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Linking Open
                        Government Data

                                      David Wood
                                     14 March 2012
                                    NASA Goddard
                          http://purl.org/net/prototypo/logd

Tuesday, March 20, 12
Tuesday, March 20, 12

Julia Child had a problem. Lack of governmental data standards hampered her work on her
1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British &
American English and French. Even Latin names differed. French and US governments were
working on these problems themselves. The data was in silos.
Tuesday, March 20, 12

Julia Child had a problem. Lack of governmental data standards hampered her work on her
1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British &
American English and French. Even Latin names differed. French and US governments were
working on these problems themselves. The data was in silos.
carrelet@fr


                                  plaice@en_gb               sand dab@en_us
                                                           lemon dab@en_us
                                                           lemon sole@en_us

Tuesday, March 20, 12

Julia Child had a problem. Lack of governmental data standards hampered her work on her
1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British &
American English and French. Even Latin names differed. French and US governments were
working on these problems themselves. The data was in silos.
calimande@fr
                                 limande@fr                                plie@fr


                                                   carrelet@fr


                                  plaice@en_gb               sand dab@en_us
                                                           lemon dab@en_us
                                                           lemon sole@en_us

Tuesday, March 20, 12

Julia Child had a problem. Lack of governmental data standards hampered her work on her
1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British &
American English and French. Even Latin names differed. French and US governments were
working on these problems themselves. The data was in silos.
Silos




                              $ cat foo.txt
                              | grep blah |
                              sort




                         1970s
                        A neat little
                                                1980s           1990s
                                               Client-Server   The Early Web
                          package



Tuesday, March 20, 12

Julia had her problem because her data was separated into silos. The history of computing is
littered with silos.
Silos




                        Email          Databases         Proprietary
                                                         containers

Tuesday, March 20, 12

We make new silos every day. There are lots of ways to make silos.
Universal Client               Ubiquitous,
                                                      reusable applications


                                                         URL
                                                       Curation/
                                                      Proxy/Cache

                        Universal Connection


                                               Web
                          Universal File
                             System




Tuesday, March 20, 12

The Web is very different. Documents and processes can link to each other: Facebook,
twitter, Wordpress, Drupal, even Salesforce and Google Docs can break out of their silos via
hyperlinks.
The Web of Documents
                    • A global network of linked documents
                    • A place where anyone can say
                        anything about anything
                    • A vast collection of human-readable
                        knowledge (and opinion)
                    • Documents are linked, but links are not
                        qualified




Tuesday, March 20, 12
Data Inflation
                                                   Megabyte (MB) = 220
                                                    Gigabyte (GB) = 230
                                           Terabyte (TB) = 240 1,000GB
                                            Petabyte (PB) = 250 1,000TB
                                          Exabyte (EB) = 260 or 1,000PB
                                        Zettabyte (ZB) = 270 or 1,000EB
                                        Yottabyte (YB) = 280 or1,000ZB


Tuesday, March 20, 12

“We are beginning to routinely deal with vast quantities of data and only through a metadata
management strategy can we tackle the quantity of data to look for the nuggets for gold.”
Credit: The Economist, Monstrous Amounts of Data, Feb 27th, 2010 Special Report on Managing Information.
Tuesday, March 20, 12

Our data is still in the dinosaur age. Traditional data is hierarchical, tabular with external
schemas, and so are the systems that support them.
Photo credit: David Wood, 2009
Universal Client              Ubiquitous,
                                                     reusable applications


                                                        URL
                                                      Curation/
                                                     Proxy/Cache
                                                              Logic and
                        Universal Connection                interlinking


                                                 Web
                                               of Data
                             Universal
                             Database




Tuesday, March 20, 12

By using the Web to interlink structured data, we can remove data silos like we removed file
and process silos. We can make the Web into a database - a very large, distributed database
- which will be as different from the RDBMS as early software is from the Web.
The Web of Data
                    • A global network of linked statements
                    • A place where anyone can say
                        anything about anything
                    • A vast collection of machine-readable
                        knowledge (and opinion)
                    • Statements are linked, and links are
                        qualified




Tuesday, March 20, 12
Tuesday, March 20, 12

What does Linked Data look like? This Web page describes the Apollo 11 CSM.
http://nssdc.gsfc.nasa.gov/                                    about   Apollo 11 Command and
                        nmc/spacecraftDisplay.do?
                                                                                                   Service Module
                                id=1969-059A




                                                                                                       name
                                                      NASA - NSSDC - Spacecraft - Details                          Apollo 11 Command and Service Module
                                           title




                                                                                                    launched
                                                              23 November 2009                                                 16 July 1969
                               published




                                    size                                                               mass
                                                                    15702                                                        28801.0




                                a                                                                       a
                                                             Web Page                                                     Spacecraft




Tuesday, March 20, 12

A Linked Data description simply lists all the resources and connects them with arrows
representing properties (or predicates). URIs are assigned to anything that is not a literal
(content shown in ovals, and the predicates).
Spacecraft                    Name                        Mass      Launched     Launch Site

                  1969-018A                    Apollo 9                    26801.0   1969-03-03        1


                  1969-030A                   Mariner 7                     411.8    1969-03-27        1


                  1969-043A                   Apollo 10                    28834.0   1969-05-18        1


                  1969-059A   Apollo 11 Command and Service Module (CSM)   28801.0   1969-07-16        1


                  1969-059C         Apollo 11 Lunar Module / EASEP         15065.0   1969-07-16        1


                  1969-099A   Apollo 12 Command and Service Module (CSM)   28790.0   1969-11-14        1


                  1970-029C          Apollo 13 Lunar Module/ALSEP          15196.0   1970-04-11        1


                  1970-029A   Apollo 13 Command and Service Module (CSM)   28945.0   1970-04-11        1




Tuesday, March 20, 12

This could be represented this way in an RDBMS.
Spacecraft                    Name                        Mass             Launched         Launch Site

                  1969-018A                    Apollo 9                    26801.0          1969-03-03               1


                  1969-030A                   Mariner 7                     411.8           1969-03-27               1


                  1969-043A                   Apollo 10                    28834.0          1969-05-18               1
                                                                     ID                         Name
                  1969-059A   Apollo 11 Command and Service Module (CSM)   28801.0          1969-07-16               1
                                                                     1               Cape Canaveral, United States
                  1969-059C         Apollo 11 Lunar Module / EASEP         15065.0          1969-07-16               1
                                                                     2       Tyuratam (Baikonur Cosmodrome), U.S.S.R
                  1969-099A   Apollo 12 Command and Service Module (CSM)   28790.0          1969-11-14               1
                                                                     3               Xichang Space Launch Center
                  1970-029C          Apollo 13 Lunar Module/ALSEP          15196.0          1970-04-11               1


                  1970-029A   Apollo 13 Command and Service Module (CSM)   28945.0          1970-04-11               1




Tuesday, March 20, 12

... but you would need another table for the launch sites.
Apollo 11 Command and                              launchsite
                                                                                        Cape Canaveral
                            Service Module




                                  name                                                        name
                                            Apollo 11 Command and Service Module                         Cape Canaveral, United States




                              launched
                                                        16 July 1969


                          mass



                                                          28801.0




                              a
                                                   Spacecraft




Tuesday, March 20, 12

With Linked Data, we just add another relationship.
Resource


                        Apollo 11 Command and                              launchsite
                                                                                                  Cape Canaveral
                            Service Module




                                  name                                                                  name
                                            Apollo 11 Command and Service Module                                   Cape Canaveral, United States




                              launched
                                                        16 July 1969

                                                                                        Literal
                          mass            Predicate

                                                          28801.0




                              a
                                                   Spacecraft




Tuesday, March 20, 12

With Linked Data, we just add another relationship.
Statement or Triple

       Subject                         Predicate              Object

               Apollo 11 Command and     launchsite                          name     Cape Canaveral,
                                                         Cape Canaveral
                   Service Module                                                      United States




                                                      Subject             Predicate         Object

                                                                  Statement or Triple



Tuesday, March 20, 12

In this way, we create a (potentially large and maybe distributed!) graph out of “triples”, or
RDF statements.
Tuesday, March 20, 12

Mallard Web page, BBC
Data comes from DBpedia, WWF and other Linked Data sites. BBC curates data on the Web to ensure data quality.
This is a fundamentally new business model for corporate data (and an indication of how far the EU/UK are in front of
the US in this nascent market).
Tuesday, March 20, 12

Each HTML page is paired with a machine-readable data representation.
We’ve Seen This Before




Tuesday, March 20, 12

Like HTML and RDF, credit cards have a human-readable side and a machine-readable side.
Tuesday, March 20, 12

Linked Data may be rapidly repurposed, displayed in different ways for a variety of uses.
Challenge: What can you do by combining data?
Tuesday, March 20, 12

Some Linked Data is public. The Linked Open Data project consists of free and open data on
the Web that has been interlinked together. Volunteers interlinked data that was already
freely available.
May 2007
Tuesday, March 20, 12

October 2007
Tuesday, March 20, 12

February 2008
Tuesday, March 20, 12

March 2009
Tuesday, March 20, 12

September 2010
Tuesday, March 20, 12

September 2011: 295 datasets that meet the LOD Cloud criteria, consisting of over 31 billion
RDF triples and are interlinked by around 504 million links.
Tuesday, March 20, 12

Why Open Government Data? Because everyone wants to be someone’s hero. Politicians, civil
servants, military officers, Facebook users, Twitter users... Opening our data allows others to
use it - and give us credit.
Official Government Data in 2012




Tuesday, March 20, 12

Open government data sites in 2011: 30 countriess (15%).
Source: http://www.data.gov/opendatasites
However, there are a variety of formats, little in the way of standards adoption.
...Adding in Third-Party Publishers




Tuesday, March 20, 12

Add in LOGD published to CKAN.net, meeting LOD standards for license, size, interlinking,
regardless of publisher: 28 countries (12%, some overlaps). The total becomes 48
countries (24%)
Note that EU publishes for Europe; UK publishes most.
Source: http://thedatahub.org/dataset
Largest Consumer of Government LOD




Tuesday, March 20, 12

Most government LOD published to CKAN.net: UK
Source: http://thedatahub.org/dataset
Tuesday, March 20, 12

Will Linked Data cross Geoffrey Moore’s chasm? Some say that the Semantic Web will never
happen, that relational databases are too entrenched, that no large organizations will ever
invest in such an unproven technology.
YouTube                         HDTV
                                                  watch Better
                    watch videos
                                                     videos
                Publish videos

                   Share videos

                        Rate videos

                Discuss videos

Tuesday, March 20, 12

Steven Johnson’s excellent book “Where Good Ideas Come From” uses this example in the
first chapter to encourage readers to think about why some technologies go viral and others
don’t. YouTube was an overnight success in two years, compared to the twenty it tool HDTV
to take hold, in spite of significant governmental backing.
Linked Data                               RDBMS
                         Use data                        Use data

                    Publish data

                        Share data

                        Rate data

                   Discuss data

Tuesday, March 20, 12

There is a reason that the Linked Open Data project has grown rapidly in four years, from a
small volunteer effort to being used in production by governments and large companies.
Tuesday, March 20, 12

Some large commercial and government organizations would beg to differ...plus many more
universities, small and medium sized companies and Open Source projects.
Many of these are careful, slow-moving entities who simply needed to find real solutions to
real problems.
Further Reading




                             http://linkeddatabook.com/editions/1.0/
                        http://3roundstones.com/linking-enterprise-data/
                        http://3roundstones.com/linking-government-data/
                              http://www.linkeddatadeveloper.com/
Tuesday, March 20, 12

http://linkeddatabook.com/editions/1.0/
http://3roundstones.com/linking-enterprise-data/
http://www.linkeddatadeveloper.com/
Credits
                         Country Maps
                                            http://douweosinga.com/projects/visited
                        (Use by license)


              Mastering the Art of French
                    Cooking cover           https://en.wikipedia.org/wiki/File:MasteringTheArtOfFrenchCooking1edCover.jpg
                 (Fair use copyright)

                     Julia Child photo
                                            https://en.wikipedia.org/wiki/File:Julia_Child_restore.jpg
                   (CC-BY-SA licensed)

                 LOD Cloud Diagrams
                 Richard Cyganiak, Anja     http://lod-cloud.net/
                 Jentzsch, (CC-BY-SA)

                     Chasm Photo
                       Travis S.            http://www.flickr.com/photos/baggis/3860802929/
                  (CC-BY-NC licensed)

                 Corporate logos, Darkon Movie Poster, BBC screenshots, CAMC credit card image and book covers © their
                                   respective owners and used under Fair Use for educational purposes



            All other photos and drawings © 2010-11 David Wood, released under a CC-BY-SA license




Tuesday, March 20, 12
This work is Copyright © 2011 3 Round Stones Inc.
                        It is licensed under the Creative Commons Attribution 3.0 Unported License
                        Full details at: http://creativecommons.org/licenses/by/3.0/

                        You are free:

                                to Share — to copy, distribute and transmit the work



                                to Remix — to adapt the work



                        Under the following conditions:
                                Attribution. You must attribute the work in the manner specified by the
                                author or licensor (but not in any way that suggests that they endorse
                                you or your use of the work).

                                Share Alike. If you alter, transform, or build upon this work, you may
                                distribute the resulting work only under the same or similar license to this
                                one.




Tuesday, March 20, 12

This presentation is licensed under a Creative Commons BY-SA license, allowing you to share
and remix its contents as long as you give us attribution and share alike.

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Linking Open Government Data

  • 1. Linking Open Government Data David Wood 14 March 2012 NASA Goddard http://purl.org/net/prototypo/logd Tuesday, March 20, 12
  • 2. Tuesday, March 20, 12 Julia Child had a problem. Lack of governmental data standards hampered her work on her 1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British & American English and French. Even Latin names differed. French and US governments were working on these problems themselves. The data was in silos.
  • 3. Tuesday, March 20, 12 Julia Child had a problem. Lack of governmental data standards hampered her work on her 1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British & American English and French. Even Latin names differed. French and US governments were working on these problems themselves. The data was in silos.
  • 4. carrelet@fr plaice@en_gb sand dab@en_us lemon dab@en_us lemon sole@en_us Tuesday, March 20, 12 Julia Child had a problem. Lack of governmental data standards hampered her work on her 1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British & American English and French. Even Latin names differed. French and US governments were working on these problems themselves. The data was in silos.
  • 5. calimande@fr limande@fr plie@fr carrelet@fr plaice@en_gb sand dab@en_us lemon dab@en_us lemon sole@en_us Tuesday, March 20, 12 Julia Child had a problem. Lack of governmental data standards hampered her work on her 1961 bestseller Mastering the Art of French Cooking. Names for fish varied between British & American English and French. Even Latin names differed. French and US governments were working on these problems themselves. The data was in silos.
  • 6. Silos $ cat foo.txt | grep blah | sort 1970s A neat little 1980s 1990s Client-Server The Early Web package Tuesday, March 20, 12 Julia had her problem because her data was separated into silos. The history of computing is littered with silos.
  • 7. Silos Email Databases Proprietary containers Tuesday, March 20, 12 We make new silos every day. There are lots of ways to make silos.
  • 8. Universal Client Ubiquitous, reusable applications URL Curation/ Proxy/Cache Universal Connection Web Universal File System Tuesday, March 20, 12 The Web is very different. Documents and processes can link to each other: Facebook, twitter, Wordpress, Drupal, even Salesforce and Google Docs can break out of their silos via hyperlinks.
  • 9. The Web of Documents • A global network of linked documents • A place where anyone can say anything about anything • A vast collection of human-readable knowledge (and opinion) • Documents are linked, but links are not qualified Tuesday, March 20, 12
  • 10. Data Inflation Megabyte (MB) = 220 Gigabyte (GB) = 230 Terabyte (TB) = 240 1,000GB Petabyte (PB) = 250 1,000TB Exabyte (EB) = 260 or 1,000PB Zettabyte (ZB) = 270 or 1,000EB Yottabyte (YB) = 280 or1,000ZB Tuesday, March 20, 12 “We are beginning to routinely deal with vast quantities of data and only through a metadata management strategy can we tackle the quantity of data to look for the nuggets for gold.” Credit: The Economist, Monstrous Amounts of Data, Feb 27th, 2010 Special Report on Managing Information.
  • 11. Tuesday, March 20, 12 Our data is still in the dinosaur age. Traditional data is hierarchical, tabular with external schemas, and so are the systems that support them. Photo credit: David Wood, 2009
  • 12. Universal Client Ubiquitous, reusable applications URL Curation/ Proxy/Cache Logic and Universal Connection interlinking Web of Data Universal Database Tuesday, March 20, 12 By using the Web to interlink structured data, we can remove data silos like we removed file and process silos. We can make the Web into a database - a very large, distributed database - which will be as different from the RDBMS as early software is from the Web.
  • 13. The Web of Data • A global network of linked statements • A place where anyone can say anything about anything • A vast collection of machine-readable knowledge (and opinion) • Statements are linked, and links are qualified Tuesday, March 20, 12
  • 14. Tuesday, March 20, 12 What does Linked Data look like? This Web page describes the Apollo 11 CSM.
  • 15. http://nssdc.gsfc.nasa.gov/ about Apollo 11 Command and nmc/spacecraftDisplay.do? Service Module id=1969-059A name NASA - NSSDC - Spacecraft - Details Apollo 11 Command and Service Module title launched 23 November 2009 16 July 1969 published size mass 15702 28801.0 a a Web Page Spacecraft Tuesday, March 20, 12 A Linked Data description simply lists all the resources and connects them with arrows representing properties (or predicates). URIs are assigned to anything that is not a literal (content shown in ovals, and the predicates).
  • 16. Spacecraft Name Mass Launched Launch Site 1969-018A Apollo 9 26801.0 1969-03-03 1 1969-030A Mariner 7 411.8 1969-03-27 1 1969-043A Apollo 10 28834.0 1969-05-18 1 1969-059A Apollo 11 Command and Service Module (CSM) 28801.0 1969-07-16 1 1969-059C Apollo 11 Lunar Module / EASEP 15065.0 1969-07-16 1 1969-099A Apollo 12 Command and Service Module (CSM) 28790.0 1969-11-14 1 1970-029C Apollo 13 Lunar Module/ALSEP 15196.0 1970-04-11 1 1970-029A Apollo 13 Command and Service Module (CSM) 28945.0 1970-04-11 1 Tuesday, March 20, 12 This could be represented this way in an RDBMS.
  • 17. Spacecraft Name Mass Launched Launch Site 1969-018A Apollo 9 26801.0 1969-03-03 1 1969-030A Mariner 7 411.8 1969-03-27 1 1969-043A Apollo 10 28834.0 1969-05-18 1 ID Name 1969-059A Apollo 11 Command and Service Module (CSM) 28801.0 1969-07-16 1 1 Cape Canaveral, United States 1969-059C Apollo 11 Lunar Module / EASEP 15065.0 1969-07-16 1 2 Tyuratam (Baikonur Cosmodrome), U.S.S.R 1969-099A Apollo 12 Command and Service Module (CSM) 28790.0 1969-11-14 1 3 Xichang Space Launch Center 1970-029C Apollo 13 Lunar Module/ALSEP 15196.0 1970-04-11 1 1970-029A Apollo 13 Command and Service Module (CSM) 28945.0 1970-04-11 1 Tuesday, March 20, 12 ... but you would need another table for the launch sites.
  • 18. Apollo 11 Command and launchsite Cape Canaveral Service Module name name Apollo 11 Command and Service Module Cape Canaveral, United States launched 16 July 1969 mass 28801.0 a Spacecraft Tuesday, March 20, 12 With Linked Data, we just add another relationship.
  • 19. Resource Apollo 11 Command and launchsite Cape Canaveral Service Module name name Apollo 11 Command and Service Module Cape Canaveral, United States launched 16 July 1969 Literal mass Predicate 28801.0 a Spacecraft Tuesday, March 20, 12 With Linked Data, we just add another relationship.
  • 20. Statement or Triple Subject Predicate Object Apollo 11 Command and launchsite name Cape Canaveral, Cape Canaveral Service Module United States Subject Predicate Object Statement or Triple Tuesday, March 20, 12 In this way, we create a (potentially large and maybe distributed!) graph out of “triples”, or RDF statements.
  • 21. Tuesday, March 20, 12 Mallard Web page, BBC Data comes from DBpedia, WWF and other Linked Data sites. BBC curates data on the Web to ensure data quality. This is a fundamentally new business model for corporate data (and an indication of how far the EU/UK are in front of the US in this nascent market).
  • 22. Tuesday, March 20, 12 Each HTML page is paired with a machine-readable data representation.
  • 23. We’ve Seen This Before Tuesday, March 20, 12 Like HTML and RDF, credit cards have a human-readable side and a machine-readable side.
  • 24. Tuesday, March 20, 12 Linked Data may be rapidly repurposed, displayed in different ways for a variety of uses. Challenge: What can you do by combining data?
  • 25. Tuesday, March 20, 12 Some Linked Data is public. The Linked Open Data project consists of free and open data on the Web that has been interlinked together. Volunteers interlinked data that was already freely available. May 2007
  • 26. Tuesday, March 20, 12 October 2007
  • 27. Tuesday, March 20, 12 February 2008
  • 28. Tuesday, March 20, 12 March 2009
  • 29. Tuesday, March 20, 12 September 2010
  • 30. Tuesday, March 20, 12 September 2011: 295 datasets that meet the LOD Cloud criteria, consisting of over 31 billion RDF triples and are interlinked by around 504 million links.
  • 31. Tuesday, March 20, 12 Why Open Government Data? Because everyone wants to be someone’s hero. Politicians, civil servants, military officers, Facebook users, Twitter users... Opening our data allows others to use it - and give us credit.
  • 32. Official Government Data in 2012 Tuesday, March 20, 12 Open government data sites in 2011: 30 countriess (15%). Source: http://www.data.gov/opendatasites However, there are a variety of formats, little in the way of standards adoption.
  • 33. ...Adding in Third-Party Publishers Tuesday, March 20, 12 Add in LOGD published to CKAN.net, meeting LOD standards for license, size, interlinking, regardless of publisher: 28 countries (12%, some overlaps). The total becomes 48 countries (24%) Note that EU publishes for Europe; UK publishes most. Source: http://thedatahub.org/dataset
  • 34. Largest Consumer of Government LOD Tuesday, March 20, 12 Most government LOD published to CKAN.net: UK Source: http://thedatahub.org/dataset
  • 35. Tuesday, March 20, 12 Will Linked Data cross Geoffrey Moore’s chasm? Some say that the Semantic Web will never happen, that relational databases are too entrenched, that no large organizations will ever invest in such an unproven technology.
  • 36. YouTube HDTV watch Better watch videos videos Publish videos Share videos Rate videos Discuss videos Tuesday, March 20, 12 Steven Johnson’s excellent book “Where Good Ideas Come From” uses this example in the first chapter to encourage readers to think about why some technologies go viral and others don’t. YouTube was an overnight success in two years, compared to the twenty it tool HDTV to take hold, in spite of significant governmental backing.
  • 37. Linked Data RDBMS Use data Use data Publish data Share data Rate data Discuss data Tuesday, March 20, 12 There is a reason that the Linked Open Data project has grown rapidly in four years, from a small volunteer effort to being used in production by governments and large companies.
  • 38. Tuesday, March 20, 12 Some large commercial and government organizations would beg to differ...plus many more universities, small and medium sized companies and Open Source projects. Many of these are careful, slow-moving entities who simply needed to find real solutions to real problems.
  • 39. Further Reading http://linkeddatabook.com/editions/1.0/ http://3roundstones.com/linking-enterprise-data/ http://3roundstones.com/linking-government-data/ http://www.linkeddatadeveloper.com/ Tuesday, March 20, 12 http://linkeddatabook.com/editions/1.0/ http://3roundstones.com/linking-enterprise-data/ http://www.linkeddatadeveloper.com/
  • 40. Credits Country Maps http://douweosinga.com/projects/visited (Use by license) Mastering the Art of French Cooking cover https://en.wikipedia.org/wiki/File:MasteringTheArtOfFrenchCooking1edCover.jpg (Fair use copyright) Julia Child photo https://en.wikipedia.org/wiki/File:Julia_Child_restore.jpg (CC-BY-SA licensed) LOD Cloud Diagrams Richard Cyganiak, Anja http://lod-cloud.net/ Jentzsch, (CC-BY-SA) Chasm Photo Travis S. http://www.flickr.com/photos/baggis/3860802929/ (CC-BY-NC licensed) Corporate logos, Darkon Movie Poster, BBC screenshots, CAMC credit card image and book covers © their respective owners and used under Fair Use for educational purposes All other photos and drawings © 2010-11 David Wood, released under a CC-BY-SA license Tuesday, March 20, 12
  • 41. This work is Copyright © 2011 3 Round Stones Inc. It is licensed under the Creative Commons Attribution 3.0 Unported License Full details at: http://creativecommons.org/licenses/by/3.0/ You are free: to Share — to copy, distribute and transmit the work to Remix — to adapt the work Under the following conditions: Attribution. You must attribute the work in the manner specified by the author or licensor (but not in any way that suggests that they endorse you or your use of the work). Share Alike. If you alter, transform, or build upon this work, you may distribute the resulting work only under the same or similar license to this one. Tuesday, March 20, 12 This presentation is licensed under a Creative Commons BY-SA license, allowing you to share and remix its contents as long as you give us attribution and share alike.