Bayer Data Science Meetup
-
Upload
nils-gehlenborg -
Category
Science
-
view
158 -
download
1
Transcript of Bayer Data Science Meetup
![Page 1: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/1.jpg)
Building Bridges with Data VisualizationNils Gehlenborg, PhD
HARVARD MEDICAL SCHOOL DEPARTMENT OF BIOMEDICAL INFORMATICS
@ngehlenborghttp://gehlenborglab.org
![Page 2: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/2.jpg)
01001010101001101010101010101011111100100000111001011101001010111110100011111010000110101010010110101010001011101000010101010101010101011101010100
http://gehlenborglab.org
![Page 3: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/3.jpg)
!01001010101001101010101010101011111100100000111001011101001010111110100011111010000110101010010110101010001011101000010101010101010101011101010100
http://gehlenborglab.org
![Page 4: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/4.jpg)
!01001010101001101010101010101011111100100000111001011101001010111110100011111010000110101010010110101010001011101000010101010101010101011101010100
http://gehlenborglab.org
![Page 5: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/5.jpg)
!01001010101001101010101010101011111100100000111001011101001010111110100011111010000110101010010110101010001011101000010101010101010101011101010100
http://gehlenborglab.org
![Page 6: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/6.jpg)
!01001010101001101010101010101011111100100000111001011101001010111110100011111010000110101010010110101010001011101000010101010101010101011101010100
http://gehlenborglab.org
![Page 7: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/7.jpg)
Engadget
![Page 8: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/8.jpg)
U.S. SmartPhone Marketshare
RIMApplePalmMotorolaNokiaOther
![Page 9: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/9.jpg)
U.S. SmartPhone Marketshare
21.2%
3.1%
7.4%
9.8%
19.5%
39.0%RIMApplePalmMotorolaNokiaOther
![Page 10: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/10.jpg)
U.S. SmartPhone Marketshare
0%
10%
20%
30%
40%
3.1
7.49.8
19.521.2
39.0
RIM Other Apple Palm Motorola Nokia
![Page 11: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/11.jpg)
U.S. SmartPhone Marketshare
0%
10%
20%
30%
40%
RIM Other Apple Palm Motorola Nokia
3.1
7.49.8
19.521.2
39.0
19.5
![Page 12: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/12.jpg)
REPORT
experiment
DATA
INSIGHT HYPOTHESIS
interpretation
hypothesis generation
![Page 13: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/13.jpg)
REPORT
experiment
DATA
INSIGHT HYPOTHESIS
interpretation
hypothesis generation
PRESENTATION“Storytelling”
![Page 14: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/14.jpg)
REPORT
experiment
DATA
INSIGHT HYPOTHESIS
interpretation
hypothesis generation
EXPLORATION
PRESENTATION“Storytelling”
“Pattern Discovery”
![Page 15: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/15.jpg)
REPORT
experiment
DATA
INSIGHT HYPOTHESIS
interpretation
HYPOTHESIS
hypothesis generation
EXPLORATION
HYPOTHESIS-DRIVEN DISCOVERY
PRESENTATION“Storytelling”
“Pattern Discovery”
![Page 16: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/16.jpg)
REPORT
experiment
DATA
INSIGHT HYPOTHESIS
interpretation
DATA
hypothesis generation
EXPLORATION
DATA-DRIVEN DISCOVERY
PRESENTATION“Storytelling”
“Pattern Discovery”
![Page 17: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/17.jpg)
InsightEXPLORATION PRESENTATION
![Page 18: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/18.jpg)
!!Insight
EXPLORATION PRESENTATION
! !Analysts Analysts
Decision MakersPolicy Makers
Citizens…
![Page 19: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/19.jpg)
Nature asked 1,576 researchers if there is a reproducibility crisis in science.
M Baker, Nature 533, 452-454, 2016
![Page 20: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/20.jpg)
0% 100%
No crisis (3%)
Don’t know (7%)
Slight crisis (38%)
M Baker, Nature 533, 452-454, 2016
Significant crisis (52%)
Nature asked 1,576 researchers if there is a reproducibility crisis in science.
![Page 21: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/21.jpg)
M Baker, Nature 533, 452-454, 2016
![Page 22: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/22.jpg)
M Baker, Nature 533, 452-454, 2016
![Page 23: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/23.jpg)
M Baker, Nature 533, 452-454, 2016
![Page 24: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/24.jpg)
Intentional?
Inability to capture everything?
Inability to communicate everything?
M Baker, Nature 533, 452-454, 2016
![Page 25: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/25.jpg)
Intentional?
Inability to capture everything?Inability to communicate everything?
SOCIAL ISSUE
TECHNICAL ISSUES
M Baker, Nature 533, 452-454, 2016
![Page 26: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/26.jpg)
AND NOW WHAT?
![Page 27: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/27.jpg)
DATA-DRIVEN DISCOVERY
REPORT
experiment
DATA
INSIGHT HYPOTHESIS
interpretation
DATA
hypothesis generation
EXPLORATION
PRESENTATION“Storytelling”
“Pattern Discovery”
![Page 28: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/28.jpg)
DATA-DRIVEN COMMUNICATION
DATA-DRIVEN DISCOVERY
![Page 29: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/29.jpg)
finding figure/videoAuthoringExploration Presentation
DATA-DRIVEN COMMUNICATION
finding figure/videoAuthoringExploration Presentation
Current Model
DATA-DRIVEN DISCOVERY
![Page 30: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/30.jpg)
DATA-DRIVEN COMMUNICATION
finding figure/videoAuthoringExploration PresentationWhat we show.
DATA-DRIVEN DISCOVERY
![Page 31: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/31.jpg)
DATA-DRIVEN COMMUNICATION
finding figure/videoAuthoringExploration Presentation
What we tell.
DATA-DRIVEN DISCOVERY
![Page 32: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/32.jpg)
DATA-DRIVEN COMMUNICATION
finding figure/videoAuthoringExploration Presentation
What we did.
DATA-DRIVEN DISCOVERY
![Page 33: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/33.jpg)
DATA-DRIVEN COMMUNICATION
track provenance
annotate observations
make sense of observations
tell the story
DATA-DRIVEN DISCOVERY
![Page 34: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/34.jpg)
DATA-DRIVEN COMMUNICATION
Capture
Label
Understand
Explain
track provenance
annotate observations
make sense of observations
tell the story
C
L
U
E
DATA-DRIVEN DISCOVERY
![Page 35: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/35.jpg)
CLUE
vistories
Authoring
Exploration Presentation
CLUE Model
DATA-DRIVEN COMMUNICATION
DATA-DRIVEN DISCOVERY
![Page 36: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/36.jpg)
Exploration
Authoring
Presentation
![Page 37: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/37.jpg)
Exploration
Authoring
Presentation
![Page 38: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/38.jpg)
Exploration
Authoring
Presentation
![Page 39: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/39.jpg)
Exploration
Authoring
Presentation
![Page 40: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/40.jpg)
Exploration
Authoring
Presentation
![Page 41: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/41.jpg)
Exploration
Authoring
Presentation
![Page 42: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/42.jpg)
Exploration
Authoring
Presentation
![Page 43: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/43.jpg)
Exploration
Authoring
Presentation
![Page 44: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/44.jpg)
VISTORY = visualization + story + history
Do collaborative data analysis.
Use during peer-review.
Publish with a paper.
Embed in a presentation.
![Page 45: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/45.jpg)
DATA-DRIVEN DISCOVERY
DATA-DRIVEN COMMUNICATION
![Page 46: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/46.jpg)
DATA-DRIVEN DISCOVERY
DATA-DRIVEN COMMUNICATION
![Page 48: Bayer Data Science Meetup](https://reader033.fdocuments.in/reader033/viewer/2022051318/5a64c65e7f8b9ac21c8b5c2d/html5/thumbnails/48.jpg)
DATA-DRIVEN DISCOVERY
DATA-DRIVEN COMMUNICATION
http://vistories.org
SAMUEL GRATZL
ALEXANDER LEX
MARC STREIT