SlideShare a Scribd company logo
1 of 19
Download to read offline
data / visual analysis
& digital humanities




                     zoe borovsky
                   zoe@ats.ucla.edu
drucker (& nowviskie), 2004, speculative computing




• embodiment should be a dynamic and
  subjective process
• our tools should engage us in a
  “dynamic, generative, iterative” process
• model as an interpretive expression of a
  particular dataset
data/ visual analysis


    MONK: metadata offers new knowledge




• traditional text-
  analysis tools
  feature prominent
  visualization tools


                        http://www.monkproject.org/
data/ visual analysis




TAPoR: text analysis
 portal for research


• runs in web-browser

• interactive displays

• upload your own
  texts


                   http://portal.tapor.ca/
data/ visual analysis




incorporating
results directly
      into
 publications
visualization applications become text-friendly



                                      • “Many Eyes is a bet on the
                                        power of human visual
                                        intelligence to find patterns.”


                                      • “Our goal is to ‘democratize’
                                        visualization and to enable a
                                        new social kind of data
                                        analysis.”




             http://services.alphaworks.ibm.com/manyeyes/home
• runs in web-browser

• interactive displays

• users have access to the
  underlying data

• visualizations can be
  embedded or linked
data/ visual analysis




• visualization tools are more accessible to the “lone
  scholar”

• more data is available in machine-readable format

• are these useful tools for humanities research? can they
  engage us in a “dynamic, generative, iterative” analysis?
data/ visual analysis


     an approach (works in progress)



• model your data/metadata

• interpret

• re-present

• the modeling process may be more important
  than any one model
data/ visual analysis


macfadyen: meter & rhyme, repetition




                  a quick, overall view
data/ visual analysis


almila: overview of a discipline, citation network




         spreadsheets are your new best-friend
data/ visual analysis
data/ visual analysis




• other examples
 • Gedankenraum: semaspace
 •
data/ visual analysis



        authors who cite articles published in Leonardo
                      mostly art journals
                                                 Record
                                                                                     mostly Leonardo
Subject Area                                              % of 1689
                                                 Count
                                                                                                                  Record
ART                                              770      45.5891%    Source Title                                                % of 1689
                                                                                                                  Count

                                                                      LEONARDO                                     659            39.0172%
PSYCHOLOGY, EXPERIMENTAL                         154      9.1178%

                                                                      PERCEPTION                                  39             2.3091%
PSYCHOLOGY                                       103      6.0983%
                                                                      PERCEPTION                      &           23             1.3618%
                                                                      PSYCHOPHYSICS
HUMANITIES, MULTIDISCIPLINARY                    77       4.5589%
                                                                      DIGITAL CREATIVITY                          18             1.0657%

MUSIC                                            68       4.0261%
                                                                      LEONARDO               MUSIC                18             1.0657%
                                                                      JOURNAL
PSYCHOLOGY, MULTIDISCIPLINARY                    58       3.4340%     COMPUTER               MUSIC                13             0.7697%
                                                                      JOURNAL
COMPUTER SCIENCE,                SOFTWARE
                                                 52       3.0787%     BRITISH JOURNAL                OF
ENGINEERING                                                                                                       11             0.6513%
                                                                      AESTHETICS
COMPUTER            SCIENCE,   THEORY        &                        JOURNAL OF AESTHETICS
                                                 47       2.7827%                                                 11             0.6513%
METHODS                                                               AND ART CRITICISM

COMPUTER             SCIENCE,                                         INTERFACE-JOURNAL OF
                                                 42       2.4867%                                                 10             0.5921%
INTERDISCIPLINARY APPLICATIONS                                        NEW MUSIC RESEARCH

PHILOSOPHY                                       35       2.0722%     BELFAGOR                                     9              0.5329%

        (140 Subject Area value(s) outside
                                                                      (529 Source Title value(s) outside display options.)
display options.)
examples:   data/ visual analysis




• Cave Art:
  “Lascaux” (2005)
  the order of
  superimposed
  images: horse,
  aurochs-stag
examples:   data/ visual analysis




               • manuscripts
applications to watch


• Simile: http://simile.mit.edu
• Swivel: http://www.swivel.com
• Google visualization and spreadsheets:
  e.g. Motion Chart
will digital humanities provide new knowledge?


       • or just “better”/different artifacts,
         communication & arguments?

       • weigh the benefits and risks of an opportunity

       • greater benefits if:

          • viewed as a process (rather than product)

          • integrated into research as well as
            instruction

          • as much processing in the hands of
            researchers as practical

          • scholars and developers work together

More Related Content

Similar to Visual Analysis and Digital Humanities

Hybrid Publishing Consortium
Hybrid Publishing ConsortiumHybrid Publishing Consortium
Hybrid Publishing ConsortiumSimon Worthington
 
Semantic Web powering Enterprise and Web Applications
Semantic Web powering Enterprise and Web ApplicationsSemantic Web powering Enterprise and Web Applications
Semantic Web powering Enterprise and Web ApplicationsAmit Sheth
 
Company Presentation
Company PresentationCompany Presentation
Company Presentationsleitgeb
 
Model-Based Visual Software Specification
Model-Based Visual Software SpecificationModel-Based Visual Software Specification
Model-Based Visual Software SpecificationThomas Memmel
 
Deroure Repo3
Deroure Repo3Deroure Repo3
Deroure Repo3guru122
 
Fiat 20080921 results PISA
Fiat 20080921 results PISAFiat 20080921 results PISA
Fiat 20080921 results PISAvrt-medialab
 
PISA - Proof of Concept
PISA - Proof of ConceptPISA - Proof of Concept
PISA - Proof of Conceptvrt-medialab
 
Mria 2012 riding the change wave architecting market research for the future
Mria 2012 riding the change wave   architecting market research for the futureMria 2012 riding the change wave   architecting market research for the future
Mria 2012 riding the change wave architecting market research for the futureLeonard Murphy
 
Women's Engineering Society, UK; 11 September 2009
Women's Engineering Society, UK; 11 September 2009Women's Engineering Society, UK; 11 September 2009
Women's Engineering Society, UK; 11 September 2009Wendy Schultz
 
Tim Malthus_Towards standards for the exchange of field spectral datasets
Tim Malthus_Towards standards for the exchange of field spectral datasetsTim Malthus_Towards standards for the exchange of field spectral datasets
Tim Malthus_Towards standards for the exchange of field spectral datasetsTERN Australia
 
Open Data Platforms: Characteristics and Challenges
Open Data Platforms: Characteristics and ChallengesOpen Data Platforms: Characteristics and Challenges
Open Data Platforms: Characteristics and ChallengesYannis Charalabidis
 
Design for People, Effective Innovation and Sustainability
Design for People, Effective Innovation and SustainabilityDesign for People, Effective Innovation and Sustainability
Design for People, Effective Innovation and SustainabilityMusstanser Tinauli
 
Girardin lift france10_notes
Girardin lift france10_notesGirardin lift france10_notes
Girardin lift france10_notesFing
 
Workshop on Visualization of Large Scientific Data
 Workshop on Visualization of Large Scientific Data Workshop on Visualization of Large Scientific Data
Workshop on Visualization of Large Scientific DataCineca
 

Similar to Visual Analysis and Digital Humanities (20)

Hybrid Publishing Consortium
Hybrid Publishing ConsortiumHybrid Publishing Consortium
Hybrid Publishing Consortium
 
Action matrix short.b
Action matrix short.bAction matrix short.b
Action matrix short.b
 
Semantic Web powering Enterprise and Web Applications
Semantic Web powering Enterprise and Web ApplicationsSemantic Web powering Enterprise and Web Applications
Semantic Web powering Enterprise and Web Applications
 
Visual Tools
Visual ToolsVisual Tools
Visual Tools
 
Company Presentation
Company PresentationCompany Presentation
Company Presentation
 
Model-Based Visual Software Specification
Model-Based Visual Software SpecificationModel-Based Visual Software Specification
Model-Based Visual Software Specification
 
Deroure Repo3
Deroure Repo3Deroure Repo3
Deroure Repo3
 
Deroure Repo3
Deroure Repo3Deroure Repo3
Deroure Repo3
 
Data-Intensive Research
Data-Intensive ResearchData-Intensive Research
Data-Intensive Research
 
Fiat 20080921 results PISA
Fiat 20080921 results PISAFiat 20080921 results PISA
Fiat 20080921 results PISA
 
PISA - Proof of Concept
PISA - Proof of ConceptPISA - Proof of Concept
PISA - Proof of Concept
 
Mria 2012 riding the change wave architecting market research for the future
Mria 2012 riding the change wave   architecting market research for the futureMria 2012 riding the change wave   architecting market research for the future
Mria 2012 riding the change wave architecting market research for the future
 
Women's Engineering Society, UK; 11 September 2009
Women's Engineering Society, UK; 11 September 2009Women's Engineering Society, UK; 11 September 2009
Women's Engineering Society, UK; 11 September 2009
 
Photonics bretagne members
Photonics bretagne membersPhotonics bretagne members
Photonics bretagne members
 
The Semantic Web: RPI ITWS Capstone (Fall 2012)
The Semantic Web: RPI ITWS Capstone (Fall 2012)The Semantic Web: RPI ITWS Capstone (Fall 2012)
The Semantic Web: RPI ITWS Capstone (Fall 2012)
 
Tim Malthus_Towards standards for the exchange of field spectral datasets
Tim Malthus_Towards standards for the exchange of field spectral datasetsTim Malthus_Towards standards for the exchange of field spectral datasets
Tim Malthus_Towards standards for the exchange of field spectral datasets
 
Open Data Platforms: Characteristics and Challenges
Open Data Platforms: Characteristics and ChallengesOpen Data Platforms: Characteristics and Challenges
Open Data Platforms: Characteristics and Challenges
 
Design for People, Effective Innovation and Sustainability
Design for People, Effective Innovation and SustainabilityDesign for People, Effective Innovation and Sustainability
Design for People, Effective Innovation and Sustainability
 
Girardin lift france10_notes
Girardin lift france10_notesGirardin lift france10_notes
Girardin lift france10_notes
 
Workshop on Visualization of Large Scientific Data
 Workshop on Visualization of Large Scientific Data Workshop on Visualization of Large Scientific Data
Workshop on Visualization of Large Scientific Data
 

Recently uploaded

Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Fact vs. Fiction: Autodetecting Hallucinations in LLMs
Fact vs. Fiction: Autodetecting Hallucinations in LLMsFact vs. Fiction: Autodetecting Hallucinations in LLMs
Fact vs. Fiction: Autodetecting Hallucinations in LLMsZilliz
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...AliaaTarek5
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentPim van der Noll
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterMydbops
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPathCommunity
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfpanagenda
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesKari Kakkonen
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Scott Andery
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Fact vs. Fiction: Autodetecting Hallucinations in LLMs
Fact vs. Fiction: Autodetecting Hallucinations in LLMsFact vs. Fiction: Autodetecting Hallucinations in LLMs
Fact vs. Fiction: Autodetecting Hallucinations in LLMs
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL Router
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to Hero
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examples
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 

Visual Analysis and Digital Humanities

  • 1. data / visual analysis & digital humanities zoe borovsky zoe@ats.ucla.edu
  • 2. drucker (& nowviskie), 2004, speculative computing • embodiment should be a dynamic and subjective process • our tools should engage us in a “dynamic, generative, iterative” process • model as an interpretive expression of a particular dataset
  • 3. data/ visual analysis MONK: metadata offers new knowledge • traditional text- analysis tools feature prominent visualization tools http://www.monkproject.org/
  • 4. data/ visual analysis TAPoR: text analysis portal for research • runs in web-browser • interactive displays • upload your own texts http://portal.tapor.ca/
  • 5. data/ visual analysis incorporating results directly into publications
  • 6. visualization applications become text-friendly • “Many Eyes is a bet on the power of human visual intelligence to find patterns.” • “Our goal is to ‘democratize’ visualization and to enable a new social kind of data analysis.” http://services.alphaworks.ibm.com/manyeyes/home
  • 7. • runs in web-browser • interactive displays • users have access to the underlying data • visualizations can be embedded or linked
  • 8. data/ visual analysis • visualization tools are more accessible to the “lone scholar” • more data is available in machine-readable format • are these useful tools for humanities research? can they engage us in a “dynamic, generative, iterative” analysis?
  • 9. data/ visual analysis an approach (works in progress) • model your data/metadata • interpret • re-present • the modeling process may be more important than any one model
  • 10. data/ visual analysis macfadyen: meter & rhyme, repetition a quick, overall view
  • 11. data/ visual analysis almila: overview of a discipline, citation network spreadsheets are your new best-friend
  • 13.
  • 14. data/ visual analysis • other examples • Gedankenraum: semaspace •
  • 15. data/ visual analysis authors who cite articles published in Leonardo mostly art journals Record mostly Leonardo Subject Area % of 1689 Count Record ART 770 45.5891% Source Title % of 1689 Count LEONARDO 659 39.0172% PSYCHOLOGY, EXPERIMENTAL 154 9.1178% PERCEPTION 39 2.3091% PSYCHOLOGY 103 6.0983% PERCEPTION & 23 1.3618% PSYCHOPHYSICS HUMANITIES, MULTIDISCIPLINARY 77 4.5589% DIGITAL CREATIVITY 18 1.0657% MUSIC 68 4.0261% LEONARDO MUSIC 18 1.0657% JOURNAL PSYCHOLOGY, MULTIDISCIPLINARY 58 3.4340% COMPUTER MUSIC 13 0.7697% JOURNAL COMPUTER SCIENCE, SOFTWARE 52 3.0787% BRITISH JOURNAL OF ENGINEERING 11 0.6513% AESTHETICS COMPUTER SCIENCE, THEORY & JOURNAL OF AESTHETICS 47 2.7827% 11 0.6513% METHODS AND ART CRITICISM COMPUTER SCIENCE, INTERFACE-JOURNAL OF 42 2.4867% 10 0.5921% INTERDISCIPLINARY APPLICATIONS NEW MUSIC RESEARCH PHILOSOPHY 35 2.0722% BELFAGOR 9 0.5329% (140 Subject Area value(s) outside (529 Source Title value(s) outside display options.) display options.)
  • 16. examples: data/ visual analysis • Cave Art: “Lascaux” (2005) the order of superimposed images: horse, aurochs-stag
  • 17. examples: data/ visual analysis • manuscripts
  • 18. applications to watch • Simile: http://simile.mit.edu • Swivel: http://www.swivel.com • Google visualization and spreadsheets: e.g. Motion Chart
  • 19. will digital humanities provide new knowledge? • or just “better”/different artifacts, communication & arguments? • weigh the benefits and risks of an opportunity • greater benefits if: • viewed as a process (rather than product) • integrated into research as well as instruction • as much processing in the hands of researchers as practical • scholars and developers work together