SlideShare ist ein Scribd-Unternehmen logo
1 von 110
Downloaden Sie, um offline zu lesen
Workspouse
CrockerHighlandsElem
entarySchool
LuisBarragan(executive)
StarTrek:Enterpriseallegedcontinuityproblems(thirdnomination)
Fairm
ontPreparatoryAcadem
y(2nd
nom
ination)
Listoffictionaltelevisionstations
Ev
Jeopardy!inpopularculture(2ndnomination)
Centralskolan,Staffanstorp
Hayah
EasternAlliance
Philadelphiamayoralelection,2007
ListofItaliandivisionsinWWII
Republican/Dem
ocratIn
Nam
e
Only
SuvalkaiRegion
CityofthePyramids
H
JoiIto
MichelleStith
Matthe
LonelySwedish(TheBumBumSong)
V7ndotcomElursrebmem
JoshuaP.Warren
Listoflargestempires(3rdnomination)
NewsMaxMedia
ReubenRestaurant
Romapeoplenationalfootballteam
(2ndnomination)
Blanketclemency
Scottishinventions
KOS-MOS
CommunityMiddleSchool
ChuckieMullins
Lasst die Daten sprechen!
Datenvisualisierung und Informations-Aesthetik
Moritz Stefaner
decoded conference // MĂźnchen, Oktober 2010
Moritz Stefaner
1998 – 2002
2002 – 2005
2005 – 2007
2007 – 2009
2004 –
Web designer
BSc Cognitive Science
MA Interface Design
Research assistant FH Potsdam
Freelance information visualizer
working for Skype, World Economic Forum, dpa, Yahoo…
DATA VISUALIZATION &
INFORMATION AESTHETICS
PAST, PRESENT, FUTURE
~ 6000BC: early maps
First quantitative abstractionsKirkuk, Iraque. The original was
carved in stone.
Herodotus. Anaximander of
Miletus (c.610BC-546BC).
c. 950
First known record of showing
variables graphically
(position of the sun, moon and
planets during the year).
c. 1350
The French Bishop Nicole Oresme
(1323-1382) proposes the use of bar
graphics to demonstrate a variable
that depends on another value.
M Denis and MJ Friendly : “Milestones in the History of Data Visualization”
14th century: Abraham Cresques
~1500: Leonardo da Vinci
Yay! The rst pie chart! (Playfair 1801)
19th century: The golden age of infographics
19th century: The golden age of infographics
datavis.ca/milestones
Otto Neurath
John Tukey: Exploratory data analysis
John Tukey et al: PRIM-9 system (1972)
Open Street maps: One year of edits (2008) ITO WORLD
“INFOPORN” density design lab for wired.it
http://manyeyes.com
1HR IN FRONT OF THE TV http://www.flickr.com/photos/the_bumblebee/2229041742/sizes/o/
Microsoft: Sustainability (vision video, 2009) http://ohhello.tv/index.php/work/view/microsoft_sustainability/
PROJECTS
well–formed.eigenfactor
X by Y
revisit
map your moves
well-formed.eigenfactor
Moritz Stefaner & Eigenfactor Team, 2009 | http://well-formed.eigenfactor.org
Demos
Demos
Demos
Demos
Hierarchical Edge Bundling
Danny Holten: Hierarchical Edge Bundles: Visualization of Adjacency Relations in Hierarchical Data, IEEE Transactions on
Visualization and Computer Graphics, Vol. 12, No. 5, September/October 2006
Danny Holten and Jarke J. van Wijk: Force-Directed Edge Bundling for Graph Visualization, Eurographics/ IEEE-VGTC
Symposium on Visualization 2009, Volume 28 (2009), Number 3
Visual tweaks
X by Y
http://moritz.stefaner.eu/projects/x-by-y/
First guesses of what might be interesting
Ein-
reichung
X
Ein-
reichung
X
X
X
X
X
Winner?
Winner?
Keywords
XKategorie
Jahr X
X XXLand
XAutor XX
KeywordsKategorieJahrLandAutor
What’s in the databases http://well-formed-data.net/archives/306/dbcounter-quick-visual-database-stats
Wattenberg. A Note on Space-Filling Visualizations and Space-Filling Curves .
!
!
!"#$%&'E)'F1"D#'.D'345$%6&'A+'5%&.A&'.':"#1.;'<./)'
'
'
Looking at Data Through the Eyes of Experts
/Theory/In/Practice
Beautiful
Visualization
Edited by
Julie Steele
& Noah Iliinsky
Revisit
http://moritz.stefaner.eu/projects/revisit-twitter-visualization/
SOCIALCOLLIDER.NET Sascha Pohflepp & Toxi | http://socialcollider.net/
Map your moves
Hermann Zschiegner | http://www.two-n.com
http://www.a-stranger.com/
http://www.scottleta.com/
EXPLORATION >< EXPLANATION
“The pure and simple truth is
rarely pure and
never simple.”
Oscar Wilde
New York Times graphics http://www.nytimes.com/interactive/2010/02/02/us/politics/
Segel and Heer. Narrative Visualization: Telling Stories with Data.
ucture
ation structure be-
approach, initially
ns, or written articles to introduce the vi-
no text is used at all, as the visualization
ing default view or annotations. Once the
is complete, the visualization opens up to
the user is free to interactively explore the
es a martini glass, with the stem represent-
driven narrative and the widening mouth
he available paths made possible through
Using this image, we can think of varying
ion, observation, article) as corresponding
ort, long), and varying degrees of reader-
path-choosing) corresponding to different
ese permutations, the general structure re-
es a martini glass, with the stem represent-
driven narrative and the widening mouth
he available paths made possible through
Using this image, we can think of varying
ion, observation, article) as corresponding
ort, long), and varying degrees of reader-
path-choosing) corresponding to different
se permutations, the general structure re-
or-driven narrative functioning rst, then
reader-driven interactions. The authoring
jumping off point for the reader’s interac-
ations, and themes suggesting the types of
re on his own. This structure is the most
ive visualizations we examined.
how
tructure follows a
t incorporates in-
in the connes of each slide. This structure
xplore particular points of the presentation
next stage of the story. We saw this struc-
yle, again communicating author-intended
g the user to interact with the display.
work well with both complex datasets and
atasets, this structure allows the author to
a-dimensions and manipulations step-by-
ser only moves forward in the presentation
nd allows the user to repeat steps if desired.
s format allows the author to draw discrete
nt story segments, similar to a cut in lm.
alization structure
nd then allows the
cular instances of that theme to reveal addi-
es. For instance, the theme might be “His-
1] and the visualization will allow the user
r bear market to learn more about its his-
North Korean Prison Camps” [A38] may
e about individual camps by clicking on a
p. This structure puts more emphasis on the
ting the user dictate what stories are told
Martini glass structure
Drill–down story
Interactive slideshow
relevance
function
integrity
form
Information
Design
Based on a draft by David McCandless
acquire parse lter mine represent rene interact
COMPUTER SCIENCE STATISTICS VISUAL DESIGN UI DESIGN
Based on Ben Fry’s PhD Thesis: Computational Information Design
acquire parse lter mine represent rene interact
COMPUTER SCIENCE STATISTICS VISUAL DESIGN UI DESIGN
Mind Sketch
create
read
Based on an illustration in Bill Buxton: Sketching User Experiences
moritz.stefaner.eu
infosthetics.com
flowingdata.com
Thanks!
Q?
A!
http://moritz.stefaner.eu

Weitere ähnliche Inhalte

Andere mochten auch

Strategy design
Strategy designStrategy design
Strategy design
Sue Murdoch
 
Mastering Customer Data on Apache Spark
Mastering Customer Data on Apache SparkMastering Customer Data on Apache Spark
Mastering Customer Data on Apache Spark
Caserta
 
Introduction to Dublin Core Metadata
Introduction to Dublin Core MetadataIntroduction to Dublin Core Metadata
Introduction to Dublin Core Metadata
Hannes Ebner
 
Real-World Data Governance: Master Data Management & Data Governance
Real-World Data Governance: Master Data Management & Data GovernanceReal-World Data Governance: Master Data Management & Data Governance
Real-World Data Governance: Master Data Management & Data Governance
DATAVERSITY
 
An overview of Neo4j Internals
An overview of Neo4j InternalsAn overview of Neo4j Internals
An overview of Neo4j Internals
Tobias Lindaaker
 

Andere mochten auch (20)

Neo4j the Anti Crime Database
Neo4j the Anti Crime DatabaseNeo4j the Anti Crime Database
Neo4j the Anti Crime Database
 
Neo4j GraphTalks Panama Papers
Neo4j GraphTalks Panama PapersNeo4j GraphTalks Panama Papers
Neo4j GraphTalks Panama Papers
 
Neo4j PartnerDay Amsterdam 2017
Neo4j PartnerDay Amsterdam 2017Neo4j PartnerDay Amsterdam 2017
Neo4j PartnerDay Amsterdam 2017
 
Strategy design
Strategy designStrategy design
Strategy design
 
raph Databases with Neo4j – Emil Eifrem
raph Databases with Neo4j – Emil Eifremraph Databases with Neo4j – Emil Eifrem
raph Databases with Neo4j – Emil Eifrem
 
Museo Torino - un esempio reale d'uso di NOSQL-GraphDB, Linked Data e Web Sem...
Museo Torino - un esempio reale d'uso di NOSQL-GraphDB, Linked Data e Web Sem...Museo Torino - un esempio reale d'uso di NOSQL-GraphDB, Linked Data e Web Sem...
Museo Torino - un esempio reale d'uso di NOSQL-GraphDB, Linked Data e Web Sem...
 
Presentatie Marktonderzoek
Presentatie MarktonderzoekPresentatie Marktonderzoek
Presentatie Marktonderzoek
 
Graph db
Graph dbGraph db
Graph db
 
AWS Summit London 2014 | Improving Availability and Lowering Costs (300)
AWS Summit London 2014 | Improving Availability and Lowering Costs (300)AWS Summit London 2014 | Improving Availability and Lowering Costs (300)
AWS Summit London 2014 | Improving Availability and Lowering Costs (300)
 
Graphs in the Real World
Graphs in the Real WorldGraphs in the Real World
Graphs in the Real World
 
Mastering Customer Data on Apache Spark
Mastering Customer Data on Apache SparkMastering Customer Data on Apache Spark
Mastering Customer Data on Apache Spark
 
Introduction to Dublin Core Metadata
Introduction to Dublin Core MetadataIntroduction to Dublin Core Metadata
Introduction to Dublin Core Metadata
 
Graph Databases for Master Data Management
Graph Databases for Master Data ManagementGraph Databases for Master Data Management
Graph Databases for Master Data Management
 
Real-World Data Governance: Master Data Management & Data Governance
Real-World Data Governance: Master Data Management & Data GovernanceReal-World Data Governance: Master Data Management & Data Governance
Real-World Data Governance: Master Data Management & Data Governance
 
Metadata an overview
Metadata an overviewMetadata an overview
Metadata an overview
 
An overview of Neo4j Internals
An overview of Neo4j InternalsAn overview of Neo4j Internals
An overview of Neo4j Internals
 
The Five Graphs of Government: How Federal Agencies can Utilize Graph Technology
The Five Graphs of Government: How Federal Agencies can Utilize Graph TechnologyThe Five Graphs of Government: How Federal Agencies can Utilize Graph Technology
The Five Graphs of Government: How Federal Agencies can Utilize Graph Technology
 
Intro to Neo4j and Graph Databases
Intro to Neo4j and Graph DatabasesIntro to Neo4j and Graph Databases
Intro to Neo4j and Graph Databases
 
Seven building blocks for MDM
Seven building blocks for MDMSeven building blocks for MDM
Seven building blocks for MDM
 
GraphTalks Rome - Selecting the right Technology
GraphTalks Rome - Selecting the right TechnologyGraphTalks Rome - Selecting the right Technology
GraphTalks Rome - Selecting the right Technology
 

Ähnlich wie Lasst die Daten sprechen

Henry Story: Philosophy and the Social Web
Henry Story: Philosophy and the Social WebHenry Story: Philosophy and the Social Web
Henry Story: Philosophy and the Social Web
PhiloWeb
 
Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...
Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...
Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...
gfatima
 

Ähnlich wie Lasst die Daten sprechen (20)

The Navigation Layer - Making Sense Of It All
The Navigation Layer - Making Sense Of It AllThe Navigation Layer - Making Sense Of It All
The Navigation Layer - Making Sense Of It All
 
Lithography In Society
Lithography In SocietyLithography In Society
Lithography In Society
 
SchemaCMD - An XML-based storage schema for the compilation of mixed-source C...
SchemaCMD - An XML-based storage schema for the compilation of mixed-source C...SchemaCMD - An XML-based storage schema for the compilation of mixed-source C...
SchemaCMD - An XML-based storage schema for the compilation of mixed-source C...
 
Recommandation sociale : filtrage collaboratif et par le contenu
Recommandation sociale : filtrage collaboratif et par le contenuRecommandation sociale : filtrage collaboratif et par le contenu
Recommandation sociale : filtrage collaboratif et par le contenu
 
How Data Visualization Enhances the News
How Data Visualization Enhances the NewsHow Data Visualization Enhances the News
How Data Visualization Enhances the News
 
TFS Talk by Hackathorn 20100527 v2
TFS Talk by Hackathorn 20100527 v2TFS Talk by Hackathorn 20100527 v2
TFS Talk by Hackathorn 20100527 v2
 
Musstanser Avanzament 4 (Final No Animation)
Musstanser   Avanzament 4 (Final   No Animation)Musstanser   Avanzament 4 (Final   No Animation)
Musstanser Avanzament 4 (Final No Animation)
 
Tollan xicocotitlan a reconstructed city by augmented reality ( extended )
Tollan xicocotitlan  a reconstructed city by augmented reality ( extended )Tollan xicocotitlan  a reconstructed city by augmented reality ( extended )
Tollan xicocotitlan a reconstructed city by augmented reality ( extended )
 
Henry Story: Philosophy and the Social Web
Henry Story: Philosophy and the Social WebHenry Story: Philosophy and the Social Web
Henry Story: Philosophy and the Social Web
 
A Survey of Annotation Tools for Lecture Materials
A Survey of Annotation Tools for Lecture MaterialsA Survey of Annotation Tools for Lecture Materials
A Survey of Annotation Tools for Lecture Materials
 
Fsu Essay Examples.pdf
Fsu Essay Examples.pdfFsu Essay Examples.pdf
Fsu Essay Examples.pdf
 
Sight, Sound, Numbers & Us: Data Visualization + Data Sonification = Data Acc...
Sight, Sound, Numbers & Us: Data Visualization + Data Sonification = Data Acc...Sight, Sound, Numbers & Us: Data Visualization + Data Sonification = Data Acc...
Sight, Sound, Numbers & Us: Data Visualization + Data Sonification = Data Acc...
 
Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...
Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...
Technology Enabled Identity Within Virtual Worlds And Implications For Our Fu...
 
Striving to Demystify Bayesian Computational Modelling
Striving to Demystify Bayesian Computational ModellingStriving to Demystify Bayesian Computational Modelling
Striving to Demystify Bayesian Computational Modelling
 
An Architecture For Character-Mediated Interactive Presentations
An Architecture For Character-Mediated Interactive PresentationsAn Architecture For Character-Mediated Interactive Presentations
An Architecture For Character-Mediated Interactive Presentations
 
NITLE IT Leaders 2009: Emerging Technologies in a Submerging Economy
NITLE IT Leaders 2009: Emerging Technologies in a Submerging EconomyNITLE IT Leaders 2009: Emerging Technologies in a Submerging Economy
NITLE IT Leaders 2009: Emerging Technologies in a Submerging Economy
 
Open : Data : Culture
Open : Data : CultureOpen : Data : Culture
Open : Data : Culture
 
Beyond the Black Box: Data Visualisation
Beyond the Black Box: Data VisualisationBeyond the Black Box: Data Visualisation
Beyond the Black Box: Data Visualisation
 
Critical Network Mapping, Burak Arikan talk at Eyeo2014, Minneapolis
Critical Network Mapping, Burak Arikan talk at Eyeo2014, MinneapolisCritical Network Mapping, Burak Arikan talk at Eyeo2014, Minneapolis
Critical Network Mapping, Burak Arikan talk at Eyeo2014, Minneapolis
 
Presentation for Research Methods class
Presentation for Research Methods classPresentation for Research Methods class
Presentation for Research Methods class
 

KĂźrzlich hochgeladen

Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...
Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...
Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...
gajnagarg
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
dollysharma2066
 
Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)
amitlee9823
 
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
SUHANI PANDEY
 
➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men 🔝jhansi🔝 Escorts S...
➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men  🔝jhansi🔝   Escorts S...➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men  🔝jhansi🔝   Escorts S...
➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men 🔝jhansi🔝 Escorts S...
amitlee9823
 
Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
amitlee9823
 
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
instagramfab782445
 
Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...
Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...
Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...
amitlee9823
 

KĂźrzlich hochgeladen (20)

call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
 
Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...
Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...
Just Call Vip call girls Etawah Escorts ☎️9352988975 Two shot with one girl (...
 
WhatsApp Chat: 📞 8617697112 Call Girl Baran is experienced
WhatsApp Chat: 📞 8617697112 Call Girl Baran is experiencedWhatsApp Chat: 📞 8617697112 Call Girl Baran is experienced
WhatsApp Chat: 📞 8617697112 Call Girl Baran is experienced
 
Lecture 01 Introduction To Multimedia.pptx
Lecture 01 Introduction To Multimedia.pptxLecture 01 Introduction To Multimedia.pptx
Lecture 01 Introduction To Multimedia.pptx
 
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
 
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Basapura ☎ 7737669865☎ Book Your One night Stand (Bangalore)
 
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfJordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
 
Gamestore case study UI UX by Amgad Ibrahim
Gamestore case study UI UX by Amgad IbrahimGamestore case study UI UX by Amgad Ibrahim
Gamestore case study UI UX by Amgad Ibrahim
 
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
 
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
 
Sweety Planet Packaging Design Process Book.pptx
Sweety Planet Packaging Design Process Book.pptxSweety Planet Packaging Design Process Book.pptx
Sweety Planet Packaging Design Process Book.pptx
 
➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men 🔝jhansi🔝 Escorts S...
➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men  🔝jhansi🔝   Escorts S...➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men  🔝jhansi🔝   Escorts S...
➥🔝 7737669865 🔝▻ jhansi Call-girls in Women Seeking Men 🔝jhansi🔝 Escorts S...
 
Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
Jigani Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Bangal...
 
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
 
Hire 💕 8617697112 Meerut Call Girls Service Call Girls Agency
Hire 💕 8617697112 Meerut Call Girls Service Call Girls AgencyHire 💕 8617697112 Meerut Call Girls Service Call Girls Agency
Hire 💕 8617697112 Meerut Call Girls Service Call Girls Agency
 
Q4-W4-SCIENCE-5 power point presentation
Q4-W4-SCIENCE-5 power point presentationQ4-W4-SCIENCE-5 power point presentation
Q4-W4-SCIENCE-5 power point presentation
 
Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...
Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...
Whitefield Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Ba...
 
Sector 104, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 104, Noida Call girls :8448380779 Model Escorts | 100% verifiedSector 104, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 104, Noida Call girls :8448380779 Model Escorts | 100% verified
 

Lasst die Daten sprechen