SlideShare une entreprise Scribd logo
1  sur  20
Télécharger pour lire hors ligne
Sorting Out Cities
Dietmar Offenhuber & Ars Electronica Futurelab (Roland Haring, Peter
Holzkorn, Andreas Jalsovec , Michael Mayr, Nicolas Naveau, Emiko Ogawa)
Miraikan Museum, Tokyo
Image: Miraikan – the National Museum of Emerging Science and Innovation, Tokyo.
Metro Manila Urban Extent 1975, 1990, 2010
German Remote Sensing Data Center, German Aerospace Center
1. Cities are small, the globe is large
2. Global AND highly granular datasets are rare
3. Global indicators are abstract constructs
Data - abundant or scarce?
Eric Schmidt: Every 2 Days We Create As
Much Information As We Did Up To 2003
Data sources:
Center for Sustainability and the Global Environment (SAGE), University of Wisconsin-
Madison, Center for International Earth Science Information Network – CIESIN –
Columbia University, International Food Policy Research Institute – IFPRI, the World
Bank, Centro Internacional de Agricultura Tropical, Deutscher Wetterdienst, the
Water Footprint Network, Global Environment Monitoring Unit – Joint Research
Center (JRC), Wittgenstein Centre for Demography and Global Human Capital,
United Nations, Department of Economic and Social Affairs, Population Division
Grey Water Footprint
www.waterfootprint.org
Population Density, urban extent
www.fao.org
Wage Density (Sweden).
(Charlotta Mellander, Kevin
Stolarick, Zara Matheson,
José Lobo)
NASA black marble
dataset
http://earthobservatory.nasa.gov/Features/NightLights/
“even after factoring out country and year fixed
effects the simple correlation between the standard
deviation and mean of lights is 0.88.”
Henderson, J. Vernon, Adam Storeygard, and David N. Weil. 2009. Measuring Economic Growth from Outer Space.
Working Paper 15199. National Bureau of Economic Research. http://www.nber.org/papers/w15199.
Explaining by sorting
Ursus Wehrli – Tidying up Art - http://www.kunstaufraeumen.ch/en
Cities occupy 3% of the earth’s land surface. If all urban areas
would be combined in one large city, it would be slightly larger
than the size of Europe, or about half the size of Brazil.
Data:
MODIS 500-m map of global urban extent — Center for Sustainability and the
Global Environment (SAGE), University of Wisconsin-Madison
53% of the global population lives in cities; more than half of
the global population lives in Southeast Asia.
Data:
Center for International Earth Science Information Network - CIESIN - Columbia
University. 2014. Gridded Population of the World, Version 4 (GPWv4)
In the western hemisphere, more water is used in production
relative to the population density than in the eastern
hemisphere.
GPCC Precipitation Normals Version 2010, Global Precipitation Climatology Centre (GPCC),
Deutscher Wetterdienst
Hoekstra, A.Y. and Mekonnen, M.M. (2012) The water footprint of humanity, Proceedings of
the National Academy of Sciences, 109(9): 3232–3237
Over 90% of the land mass is accessible in less than two days from a major city. In the densely
populated areas, cities can be reached from most places in minutes rather than hours.
Travel time to major cities: A global map of Accessibility, A. Nelson, Global Environment
Monitoring Unit – Joint Research Center (JRC), European Commission
Video by YouTube users: Shunichi Kitamura, barmaglot0
Sticky vs. Non-sticky data
Where is meaning located - in the data or the context?
In the context?
Drucker, Johanna. 2011. “Humanities Approaches to Graphical Display.” Digital Humanities Quarterly 5 (1).
Contact:
Dietmar Offenhuber
@dietoff
d.offenhuber@neu.edu
MFA Information Design and Visualization
Northeastern University
http://northeastern.edu/visualization

Contenu connexe

Tendances

4. empirical approaches in eld assessments (a)
4. empirical approaches in eld assessments (a)4. empirical approaches in eld assessments (a)
4. empirical approaches in eld assessments (a)LandDegradation
 
Building the resilience of the poor through sustainable land management in Ce...
Building the resilience of the poor through sustainable land management in Ce...Building the resilience of the poor through sustainable land management in Ce...
Building the resilience of the poor through sustainable land management in Ce...2020resilience
 
Djanibekov econ modelling ld
Djanibekov econ modelling ldDjanibekov econ modelling ld
Djanibekov econ modelling ldLandDegradation
 
GHY101 1-4 Geography as science: population 2017_01_25b
GHY101 1-4 Geography as science: population 2017_01_25bGHY101 1-4 Geography as science: population 2017_01_25b
GHY101 1-4 Geography as science: population 2017_01_25bMark M. Miller
 
The Visual Framing of the Three Cycles of Climate Control in The New York Tim...
The Visual Framing of the Three Cycles of Climate Control in The New York Tim...The Visual Framing of the Three Cycles of Climate Control in The New York Tim...
The Visual Framing of the Three Cycles of Climate Control in The New York Tim...Jason Lee Thompson
 
Earth Control: Power, Resistance, and Deviance Within A Resource Empire Pano...
Earth Control: Power, Resistance, and Deviance Within  A Resource Empire Pano...Earth Control: Power, Resistance, and Deviance Within  A Resource Empire Pano...
Earth Control: Power, Resistance, and Deviance Within A Resource Empire Pano...Jason Lee Thompson
 
Conservation of Imperiled Species in the Mekong Region: New Opportunities for...
Conservation of Imperiled Species in the Mekong Region: New Opportunities for...Conservation of Imperiled Species in the Mekong Region: New Opportunities for...
Conservation of Imperiled Species in the Mekong Region: New Opportunities for...Mekong Fish Network
 
Waste management using gis and remote sensing
Waste management using gis and remote sensingWaste management using gis and remote sensing
Waste management using gis and remote sensingAglaia Connect
 
Megalopolis
MegalopolisMegalopolis
Megalopolisrobcsi
 
Driving and the Environment: The Effects of Compact Development on Motorized ...
Driving and the Environment: The Effects of Compact Development on Motorized ...Driving and the Environment: The Effects of Compact Development on Motorized ...
Driving and the Environment: The Effects of Compact Development on Motorized ...Congress for the New Urbanism
 
Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)
Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)
Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)ExternalEvents
 
How Earth observation can support monitoring wetlands and peatlands
How Earth observation can support monitoring wetlands and peatlandsHow Earth observation can support monitoring wetlands and peatlands
How Earth observation can support monitoring wetlands and peatlandsCIFOR-ICRAF
 

Tendances (14)

4. empirical approaches in eld assessments (a)
4. empirical approaches in eld assessments (a)4. empirical approaches in eld assessments (a)
4. empirical approaches in eld assessments (a)
 
Building the resilience of the poor through sustainable land management in Ce...
Building the resilience of the poor through sustainable land management in Ce...Building the resilience of the poor through sustainable land management in Ce...
Building the resilience of the poor through sustainable land management in Ce...
 
Djanibekov econ modelling ld
Djanibekov econ modelling ldDjanibekov econ modelling ld
Djanibekov econ modelling ld
 
GHY101 1-4 Geography as science: population 2017_01_25b
GHY101 1-4 Geography as science: population 2017_01_25bGHY101 1-4 Geography as science: population 2017_01_25b
GHY101 1-4 Geography as science: population 2017_01_25b
 
The Visual Framing of the Three Cycles of Climate Control in The New York Tim...
The Visual Framing of the Three Cycles of Climate Control in The New York Tim...The Visual Framing of the Three Cycles of Climate Control in The New York Tim...
The Visual Framing of the Three Cycles of Climate Control in The New York Tim...
 
Earth Control: Power, Resistance, and Deviance Within A Resource Empire Pano...
Earth Control: Power, Resistance, and Deviance Within  A Resource Empire Pano...Earth Control: Power, Resistance, and Deviance Within  A Resource Empire Pano...
Earth Control: Power, Resistance, and Deviance Within A Resource Empire Pano...
 
Conservation of Imperiled Species in the Mekong Region: New Opportunities for...
Conservation of Imperiled Species in the Mekong Region: New Opportunities for...Conservation of Imperiled Species in the Mekong Region: New Opportunities for...
Conservation of Imperiled Species in the Mekong Region: New Opportunities for...
 
Waste management using gis and remote sensing
Waste management using gis and remote sensingWaste management using gis and remote sensing
Waste management using gis and remote sensing
 
The story of demand and supply of resources
The story of demand and supply of resourcesThe story of demand and supply of resources
The story of demand and supply of resources
 
EGUposterv8_3
EGUposterv8_3EGUposterv8_3
EGUposterv8_3
 
Megalopolis
MegalopolisMegalopolis
Megalopolis
 
Driving and the Environment: The Effects of Compact Development on Motorized ...
Driving and the Environment: The Effects of Compact Development on Motorized ...Driving and the Environment: The Effects of Compact Development on Motorized ...
Driving and the Environment: The Effects of Compact Development on Motorized ...
 
Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)
Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)
Soil erosion modelling using RUSLE1 in Shida Kartli Region (Georgia)
 
How Earth observation can support monitoring wetlands and peatlands
How Earth observation can support monitoring wetlands and peatlandsHow Earth observation can support monitoring wetlands and peatlands
How Earth observation can support monitoring wetlands and peatlands
 

Similaire à Sorting out Cities IEEE VIS 2015

Storyboard Miraikan Sorting Out Cities
Storyboard Miraikan Sorting Out CitiesStoryboard Miraikan Sorting Out Cities
Storyboard Miraikan Sorting Out CitiesDietmar Offenhuber
 
ISciences at the Hands-On Museum Local Tech Event
ISciences at the Hands-On Museum Local Tech EventISciences at the Hands-On Museum Local Tech Event
ISciences at the Hands-On Museum Local Tech EventISCIENCES, L.L.C.
 
Urban Health: A Three Dimensional Framework for One Health
Urban Health: A Three Dimensional Framework for One HealthUrban Health: A Three Dimensional Framework for One Health
Urban Health: A Three Dimensional Framework for One HealthGlobal Risk Forum GRFDavos
 
Environmental Information: The Roles of Experts and the Public
Environmental Information: The Roles of Experts and the PublicEnvironmental Information: The Roles of Experts and the Public
Environmental Information: The Roles of Experts and the PublicMuki Haklay
 
The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018
The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018
The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018Margaret Gold
 
GIS and Agent-based modeling: Part 2
GIS and Agent-based modeling: Part 2GIS and Agent-based modeling: Part 2
GIS and Agent-based modeling: Part 2crooksAndrew
 
Miljöövervakningsdag 2016 Kiruna - S Cornell
Miljöövervakningsdag 2016 Kiruna - S Cornell Miljöövervakningsdag 2016 Kiruna - S Cornell
Miljöövervakningsdag 2016 Kiruna - S Cornell Sarah Cornell
 
Citizen scince
Citizen scinceCitizen scince
Citizen scincenaalajmi
 
citizen scince,nouf-nora
citizen scince,nouf-noracitizen scince,nouf-nora
citizen scince,nouf-noranaalajmi
 
Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...
Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...
Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...Crowdsourcing Week
 
Resilient & Desirable Tomorrows
Resilient & Desirable TomorrowsResilient & Desirable Tomorrows
Resilient & Desirable TomorrowsSarah Cornell
 
Using Satellite Imagery To Better Plan, Monitor and Measure Interventions
Using Satellite Imagery To Better Plan, Monitor and Measure Interventions Using Satellite Imagery To Better Plan, Monitor and Measure Interventions
Using Satellite Imagery To Better Plan, Monitor and Measure Interventions UN Global Pulse
 
AFRICA Atlas of Our Changing Environment
AFRICA Atlas of Our Changing EnvironmentAFRICA Atlas of Our Changing Environment
AFRICA Atlas of Our Changing EnvironmentAndy Dabydeen
 
Urban forestry chc 4
Urban forestry chc 4Urban forestry chc 4
Urban forestry chc 4olamb
 
Almaden may 6th 2014 gilbert
Almaden may 6th 2014 gilbertAlmaden may 6th 2014 gilbert
Almaden may 6th 2014 gilbertJack Gilbert
 
The Road to Smart Cities - Jeet Mistry
The Road to Smart Cities - Jeet MistryThe Road to Smart Cities - Jeet Mistry
The Road to Smart Cities - Jeet MistryIPPAI
 

Similaire à Sorting out Cities IEEE VIS 2015 (20)

Storyboard Miraikan Sorting Out Cities
Storyboard Miraikan Sorting Out CitiesStoryboard Miraikan Sorting Out Cities
Storyboard Miraikan Sorting Out Cities
 
ISciences at the Hands-On Museum Local Tech Event
ISciences at the Hands-On Museum Local Tech EventISciences at the Hands-On Museum Local Tech Event
ISciences at the Hands-On Museum Local Tech Event
 
Urban Health: A Three Dimensional Framework for One Health
Urban Health: A Three Dimensional Framework for One HealthUrban Health: A Three Dimensional Framework for One Health
Urban Health: A Three Dimensional Framework for One Health
 
Environmental Information: The Roles of Experts and the Public
Environmental Information: The Roles of Experts and the PublicEnvironmental Information: The Roles of Experts and the Public
Environmental Information: The Roles of Experts and the Public
 
The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018
The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018
The Landscape of Citizen Observatories across the EU - ESA Phi-week 2018
 
GIS and Agent-based modeling: Part 2
GIS and Agent-based modeling: Part 2GIS and Agent-based modeling: Part 2
GIS and Agent-based modeling: Part 2
 
The Global Risk Analysis for the 2009 GAR
The Global Risk Analysis for the 2009 GARThe Global Risk Analysis for the 2009 GAR
The Global Risk Analysis for the 2009 GAR
 
Miljöövervakningsdag 2016 Kiruna - S Cornell
Miljöövervakningsdag 2016 Kiruna - S Cornell Miljöövervakningsdag 2016 Kiruna - S Cornell
Miljöövervakningsdag 2016 Kiruna - S Cornell
 
Citizen scince
Citizen scinceCitizen scince
Citizen scince
 
citizen scince,nouf-nora
citizen scince,nouf-noracitizen scince,nouf-nora
citizen scince,nouf-nora
 
Essay L
Essay LEssay L
Essay L
 
Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...
Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...
Citizen Science & Crowdsourcing in the Digital Age: Birds, Bees, Brains —> A ...
 
Resilient & Desirable Tomorrows
Resilient & Desirable TomorrowsResilient & Desirable Tomorrows
Resilient & Desirable Tomorrows
 
Science-2015-Oleksyk-747
Science-2015-Oleksyk-747Science-2015-Oleksyk-747
Science-2015-Oleksyk-747
 
Using Satellite Imagery To Better Plan, Monitor and Measure Interventions
Using Satellite Imagery To Better Plan, Monitor and Measure Interventions Using Satellite Imagery To Better Plan, Monitor and Measure Interventions
Using Satellite Imagery To Better Plan, Monitor and Measure Interventions
 
AFRICA Atlas of Our Changing Environment
AFRICA Atlas of Our Changing EnvironmentAFRICA Atlas of Our Changing Environment
AFRICA Atlas of Our Changing Environment
 
Mlhil ljr.web.285
Mlhil ljr.web.285Mlhil ljr.web.285
Mlhil ljr.web.285
 
Urban forestry chc 4
Urban forestry chc 4Urban forestry chc 4
Urban forestry chc 4
 
Almaden may 6th 2014 gilbert
Almaden may 6th 2014 gilbertAlmaden may 6th 2014 gilbert
Almaden may 6th 2014 gilbert
 
The Road to Smart Cities - Jeet Mistry
The Road to Smart Cities - Jeet MistryThe Road to Smart Cities - Jeet Mistry
The Road to Smart Cities - Jeet Mistry
 

Plus de Dietmar Offenhuber

introduction to indexical design conference 2016
introduction to indexical design conference 2016introduction to indexical design conference 2016
introduction to indexical design conference 2016Dietmar Offenhuber
 
A case for accountability-oriented design - keynote 2016 design and the city
A case for accountability-oriented design - keynote 2016 design and the cityA case for accountability-oriented design - keynote 2016 design and the city
A case for accountability-oriented design - keynote 2016 design and the cityDietmar Offenhuber
 
Sticky Data and Superstitious Patterns: Visualization beyond Cognitivism
Sticky Data and Superstitious Patterns: Visualization beyond CognitivismSticky Data and Superstitious Patterns: Visualization beyond Cognitivism
Sticky Data and Superstitious Patterns: Visualization beyond CognitivismDietmar Offenhuber
 
The pigeon in the haystack - design before and after the fact
The pigeon in the haystack - design before and after the factThe pigeon in the haystack - design before and after the fact
The pigeon in the haystack - design before and after the factDietmar Offenhuber
 
civic technologies - tools or therapy?
civic technologies - tools or therapy? civic technologies - tools or therapy?
civic technologies - tools or therapy? Dietmar Offenhuber
 
Dissertation Defense Dec. 11, Participatory Infrastructure Monitoring
Dissertation Defense Dec. 11, Participatory Infrastructure MonitoringDissertation Defense Dec. 11, Participatory Infrastructure Monitoring
Dissertation Defense Dec. 11, Participatory Infrastructure MonitoringDietmar Offenhuber
 

Plus de Dietmar Offenhuber (6)

introduction to indexical design conference 2016
introduction to indexical design conference 2016introduction to indexical design conference 2016
introduction to indexical design conference 2016
 
A case for accountability-oriented design - keynote 2016 design and the city
A case for accountability-oriented design - keynote 2016 design and the cityA case for accountability-oriented design - keynote 2016 design and the city
A case for accountability-oriented design - keynote 2016 design and the city
 
Sticky Data and Superstitious Patterns: Visualization beyond Cognitivism
Sticky Data and Superstitious Patterns: Visualization beyond CognitivismSticky Data and Superstitious Patterns: Visualization beyond Cognitivism
Sticky Data and Superstitious Patterns: Visualization beyond Cognitivism
 
The pigeon in the haystack - design before and after the fact
The pigeon in the haystack - design before and after the factThe pigeon in the haystack - design before and after the fact
The pigeon in the haystack - design before and after the fact
 
civic technologies - tools or therapy?
civic technologies - tools or therapy? civic technologies - tools or therapy?
civic technologies - tools or therapy?
 
Dissertation Defense Dec. 11, Participatory Infrastructure Monitoring
Dissertation Defense Dec. 11, Participatory Infrastructure MonitoringDissertation Defense Dec. 11, Participatory Infrastructure Monitoring
Dissertation Defense Dec. 11, Participatory Infrastructure Monitoring
 

Dernier

April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxolyaivanovalion
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxolyaivanovalion
 
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...shivangimorya083
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxMohammedJunaid861692
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceDelhi Call girls
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...SUHANI PANDEY
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxJohnnyPlasten
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz1
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...shambhavirathore45
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Researchmichael115558
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxolyaivanovalion
 
Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxfirstjob4
 

Dernier (20)

April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptx
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
 
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in  KishangarhDelhi 99530 vip 56974 Genuine Escort Service Call Girls in  Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptx
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...Determinants of health, dimensions of health, positive health and spectrum of...
Determinants of health, dimensions of health, positive health and spectrum of...
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Research
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFx
 
Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptx
 

Sorting out Cities IEEE VIS 2015

  • 1. Sorting Out Cities Dietmar Offenhuber & Ars Electronica Futurelab (Roland Haring, Peter Holzkorn, Andreas Jalsovec , Michael Mayr, Nicolas Naveau, Emiko Ogawa) Miraikan Museum, Tokyo
  • 2. Image: Miraikan – the National Museum of Emerging Science and Innovation, Tokyo.
  • 3. Metro Manila Urban Extent 1975, 1990, 2010 German Remote Sensing Data Center, German Aerospace Center
  • 4. 1. Cities are small, the globe is large 2. Global AND highly granular datasets are rare 3. Global indicators are abstract constructs
  • 5. Data - abundant or scarce? Eric Schmidt: Every 2 Days We Create As Much Information As We Did Up To 2003
  • 6. Data sources: Center for Sustainability and the Global Environment (SAGE), University of Wisconsin- Madison, Center for International Earth Science Information Network – CIESIN – Columbia University, International Food Policy Research Institute – IFPRI, the World Bank, Centro Internacional de Agricultura Tropical, Deutscher Wetterdienst, the Water Footprint Network, Global Environment Monitoring Unit – Joint Research Center (JRC), Wittgenstein Centre for Demography and Global Human Capital, United Nations, Department of Economic and Social Affairs, Population Division
  • 7. Grey Water Footprint www.waterfootprint.org Population Density, urban extent www.fao.org Wage Density (Sweden). (Charlotta Mellander, Kevin Stolarick, Zara Matheson, José Lobo)
  • 9. “even after factoring out country and year fixed effects the simple correlation between the standard deviation and mean of lights is 0.88.” Henderson, J. Vernon, Adam Storeygard, and David N. Weil. 2009. Measuring Economic Growth from Outer Space. Working Paper 15199. National Bureau of Economic Research. http://www.nber.org/papers/w15199.
  • 10. Explaining by sorting Ursus Wehrli – Tidying up Art - http://www.kunstaufraeumen.ch/en
  • 11.
  • 12. Cities occupy 3% of the earth’s land surface. If all urban areas would be combined in one large city, it would be slightly larger than the size of Europe, or about half the size of Brazil. Data: MODIS 500-m map of global urban extent — Center for Sustainability and the Global Environment (SAGE), University of Wisconsin-Madison
  • 13. 53% of the global population lives in cities; more than half of the global population lives in Southeast Asia. Data: Center for International Earth Science Information Network - CIESIN - Columbia University. 2014. Gridded Population of the World, Version 4 (GPWv4)
  • 14. In the western hemisphere, more water is used in production relative to the population density than in the eastern hemisphere. GPCC Precipitation Normals Version 2010, Global Precipitation Climatology Centre (GPCC), Deutscher Wetterdienst Hoekstra, A.Y. and Mekonnen, M.M. (2012) The water footprint of humanity, Proceedings of the National Academy of Sciences, 109(9): 3232–3237
  • 15. Over 90% of the land mass is accessible in less than two days from a major city. In the densely populated areas, cities can be reached from most places in minutes rather than hours. Travel time to major cities: A global map of Accessibility, A. Nelson, Global Environment Monitoring Unit – Joint Research Center (JRC), European Commission
  • 16.
  • 17. Video by YouTube users: Shunichi Kitamura, barmaglot0
  • 18. Sticky vs. Non-sticky data Where is meaning located - in the data or the context?
  • 19. In the context? Drucker, Johanna. 2011. “Humanities Approaches to Graphical Display.” Digital Humanities Quarterly 5 (1).
  • 20. Contact: Dietmar Offenhuber @dietoff d.offenhuber@neu.edu MFA Information Design and Visualization Northeastern University http://northeastern.edu/visualization