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Informatie-visualisatie
les 2, 16 feb 2015
Erik Duval
Dept. Computerwetenschappen, KULeuven
http://erikduval.wordpress.com & @ErikDuval
1
http://www.slideshare.net/erik.duval
2
tegen volgende week
• d3.js aanleren
• d3.js van spreadsheet als simpele case study
• blog opzetten en op slack aankondigen
• infovis van de week

(digitaal/analoog, individueel, blog)
slide van vorige week
3
http://ariadne.cs.kuleuven.be/wiki/index.php/InfoVis-1414
http://ariadne.cs.kuleuven.be/wiki/index.php/InfoVis-1414
4
Nogal erg last minute?
blog: kort, feedback, opinie
?
@ErikDuval	
  
h.p://erikduval.wordpress.com
5
opdracht
6
visualiseer “32” en “74”…
7
?
@ErikDuval	
  
h.p://erikduval.wordpress.com
9
Guidelines
10
How many circles?
11
Humans have advanced perceptual abilities
12
Humans have advanced perceptual abilities
Our brains make us extremely good at recognizing visual patterns
12
http://nieuws.vtm.be/verkiezingen/gemeente?province=P1&city=G73
13
http://nieuws.vtm.be/verkiezingen/gemeente?province=P1&city=G73
13
Real data is ugly and needs to be cleaned
http://nieuws.vtm.be/verkiezingen/gemeente?province=P1&city=G73
13
Real data is ugly and needs to be cleaned
http://www.netmagazine.com/features/seven-dirty-secrets-data-visualisation
https://code.google.com/p/google-refine/
http://vis.stanford.edu/wrangler/
Pre-process your data
http://nieuws.vtm.be/verkiezingen/gemeente?province=P1&city=G73
13
14
Forget about 3D graphs
Occlusion
Complex to interact with
Doesn’t add anything
14
Which student has more blogposts?
15
Which student has more blogposts?
15
Size & angle are not pre-attentive: difficult to compare
Limited Short term (visual) memory
Which student has more blogposts?
15
Size & angle are not pre-attentive: difficult to compare
Limited Short term (visual) memory
Save the pies for dessert (S.Few)
Which student has more blogposts?
15
Size & angle are not pre-attentive: difficult to compare
Limited Short term (visual) memory
Save the pies for dessert (S.Few)
Which student has more blogposts?
15
Verkiezingen
14/10/12
16
deredactie.be
Verkiezingen
14/10/12
16
deredactie.be
Verkiezingen
14/10/12
demorgen.be
16
deredactie.be
Verkiezingen
14/10/12
demorgen.be
vtm.be
16
deredactie.be
Verkiezingen
14/10/12
demorgen.be
vtm.be
16
17
17
17
17
17
0"
5"
10"
15"
20"
25"
30"
blogposts" tweets" comments"on"
blogs"
reports"
submi6ed"
Student'1'
Student"1"
Use common sense
0" 5" 10" 15" 20" 25" 30"
blogposts"
comments"on"blogs"
tweets"
reports"submi6ed"
Student'1'
Student"1"
18
0" 10" 20" 30" 40" 50" 60"
Student"1"
Student"2"
Student"3"
Student"4"
blogposts"
tweets"
comments"on"blogs"
reports"submi:ed"
0%# 20%# 40%# 60%# 80%# 100%#
Student#1#
Student#2#
Student#3#
Student#4#
blogposts#
tweets#
comments#on#blogs#
reports#submi;ed#
What/how are you comparing?
What story do you get from it?
Use common sense
19
http://wtfviz.net/
WTF visualisations
Use common sense
20
Coordinated graphs
Provides actual values
Choose correct graph
www.perceptualedge.com/articles/misc/Graph_Selection_Matrix.pdf21
http://www.perceptualedge.com/
Which graph makes it easier to focus on the pattern of change through time,
instead of the individual values?
Choose graph that answers your questions about your data
22
Verkiezingen
14/10/12
Communicate the correct story
23
vtm.be
deredactie.be
nieuwsblad.be
Verkiezingen
14/10/12
Communicate the correct story
23
http://flowingdata.com/category/statistics/mistaken-data/
BP - leak in gulf of mexico
Don’t use visualizations to mislead
24
http://flowingdata.com/category/statistics/mistaken-data/
BP - leak in gulf of mexico
Don’t use visualizations to mislead
24
http://www.perceptualedge.com/
http://flowingdata.com/category/statistics/mistaken-data/
Don’t use visualizations to lie
25
http://www.perceptualedge.com/
http://flowingdata.com/category/statistics/mistaken-data/
Don’t use visualizations to lie
25
http://www.perceptualedge.com/
http://flowingdata.com/category/statistics/mistaken-data/
Don’t use visualizations to lie
25
http://www.perceptualedge.com/
http://flowingdata.com/category/statistics/mistaken-data/
Don’t use visualizations to lie
25
Source: Stephen Few
26
Source: Stephen Few 27
http://flowingdata.com/category/statistics/mistaken-data/
Don’t use visualizations to lie
28
http://flowingdata.com/category/statistics/mistaken-data/
Don’t use visualizations to lie
28
?
@ErikDuval	
  
h.p://erikduval.wordpress.com
29
opdracht
30
maak een

interactieve visualisatie

van gegevens of informatie

met toegevoegde waarde
31
publiek?
verhaal?
data?
32
data?
- http://www.onderwijskiezer.be/v2/hoger/hoger_studierendement.php
- http://nl.soccerway.com/national/belgium/pro-league/20142015/regular-season/r25415/
- http://www.programmableweb.com/apis/directory
- http://lak.linkededucation.org
- http://academic.research.microsoft.com/About/Help.htm
- http://labs.europeana.eu
- http://quantifiedself.com/2014/10/qs-access-app-see-healthkit-data-table/
- https://dev.twitter.com/rest/public
- http://opendata.antwerpen.be
- https://developer.spotify.com/web-api/
- http://developer.echonest.com/docs/v4
and so on, and so on, and so on…
33
supply or demand driven
data or story driven
34
http://ariadne.cs.kuleuven.be/wiki/index.php/MM-Course131435
http://ariadne.cs.kuleuven.be/wiki/index.php/MM-Course131435
http://ariadne.cs.kuleuven.be/wiki/index.php/MM-Course131435
http://ariadne.cs.kuleuven.be/wiki/index.php/MM-Course131436
https://www.youtube.com/watch?v=ynRrGRr5k90#t=29
37
https://mumepeg.wordpress.com/2013/12/12/update-visualisation/rangefiltersizechange/#main
38
tegen volgende week
• publiek, data, verhaal
• data: ruwe feasibility voldoende voor nu
• visuele alternatieven
• 15” per groep volgende week
39
?
@ErikDuval	
  
h.p://erikduval.wordpress.com
40

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InfoVis1415: slides sessie 2, 16 Feb 2015