • Drive business by increasing online visibility and interlinking the booking system
  • 24. The Enterprise Knowledge Graph (EKG) of SalzburgerLand Tourismus •More than 8.000 events constantly updated •700 geographical places •More than 7.000 local business (hundreds linked to Foursquare and TripAdvisor): •1.700 restaurants •5.000 accommodations •More than 7.000 entries (events, accommodations, businesses) with geographic coordinates •2.267.332 facts (triples)…growing
  • 25. DATA.SALZBURGERLAND.COM Pre-configured queries guide developers in getting the information they need. i.e. “How many accommodations are in Saalfelden?” http://data.salzburgerland.com/dataset/accomodations/resource/47d29ca8- ea29-491e-9c6f-b0a7341339bf Data in the EKG can be consumed from a SPARQL End-point http://dev.redlink.io/api/1.0-BETA/#linked-data
  • 26. How does Saalfelden look in the SLT EKG? Visualise Saalfelden with LodLive Using WordLift SLT can now organise their stories and premium contents using entities and relationships in the knowledge graph.
  • 27. Editorial Content (storytelling) Using dynamic semantic publishing to remix content and create business value. Event Restaurant Booking • Pages for events, restaurant and facilities are rendered dynamically by WordLift using data stored in the EKG. • Interlinking is semi-automatic and uses the annotations provided via content analysis API (NLP) of Redlink. • Dynamic widgets like the timeline keeps pages up-to-date with latest information from the EKG. • Automatic interlinking creates meaningful connections (content coherence) and drives traffic to the booking system.
  • 28. All dynamic pages include schema.org markup. Events are marked up using JSON-LD to intercept conversational queries from Google and boost rankings. (i.e. “what is going on today in Deisenberger?”)
  • 29. Jukebox: a linked data mobile application. A mobile web app prototype has been also developed on top of WordPress to keep travellers up to date with recents events in SalzburgerLand. The app consumes events data coming from the SPARQL End-point. As content and data can now be easily combined it is all about crafting stories!
  • 30. Hartwig HKD - "Question vanishing" on Flickr When presenting the SLT Knowledge Graph project I received all sort of different questions. Here are the ones I like the most (1/2). • How can you measure the success of this project? We’re looking at the following targets (and metrics): reducing efforts (and costs) for content editing, creation and syndication, increase of direct bookings, increase engagement across all digital properties (+ time spent, + page views per session, …), qualified search visibility (search phrases, …), better in-destination services for mobile users. • Who is currently using SLT data? The data is a key asset for SLT’s digital strategy for the next 5 years: we expect SLT to re-use its data in the first place. Concrete interest has been shown by different startups in the travel industry at both local and global level. Data is also being used in research projects. • Can a schema.org annotation service be comparable with running an enterprise knowledge graph? No. As seen in the Saalfelden example the data in the KG has been interlinked with other datasets and this enables us to make complex queries over all kind of information. The result of these queries can help us create meaningful connections among our websites and it is transferred to search engines using the schema.org vocabulary.
  • 31. Hartwig HKD - "Question vanishing" on Flickr When presenting the SLT Knowledge Graph project I received all sort of different questions. Here are the ones I like the most (2/2). • How is Redlink/WordLift unique in this sector? Redlink is at the same time the linked data warehouse for the enterprise knowledge graph and the content analysis API (NLP) that re-uses the information in the graph for named entity extraction. WordLift enables read/write access to the graph, annotates contents and links premium editorial content with business processes such as bookings, event listing and more using dynamic widgets. • Why in the tourist industry share data as open data is important? When looking at what data is flowing between an organisation and other groups in tourism the potentials are enormous (just think of the growing business of online flight booking that became possible when real- time, worldwide flight status was finally made available). Open data supports different business models that can be used for generating economical value (open doesn’t necessarily mean free). More info from ODI. • Can a single operator (an Hotel for example) share its own data as linked data? Creating an enterprise knowledge graph only makes sense when we begin integrating different data silos as the integration costs lower and the possibilities increase. A single operator shall work with organisations like SLT to becomes an ‘entity’ in the Linked Data cloud. Much like we’ve been creating our own web pages on social networks we shall now curate our data in data hubs like data.salzburgerland.com.
  • 32. JOIN.WORDLIFT.IT Share this deck! “[SLIDES] what makes us click: the importance of web storytelling for digital tourism #opendata #semtech via @cyberandy” Lclick to share it on Twitter! redlink.co wordlift.it insideout.io