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visualizing my
facebook
network
networks
andy carvin
npr
@acarvin
facebook.com/andycarvin
slideshare.net/acarvin
Lately Iā€™ve been interested in
learning how to analyze social
networks to find new sources
and the connections that exist
between them.
Unfortunately, I donā€™t know
much about social networking
analysis. So I decided to start
teaching myself some basics.
Why do this? Because you may
not realize you have a goldmine
of new sources among the
sources you already know
about.
For example, read Kieran Healyā€™s
Using Metadata to Find Paul Revere.
By cross-referencing data of colonial
Bostonians and their memberships
to clubs, he showed how the British
could have found Paul Revere
without knowing he even existed.
Granted, they were looking for
traitors, but you could apply the
same idea to finding sources.
I thought Iā€™d start by experimenting with my own Facebook account, which currently has
just under 1,800 friends. Iā€™m sure a lot of these folks know each other, but do they fall into
distinct groups? Do any of them serve as ā€œbridge buildersā€ between them?
To do this, I used two tools:
Netvizz and Gephi.
Netvizz is a Facebook app that
looks at all of your FB friends
and checks to see if any of
them are friends with each
other. It then saves the results
in a file that can be imported
into the open-source network
analysis tool which is known as
Gephi. You can find it at
Gephi.org.
After a bit of tinkering, I came up with this map.
Kinda pretty,
Isnā€™t it?
Here it is with all of my
friendā€™s names. 1,785
people with more than
37,000 connections
between each other.
And it turns
out, they
form very
distinct
networks of
their own.
Hereā€™s a
breakdown
of the main
ones.
High school friends
High school friends
Family
High school friends
Family
Global Voices
High school friends
Family
Global Voices
Internet
policy
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
Educators
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
Educators
Bridge
Builders
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
Educators
Bridge
Builders
PBS
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
Educators
Bridge
Builders
PBS
N
P
R
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
Educators
Bridge
Builders
PBS
N
P
R
NPRā€™s
Foreign
Desk
High school friends
Family
Global Voices
Internet
policy
DC Mediamakers
Video bloggers
Educators
Bridge
Builders
PBS
N
P
R
NPRā€™s
Foreign
Desk
Arab
Spring
Activists
Letā€™s take a closer look.
At the top of the map, a cluster of my high school friends. Given theyā€™re generally
disconnected from my professional life, they appear as their own distinct community.
Follow the threads on the right side of the clusterā€¦
ā€¦and those threads lead
to another cluster
representing my family.
Since most of my relatives
also arenā€™t connected
with my professional
networks, either, they
appear as an isolated
cluster. The big exception
to this is my brother
Eric, who is social media
editor at the Associated
Press. By the nature of his
work, he happens to
connect to my Facebook
friends that are journalists
and Internet
professionals.
Below my brother is a large number of bloggers, many of whom are active in Global
Voices Online, an international blogging network founded by Ethan Zuckerman and
Rebecca MacKinnon. They founded the group at Harvardā€™s Berkman Center, and a
number of those people end up connecting to people I know working on a range of
Internet policy issues.
As we shift to the right, some of those people involved in Internet policy become tied
specifically to Washington DC. People such as Shireen Mitchell, Shana Glickfield and Jill
Foster were all involved in DC Media Makers, a group of Internet enthusiasts I helped
launch in 2006. To the right, the interconnections start shifting to pinkā€¦
ā€¦and this group represents some of the first video bloggers on the Internet, including
Steve Garfield, CC Chapman, Chuck Olson, Amanda Congdon and Kenyatta Cheese.
Steve formed the original Media Makers group in Boston in 2004.
A close-up of the video bloggers. Andrew Baron co-founded the early video blog
Rocketboom ā€“ which also featured Steve Garfield and others on the previous page -
while Dina Kaplan, Mike Hudack and Charles Hope launched Blip.TV. Bre Pettis, also an
early contributor to Rocketboom, went on to co-found MakerBot.
Below and to the left of the video bloggers are various people who have been Internet
leaders for many years, including JD Lasica, Howard Rheingold and Steve Case. I refer
to them as ā€œbridge builders,ā€ because their networks overlap multiple networks on my
map. They also include Internet pioneers Craig Newmark of Craigā€™s List and Susan
Mernit of Oakland Local. Also note Bonnie Bracey Sutton and Kevin Dando near the
bottomā€¦.
Bonnie was among the first educators I connected with online in the mid-90s when my
work focused on education technology. This cluster represents many people involved
in that work, including Kathy Schrock, David Warlick, Steve Hargadon and Sylvia
Martinez.
These folks also have numerous connections with Kevin Dando. Heā€™s worked at PBS for
many years, and helped connect me to many people in the broader PBS
family, including Kristin Calhoun, Amanda Hirsch and Tim Olson. Not surprisingly, these
folks also connect strongly with public radioā€¦.
ā€¦which brings us to the densest section of the map, representing NPR. Even here
you can see certain clusters. Doug Mitchell ran our internship program for many
years and is well connected across all of public media; the people in orange near the
bottom center represent much of NPRā€™s product development team over the years.
Continuing clockwise up the map are more NPR people, especially those connected with
our newsroom. Some on-air personalities such as Scott Simon, Audie Cornish, Adam
Davidson and Andrea Seabrook are well connected across the map. David Folkenflik, our
media reporter, has strong ties with other journalists I know outside of NPR.
As we reach the upper edge of the NPR newsroom we see staff from our foreign desk ā€“
especially those involved in our Mideast coverage. Deb Amos appears as the most
connected among my Facebook friends at the desk, but reporters Kelly McEvers, Lulu Garcia
Navarro and Soraya Sarhaddi Nelson all stand out. Follow their threads upwardsā€¦.
ā€¦and their connections
lead up to Leila
Fadel, our
correspondent in Cairo.
Sheā€™s the newest
member of NPRā€™s
Mideast team, but sheā€™s
spent many years
reporting from across
the region. Which is why
she serves as a major
bridge to our last
clusterā€¦
My Facebook friends who have been involved in the Arab Spring. Some, like Sultan al
Qassemi, Ahmed al Omran and Jenan Moussa, are journalists. They have many
connections among activists in the Arab World. So does Jillian York, who was
previously editor of Global Voices.
Those are just some
of the highlights I
was able to find in
less than an hour.
Digging deeper into
the data, no doubt
Iā€™ll find even more
connections I didnā€™t
even realize
existed, or people
who are better
connected than I
thought.
Along with applying
this to other
individuals and groups
on Facebook, I hope to
do the same on
Twitter: people I
follow, Twitter
lists, collections of
people who @ reply
and RT each other in a
given place or on a
specific topic. The
possibilities are
endless.

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Visualizing My Facebook Networks

  • 2. Lately Iā€™ve been interested in learning how to analyze social networks to find new sources and the connections that exist between them. Unfortunately, I donā€™t know much about social networking analysis. So I decided to start teaching myself some basics. Why do this? Because you may not realize you have a goldmine of new sources among the sources you already know about.
  • 3. For example, read Kieran Healyā€™s Using Metadata to Find Paul Revere. By cross-referencing data of colonial Bostonians and their memberships to clubs, he showed how the British could have found Paul Revere without knowing he even existed. Granted, they were looking for traitors, but you could apply the same idea to finding sources.
  • 4. I thought Iā€™d start by experimenting with my own Facebook account, which currently has just under 1,800 friends. Iā€™m sure a lot of these folks know each other, but do they fall into distinct groups? Do any of them serve as ā€œbridge buildersā€ between them?
  • 5. To do this, I used two tools: Netvizz and Gephi. Netvizz is a Facebook app that looks at all of your FB friends and checks to see if any of them are friends with each other. It then saves the results in a file that can be imported into the open-source network analysis tool which is known as Gephi. You can find it at Gephi.org.
  • 6. After a bit of tinkering, I came up with this map.
  • 7.
  • 9. Here it is with all of my friendā€™s names. 1,785 people with more than 37,000 connections between each other. And it turns out, they form very distinct networks of their own. Hereā€™s a breakdown of the main ones.
  • 13. High school friends Family Global Voices Internet policy
  • 14. High school friends Family Global Voices Internet policy DC Mediamakers
  • 15. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers
  • 16. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers Educators
  • 17. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers Educators Bridge Builders
  • 18. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers Educators Bridge Builders PBS
  • 19. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers Educators Bridge Builders PBS N P R
  • 20. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers Educators Bridge Builders PBS N P R NPRā€™s Foreign Desk
  • 21. High school friends Family Global Voices Internet policy DC Mediamakers Video bloggers Educators Bridge Builders PBS N P R NPRā€™s Foreign Desk Arab Spring Activists
  • 22. Letā€™s take a closer look.
  • 23. At the top of the map, a cluster of my high school friends. Given theyā€™re generally disconnected from my professional life, they appear as their own distinct community. Follow the threads on the right side of the clusterā€¦
  • 24. ā€¦and those threads lead to another cluster representing my family. Since most of my relatives also arenā€™t connected with my professional networks, either, they appear as an isolated cluster. The big exception to this is my brother Eric, who is social media editor at the Associated Press. By the nature of his work, he happens to connect to my Facebook friends that are journalists and Internet professionals.
  • 25. Below my brother is a large number of bloggers, many of whom are active in Global Voices Online, an international blogging network founded by Ethan Zuckerman and Rebecca MacKinnon. They founded the group at Harvardā€™s Berkman Center, and a number of those people end up connecting to people I know working on a range of Internet policy issues.
  • 26. As we shift to the right, some of those people involved in Internet policy become tied specifically to Washington DC. People such as Shireen Mitchell, Shana Glickfield and Jill Foster were all involved in DC Media Makers, a group of Internet enthusiasts I helped launch in 2006. To the right, the interconnections start shifting to pinkā€¦
  • 27. ā€¦and this group represents some of the first video bloggers on the Internet, including Steve Garfield, CC Chapman, Chuck Olson, Amanda Congdon and Kenyatta Cheese. Steve formed the original Media Makers group in Boston in 2004.
  • 28. A close-up of the video bloggers. Andrew Baron co-founded the early video blog Rocketboom ā€“ which also featured Steve Garfield and others on the previous page - while Dina Kaplan, Mike Hudack and Charles Hope launched Blip.TV. Bre Pettis, also an early contributor to Rocketboom, went on to co-found MakerBot.
  • 29. Below and to the left of the video bloggers are various people who have been Internet leaders for many years, including JD Lasica, Howard Rheingold and Steve Case. I refer to them as ā€œbridge builders,ā€ because their networks overlap multiple networks on my map. They also include Internet pioneers Craig Newmark of Craigā€™s List and Susan Mernit of Oakland Local. Also note Bonnie Bracey Sutton and Kevin Dando near the bottomā€¦.
  • 30. Bonnie was among the first educators I connected with online in the mid-90s when my work focused on education technology. This cluster represents many people involved in that work, including Kathy Schrock, David Warlick, Steve Hargadon and Sylvia Martinez.
  • 31. These folks also have numerous connections with Kevin Dando. Heā€™s worked at PBS for many years, and helped connect me to many people in the broader PBS family, including Kristin Calhoun, Amanda Hirsch and Tim Olson. Not surprisingly, these folks also connect strongly with public radioā€¦.
  • 32. ā€¦which brings us to the densest section of the map, representing NPR. Even here you can see certain clusters. Doug Mitchell ran our internship program for many years and is well connected across all of public media; the people in orange near the bottom center represent much of NPRā€™s product development team over the years.
  • 33. Continuing clockwise up the map are more NPR people, especially those connected with our newsroom. Some on-air personalities such as Scott Simon, Audie Cornish, Adam Davidson and Andrea Seabrook are well connected across the map. David Folkenflik, our media reporter, has strong ties with other journalists I know outside of NPR.
  • 34. As we reach the upper edge of the NPR newsroom we see staff from our foreign desk ā€“ especially those involved in our Mideast coverage. Deb Amos appears as the most connected among my Facebook friends at the desk, but reporters Kelly McEvers, Lulu Garcia Navarro and Soraya Sarhaddi Nelson all stand out. Follow their threads upwardsā€¦.
  • 35. ā€¦and their connections lead up to Leila Fadel, our correspondent in Cairo. Sheā€™s the newest member of NPRā€™s Mideast team, but sheā€™s spent many years reporting from across the region. Which is why she serves as a major bridge to our last clusterā€¦
  • 36. My Facebook friends who have been involved in the Arab Spring. Some, like Sultan al Qassemi, Ahmed al Omran and Jenan Moussa, are journalists. They have many connections among activists in the Arab World. So does Jillian York, who was previously editor of Global Voices.
  • 37. Those are just some of the highlights I was able to find in less than an hour. Digging deeper into the data, no doubt Iā€™ll find even more connections I didnā€™t even realize existed, or people who are better connected than I thought.
  • 38. Along with applying this to other individuals and groups on Facebook, I hope to do the same on Twitter: people I follow, Twitter lists, collections of people who @ reply and RT each other in a given place or on a specific topic. The possibilities are endless.