SlideShare a Scribd company logo
1 of 14
Leveraging NodeXL 
for Visualization 
of Social Network Data 
Visualizing Social Data with Twitter, MapBox, and NodeXL 
C. Scott Dempwolf, PhD 
Research Assistant Professor 
& Director 
Social Data and Analytics Meetup 
The Washington Post 
August 19, , 2014 
UMD – Morgan State 
Center for Economic Development
Who are you ? 
(and why are you staring at me?) 
Who you were yesterday… Who you are today…
Who am I? 
(and how did I get here?) 
• At UMD since 2007 
– 2007 – 1012 PhD student 
– 2012 - Research Asst. 
Professor 
• Using NodeXL since 2011 
• Uses of Social Network 
Analysis in Planning 
• Focus on innovation & 
economic development
Social Network Theory 
In one slide 
• Central tenet 
– Social structure emerges from 
– the aggregate of relationships (ties) 
– among members of a population 
• Phenomena of interest 
– Emergence of cliques and clusters 
– from patterns of relationships 
– Centrality (core), periphery (isolates), 
– betweenness 
• Methods 
– Surveys, interviews, observations, 
log file analysis, computational 
analysis of matrices 
(Hampton &Wellman, 1999; Paolillo, 2001; Wellman, 2001) 
http://en.wikipedia.org/wiki/Social_network 
Source: Richards, W. 
(1986). The NEGOPY 
network analysis 
program. Burnaby, BC: 
Department of 
Communication, Simon 
Fraser University. pp.7- 
16
OK… two slides 
• Node 
– “actor” on which relationships act; 1-mode versus 2-mode networks 
• Edge 
– Relationship connecting nodes; can be directional 
• Cohesive Sub-Group 
– Well-connected group; clique; cluster 
• Key Metrics 
– Centrality (group or individual measure) 
A B D E 
• Number of direct connections that individuals have with others in the group (usually look at 
incoming connections only) 
• Measure at the individual node or group level 
– Cohesion (group measure) 
• Ease with which a network can connect 
• Aggregate measure of shortest path between each node pair at network level reflects 
average distance 
– Density (group measure) 
• Robustness of the network 
• Number of connections that exist in the group out of 100% possible 
– Betweenness (individual measure) 
• # shortest paths between each node pair that a node is on 
• Measure at the individual node level 
• Node roles 
C 
– Peripheral – below average centrality 
– Central connector – above average centrality 
– Broker – above average betweenness 
D 
E 
E 
D 
F 
A 
B C 
H 
G 
I
Why I Use NodeXL 
Built on Excel 
Easy to learn 
User friendly 
Flexible 
FREE* 
Community of users
Using NodeXL to Analyze 
Innovation Networks
Using NodeXL to Analyze 
Innovation Networks
Visualizing CrunchBase Data 
Global Capital Flows Accelerators, Investors & Startups
Why networks & technology matter 
• Startups need to be seeded into 
strong clusters 
• Clusters have strong connections to 
markets, supply chains and talent 
pools 
• Clusters form around technologies 
• Capital flows around technologies
What about social media?
6 Kinds of Twitter Networks
Cool pictures but so what? 
The network you have 
The network you want
What Now? 
Contemplate your hashtags Get started with NodeXL 
Thanks to Marc Smith for letting me cannibalize his slides

More Related Content

What's hot

Social network analysis intro part I
Social network analysis intro part ISocial network analysis intro part I
Social network analysis intro part ITHomas Plotkowiak
 
Initiating a Network Effect in a Social Network - A Facebook Experiment
Initiating a Network Effect in a Social Network - A Facebook ExperimentInitiating a Network Effect in a Social Network - A Facebook Experiment
Initiating a Network Effect in a Social Network - A Facebook ExperimentNasri Messarra
 
Three networks walk into a bar...
Three networks walk into a bar...Three networks walk into a bar...
Three networks walk into a bar...Clay Spinuzzi
 
Social Network Analysis - an Introduction (minus the Maths)
Social Network Analysis - an Introduction (minus the Maths)Social Network Analysis - an Introduction (minus the Maths)
Social Network Analysis - an Introduction (minus the Maths)Katy Jordan
 
Information technology capabilities for digital social networks
Information technology capabilities for digital social networksInformation technology capabilities for digital social networks
Information technology capabilities for digital social networkscamillegrange
 
Analysis of Overlapping Communities in Signed Complex Networks
Analysis of Overlapping Communities in Signed Complex NetworksAnalysis of Overlapping Communities in Signed Complex Networks
Analysis of Overlapping Communities in Signed Complex NetworksMohsen Shahriari
 
2009 Node XL Overview: Social Network Analysis in Excel 2007
2009 Node XL Overview: Social Network Analysis in Excel 20072009 Node XL Overview: Social Network Analysis in Excel 2007
2009 Node XL Overview: Social Network Analysis in Excel 2007Marc Smith
 
Woodland Owner Networks and Peer-to-Peer Learning
Woodland Owner Networks and Peer-to-Peer LearningWoodland Owner Networks and Peer-to-Peer Learning
Woodland Owner Networks and Peer-to-Peer LearningEli Sagor
 
An Introduction to Network Theory
An Introduction to Network TheoryAn Introduction to Network Theory
An Introduction to Network TheorySocialphysicist
 
CfP International Network Confernce Inc2010
CfP International Network Confernce Inc2010CfP International Network Confernce Inc2010
CfP International Network Confernce Inc2010schilkes
 
Social Network Analysis (SNA) 2018
Social Network Analysis  (SNA) 2018Social Network Analysis  (SNA) 2018
Social Network Analysis (SNA) 2018Arsalan Khan
 
System dynamics prof nagurney
System dynamics prof nagurneySystem dynamics prof nagurney
System dynamics prof nagurneyHouw Liong The
 
Social Network Analysis Workshop
Social Network Analysis WorkshopSocial Network Analysis Workshop
Social Network Analysis WorkshopData Works MD
 
LAK13 Tutorial Social Network Analysis 4 Learning Analytics
LAK13 Tutorial Social Network Analysis 4 Learning AnalyticsLAK13 Tutorial Social Network Analysis 4 Learning Analytics
LAK13 Tutorial Social Network Analysis 4 Learning Analyticsgoehnert
 

What's hot (20)

Flight MH370 community structure
Flight MH370 community structureFlight MH370 community structure
Flight MH370 community structure
 
Realff wires-ict2013-final [modalità compatibilità]
Realff wires-ict2013-final [modalità compatibilità]Realff wires-ict2013-final [modalità compatibilità]
Realff wires-ict2013-final [modalità compatibilità]
 
Social network analysis
Social network analysisSocial network analysis
Social network analysis
 
Social network analysis intro part I
Social network analysis intro part ISocial network analysis intro part I
Social network analysis intro part I
 
Initiating a Network Effect in a Social Network - A Facebook Experiment
Initiating a Network Effect in a Social Network - A Facebook ExperimentInitiating a Network Effect in a Social Network - A Facebook Experiment
Initiating a Network Effect in a Social Network - A Facebook Experiment
 
02 Descriptive Statistics (2017)
02 Descriptive Statistics (2017)02 Descriptive Statistics (2017)
02 Descriptive Statistics (2017)
 
Linked Data Selectors
Linked Data SelectorsLinked Data Selectors
Linked Data Selectors
 
Three networks walk into a bar...
Three networks walk into a bar...Three networks walk into a bar...
Three networks walk into a bar...
 
Social Network Analysis - an Introduction (minus the Maths)
Social Network Analysis - an Introduction (minus the Maths)Social Network Analysis - an Introduction (minus the Maths)
Social Network Analysis - an Introduction (minus the Maths)
 
Information technology capabilities for digital social networks
Information technology capabilities for digital social networksInformation technology capabilities for digital social networks
Information technology capabilities for digital social networks
 
Analysis of Overlapping Communities in Signed Complex Networks
Analysis of Overlapping Communities in Signed Complex NetworksAnalysis of Overlapping Communities in Signed Complex Networks
Analysis of Overlapping Communities in Signed Complex Networks
 
2009 Node XL Overview: Social Network Analysis in Excel 2007
2009 Node XL Overview: Social Network Analysis in Excel 20072009 Node XL Overview: Social Network Analysis in Excel 2007
2009 Node XL Overview: Social Network Analysis in Excel 2007
 
Woodland Owner Networks and Peer-to-Peer Learning
Woodland Owner Networks and Peer-to-Peer LearningWoodland Owner Networks and Peer-to-Peer Learning
Woodland Owner Networks and Peer-to-Peer Learning
 
An Introduction to Network Theory
An Introduction to Network TheoryAn Introduction to Network Theory
An Introduction to Network Theory
 
topol05
topol05topol05
topol05
 
CfP International Network Confernce Inc2010
CfP International Network Confernce Inc2010CfP International Network Confernce Inc2010
CfP International Network Confernce Inc2010
 
Social Network Analysis (SNA) 2018
Social Network Analysis  (SNA) 2018Social Network Analysis  (SNA) 2018
Social Network Analysis (SNA) 2018
 
System dynamics prof nagurney
System dynamics prof nagurneySystem dynamics prof nagurney
System dynamics prof nagurney
 
Social Network Analysis Workshop
Social Network Analysis WorkshopSocial Network Analysis Workshop
Social Network Analysis Workshop
 
LAK13 Tutorial Social Network Analysis 4 Learning Analytics
LAK13 Tutorial Social Network Analysis 4 Learning AnalyticsLAK13 Tutorial Social Network Analysis 4 Learning Analytics
LAK13 Tutorial Social Network Analysis 4 Learning Analytics
 

Similar to Social Media Analytics Meetup

2010 june - personal democracy forum - marc smith - mapping political socia...
2010   june - personal democracy forum - marc smith - mapping political socia...2010   june - personal democracy forum - marc smith - mapping political socia...
2010 june - personal democracy forum - marc smith - mapping political socia...Marc Smith
 
20111103 con tech2011-marc smith
20111103 con tech2011-marc smith20111103 con tech2011-marc smith
20111103 con tech2011-marc smithMarc Smith
 
20120301 strata-marc smith-mapping social media networks with no coding using...
20120301 strata-marc smith-mapping social media networks with no coding using...20120301 strata-marc smith-mapping social media networks with no coding using...
20120301 strata-marc smith-mapping social media networks with no coding using...Marc Smith
 
LSS'11: Charting Collections Of Connections In Social Media
LSS'11: Charting Collections Of Connections In Social MediaLSS'11: Charting Collections Of Connections In Social Media
LSS'11: Charting Collections Of Connections In Social MediaLocal Social Summit
 
2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...
2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...
2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...NUI Galway
 
20121010 marc smith - mapping collections of connections in social media with...
20121010 marc smith - mapping collections of connections in social media with...20121010 marc smith - mapping collections of connections in social media with...
20121010 marc smith - mapping collections of connections in social media with...Marc Smith
 
Organisational Network Analysis and Enterprise Architecture
Organisational Network Analysis and Enterprise ArchitectureOrganisational Network Analysis and Enterprise Architecture
Organisational Network Analysis and Enterprise ArchitectureNicole Mathison
 
2013 NodeXL Social Media Network Analysis
2013 NodeXL Social Media Network Analysis2013 NodeXL Social Media Network Analysis
2013 NodeXL Social Media Network AnalysisMarc Smith
 
20111123 mwa2011-marc smith
20111123 mwa2011-marc smith20111123 mwa2011-marc smith
20111123 mwa2011-marc smithMarc Smith
 
Social Network Analysis & an Introduction to Tools
Social Network Analysis & an Introduction to ToolsSocial Network Analysis & an Introduction to Tools
Social Network Analysis & an Introduction to ToolsPatti Anklam
 
20121001 pawcon 2012-marc smith - mapping collections of connections in socia...
20121001 pawcon 2012-marc smith - mapping collections of connections in socia...20121001 pawcon 2012-marc smith - mapping collections of connections in socia...
20121001 pawcon 2012-marc smith - mapping collections of connections in socia...Marc Smith
 
20120622 web sci12-won-marc smith-semantic and social network analysis of …
20120622 web sci12-won-marc smith-semantic and social network analysis of …20120622 web sci12-won-marc smith-semantic and social network analysis of …
20120622 web sci12-won-marc smith-semantic and social network analysis of …Marc Smith
 
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc SmithMarc Smith
 
Exploring Social Media with NodeXL
Exploring Social Media with NodeXL Exploring Social Media with NodeXL
Exploring Social Media with NodeXL Shalin Hai-Jew
 
2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network AnalysisMarc Smith
 
Big Data Analytics : A Social Network Approach
Big Data Analytics : A Social Network ApproachBig Data Analytics : A Social Network Approach
Big Data Analytics : A Social Network ApproachAndry Alamsyah
 
Social network analysis for modeling & tuning social media website
Social network analysis for modeling & tuning social media websiteSocial network analysis for modeling & tuning social media website
Social network analysis for modeling & tuning social media websiteEdward B. Rockower
 
Influencing the MOOC agenda - analysis of #MOOC Twitter Data
Influencing the MOOC agenda - analysis of #MOOC Twitter Data  Influencing the MOOC agenda - analysis of #MOOC Twitter Data
Influencing the MOOC agenda - analysis of #MOOC Twitter Data Mairéad Nic Giolla Mhichíl
 

Similar to Social Media Analytics Meetup (20)

2010 june - personal democracy forum - marc smith - mapping political socia...
2010   june - personal democracy forum - marc smith - mapping political socia...2010   june - personal democracy forum - marc smith - mapping political socia...
2010 june - personal democracy forum - marc smith - mapping political socia...
 
20111103 con tech2011-marc smith
20111103 con tech2011-marc smith20111103 con tech2011-marc smith
20111103 con tech2011-marc smith
 
20120301 strata-marc smith-mapping social media networks with no coding using...
20120301 strata-marc smith-mapping social media networks with no coding using...20120301 strata-marc smith-mapping social media networks with no coding using...
20120301 strata-marc smith-mapping social media networks with no coding using...
 
LSS'11: Charting Collections Of Connections In Social Media
LSS'11: Charting Collections Of Connections In Social MediaLSS'11: Charting Collections Of Connections In Social Media
LSS'11: Charting Collections Of Connections In Social Media
 
2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...
2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...
2014.02.26 Network Data Analytics ..Organizing intra-organizational networks ...
 
20121010 marc smith - mapping collections of connections in social media with...
20121010 marc smith - mapping collections of connections in social media with...20121010 marc smith - mapping collections of connections in social media with...
20121010 marc smith - mapping collections of connections in social media with...
 
Organisational Network Analysis and Enterprise Architecture
Organisational Network Analysis and Enterprise ArchitectureOrganisational Network Analysis and Enterprise Architecture
Organisational Network Analysis and Enterprise Architecture
 
2013 NodeXL Social Media Network Analysis
2013 NodeXL Social Media Network Analysis2013 NodeXL Social Media Network Analysis
2013 NodeXL Social Media Network Analysis
 
20111123 mwa2011-marc smith
20111123 mwa2011-marc smith20111123 mwa2011-marc smith
20111123 mwa2011-marc smith
 
Social Network Analysis & an Introduction to Tools
Social Network Analysis & an Introduction to ToolsSocial Network Analysis & an Introduction to Tools
Social Network Analysis & an Introduction to Tools
 
20121001 pawcon 2012-marc smith - mapping collections of connections in socia...
20121001 pawcon 2012-marc smith - mapping collections of connections in socia...20121001 pawcon 2012-marc smith - mapping collections of connections in socia...
20121001 pawcon 2012-marc smith - mapping collections of connections in socia...
 
Methods and Tools for Facilitating Social Participation
Methods and Tools for Facilitating Social ParticipationMethods and Tools for Facilitating Social Participation
Methods and Tools for Facilitating Social Participation
 
20120622 web sci12-won-marc smith-semantic and social network analysis of …
20120622 web sci12-won-marc smith-semantic and social network analysis of …20120622 web sci12-won-marc smith-semantic and social network analysis of …
20120622 web sci12-won-marc smith-semantic and social network analysis of …
 
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
 
Exploring Social Media with NodeXL
Exploring Social Media with NodeXL Exploring Social Media with NodeXL
Exploring Social Media with NodeXL
 
2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis
 
Big Data Analytics : A Social Network Approach
Big Data Analytics : A Social Network ApproachBig Data Analytics : A Social Network Approach
Big Data Analytics : A Social Network Approach
 
Social network analysis for modeling & tuning social media website
Social network analysis for modeling & tuning social media websiteSocial network analysis for modeling & tuning social media website
Social network analysis for modeling & tuning social media website
 
Oess NCRM Festival
Oess NCRM FestivalOess NCRM Festival
Oess NCRM Festival
 
Influencing the MOOC agenda - analysis of #MOOC Twitter Data
Influencing the MOOC agenda - analysis of #MOOC Twitter Data  Influencing the MOOC agenda - analysis of #MOOC Twitter Data
Influencing the MOOC agenda - analysis of #MOOC Twitter Data
 

More from Scott Dempwolf

rs425-Innovation-Accelerators-Report-FINAL
rs425-Innovation-Accelerators-Report-FINALrs425-Innovation-Accelerators-Report-FINAL
rs425-Innovation-Accelerators-Report-FINALScott Dempwolf
 
Nih dempwolf 20160408-v4
Nih dempwolf 20160408-v4Nih dempwolf 20160408-v4
Nih dempwolf 20160408-v4Scott Dempwolf
 
STI Sequences, Innovation Networks, and Accelerators
STI Sequences, Innovation Networks, and AcceleratorsSTI Sequences, Innovation Networks, and Accelerators
STI Sequences, Innovation Networks, and AcceleratorsScott Dempwolf
 
Network Models of Regional Innovation Clusters and their Impact on Economic G...
Network Models of Regional Innovation Clusters and their Impact on Economic G...Network Models of Regional Innovation Clusters and their Impact on Economic G...
Network Models of Regional Innovation Clusters and their Impact on Economic G...Scott Dempwolf
 

More from Scott Dempwolf (6)

rs425-Innovation-Accelerators-Report-FINAL
rs425-Innovation-Accelerators-Report-FINALrs425-Innovation-Accelerators-Report-FINAL
rs425-Innovation-Accelerators-Report-FINAL
 
Iled process 20160330
Iled process 20160330Iled process 20160330
Iled process 20160330
 
Eda dempwolf
Eda dempwolfEda dempwolf
Eda dempwolf
 
Nih dempwolf 20160408-v4
Nih dempwolf 20160408-v4Nih dempwolf 20160408-v4
Nih dempwolf 20160408-v4
 
STI Sequences, Innovation Networks, and Accelerators
STI Sequences, Innovation Networks, and AcceleratorsSTI Sequences, Innovation Networks, and Accelerators
STI Sequences, Innovation Networks, and Accelerators
 
Network Models of Regional Innovation Clusters and their Impact on Economic G...
Network Models of Regional Innovation Clusters and their Impact on Economic G...Network Models of Regional Innovation Clusters and their Impact on Economic G...
Network Models of Regional Innovation Clusters and their Impact on Economic G...
 

Recently uploaded

Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...amitlee9823
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...only4webmaster01
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...amitlee9823
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men 🔝mahisagar🔝 Esc...
➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men  🔝mahisagar🔝   Esc...➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men  🔝mahisagar🔝   Esc...
➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men 🔝mahisagar🔝 Esc...amitlee9823
 
hybrid Seed Production In Chilli & Capsicum.pptx
hybrid Seed Production In Chilli & Capsicum.pptxhybrid Seed Production In Chilli & Capsicum.pptx
hybrid Seed Production In Chilli & Capsicum.pptx9to5mart
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNKTimothy Spann
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...
➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...
➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...amitlee9823
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...amitlee9823
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% SecurePooja Nehwal
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Delhi Call girls
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Pooja Nehwal
 
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
 

Recently uploaded (20)

Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
 
➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men 🔝mahisagar🔝 Esc...
➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men  🔝mahisagar🔝   Esc...➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men  🔝mahisagar🔝   Esc...
➥🔝 7737669865 🔝▻ mahisagar Call-girls in Women Seeking Men 🔝mahisagar🔝 Esc...
 
hybrid Seed Production In Chilli & Capsicum.pptx
hybrid Seed Production In Chilli & Capsicum.pptxhybrid Seed Production In Chilli & Capsicum.pptx
hybrid Seed Production In Chilli & Capsicum.pptx
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...
➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men  🔝malwa🔝   Escorts Ser...
➥🔝 7737669865 🔝▻ malwa Call-girls in Women Seeking Men 🔝malwa🔝 Escorts Ser...
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
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...
 

Social Media Analytics Meetup

  • 1. Leveraging NodeXL for Visualization of Social Network Data Visualizing Social Data with Twitter, MapBox, and NodeXL C. Scott Dempwolf, PhD Research Assistant Professor & Director Social Data and Analytics Meetup The Washington Post August 19, , 2014 UMD – Morgan State Center for Economic Development
  • 2. Who are you ? (and why are you staring at me?) Who you were yesterday… Who you are today…
  • 3. Who am I? (and how did I get here?) • At UMD since 2007 – 2007 – 1012 PhD student – 2012 - Research Asst. Professor • Using NodeXL since 2011 • Uses of Social Network Analysis in Planning • Focus on innovation & economic development
  • 4. Social Network Theory In one slide • Central tenet – Social structure emerges from – the aggregate of relationships (ties) – among members of a population • Phenomena of interest – Emergence of cliques and clusters – from patterns of relationships – Centrality (core), periphery (isolates), – betweenness • Methods – Surveys, interviews, observations, log file analysis, computational analysis of matrices (Hampton &Wellman, 1999; Paolillo, 2001; Wellman, 2001) http://en.wikipedia.org/wiki/Social_network Source: Richards, W. (1986). The NEGOPY network analysis program. Burnaby, BC: Department of Communication, Simon Fraser University. pp.7- 16
  • 5. OK… two slides • Node – “actor” on which relationships act; 1-mode versus 2-mode networks • Edge – Relationship connecting nodes; can be directional • Cohesive Sub-Group – Well-connected group; clique; cluster • Key Metrics – Centrality (group or individual measure) A B D E • Number of direct connections that individuals have with others in the group (usually look at incoming connections only) • Measure at the individual node or group level – Cohesion (group measure) • Ease with which a network can connect • Aggregate measure of shortest path between each node pair at network level reflects average distance – Density (group measure) • Robustness of the network • Number of connections that exist in the group out of 100% possible – Betweenness (individual measure) • # shortest paths between each node pair that a node is on • Measure at the individual node level • Node roles C – Peripheral – below average centrality – Central connector – above average centrality – Broker – above average betweenness D E E D F A B C H G I
  • 6. Why I Use NodeXL Built on Excel Easy to learn User friendly Flexible FREE* Community of users
  • 7. Using NodeXL to Analyze Innovation Networks
  • 8. Using NodeXL to Analyze Innovation Networks
  • 9. Visualizing CrunchBase Data Global Capital Flows Accelerators, Investors & Startups
  • 10. Why networks & technology matter • Startups need to be seeded into strong clusters • Clusters have strong connections to markets, supply chains and talent pools • Clusters form around technologies • Capital flows around technologies
  • 12. 6 Kinds of Twitter Networks
  • 13. Cool pictures but so what? The network you have The network you want
  • 14. What Now? Contemplate your hashtags Get started with NodeXL Thanks to Marc Smith for letting me cannibalize his slides