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The geography of 
urban networks 
@cyague 
Dataβeers / Sept 2014
Our data 
• 3 phone networks, country scope during 6 
month. In total, about 7 billion calls 
• Mutual links considered (at least one 
interaction per direction) 
• User are geo-located to their most used 
tower (FR and PT) or zip code (SP)
What about virality? 
Tuesday, November 12, 13
Long distance 
-1.5<α<-1
Are modularity induced communities 
What about virality? 
geographically clustered? 
1 Take the social graph 
! 
2 Detect communities 
! 
3 Assign each detected top 
level community a color 
! 
4 Plot towers in the map, 
coloring them according the 
most common community 
among its users 
Tuesday, November 12, 13
The method permits non-adjacent communities!!!
All these results are about 
nation-wide social networks
All these results are about 
nation-wide social networks 
Do they hold within cities?
R?
R?
Which is the critical R so that the ball 
often contains a connected network? 
(*) at least we couldn’t find it
There is not (*) 
However, we found that if the balls contains at 
least an entire city, a giant component emerges 
(*) at least we couldn’t find it
ConnectionsR beestuwlteen most central actors
One more thing
ConnectionsR beestuwlteen most central actors

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[Databeers] 18-09-2014 La Geografía de las Redes Sociales Urbanas. Carlos Herrera

  • 1. The geography of urban networks @cyague Dataβeers / Sept 2014
  • 2. Our data • 3 phone networks, country scope during 6 month. In total, about 7 billion calls • Mutual links considered (at least one interaction per direction) • User are geo-located to their most used tower (FR and PT) or zip code (SP)
  • 3. What about virality? Tuesday, November 12, 13
  • 5. Are modularity induced communities What about virality? geographically clustered? 1 Take the social graph ! 2 Detect communities ! 3 Assign each detected top level community a color ! 4 Plot towers in the map, coloring them according the most common community among its users Tuesday, November 12, 13
  • 6. The method permits non-adjacent communities!!!
  • 7.
  • 8. All these results are about nation-wide social networks
  • 9. All these results are about nation-wide social networks Do they hold within cities?
  • 10.
  • 11.
  • 12.
  • 13.
  • 14. R?
  • 15. R?
  • 16. Which is the critical R so that the ball often contains a connected network? (*) at least we couldn’t find it
  • 17. There is not (*) However, we found that if the balls contains at least an entire city, a giant component emerges (*) at least we couldn’t find it
  • 18.
  • 21.
  • 22.