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The Social World of Twitter:
Topics, Geography, and Emotions

@danielequercia
<who am i>
daniele quercia
offline & online
<goal>
social media
   language        personality




        social media
social media

               <why>
social media
Pop press pundits (Archbishop England&Walses)
      social media
“Social-networking sites “dehumanize” community life”
social media
social media
            1
           Q&A
social media
            2
           Q&A
social media
            3
           Q&A
CS Researchers:
“Twitter is NOT media
      social a social network but a news media”
Pop press pundits (Archbishop England&Wales):
      social media
“Social-networking sites “dehumanize” community life”


CS Researchers:
“Twitter is NOT a social network but a news media”
Pop press pundits (Archbishop England&Wales)
      social media
“Social-networking sites “dehumanize” community life”


CS Researchers:
“Twitter is NOT a social network but a news media”




                   er” ;-)
         g to diff
   “I be
social media
   language        personality




        social media
Goal:   Characterize Twitter ``community’’




 1 collect profiles
 2 compute (ego)network metrics
 3 relate metrics to 3 aspects
1 collect profiles
   3 seeds: newspaper accounts



   250K profiles in London (31.5M tweets)




   228K profiles
2 compute (ego)network metrics




    228K egonetworks
    4 versions: original, reciprocal(24%),
                1-way msg(4%), 2-way(<1%)
3 relate net metrics to 3 aspects
   a Topics
   b Geography
   c Emotions
a topics
 hp 1: higher diversity – higher brokerage


 Get topics & Compute diversity

    AlchemyAPI, OpenCalais, TextWise
a topics
 hp 1: higher diversity – higher brokerage


 Get topics & Compute diversity

    AlchemyAPI, OpenCalais, TextWise
a topics
 hp 1: higher diversity – higher brokerage
a topics
 hp 1: higher diversity – higher brokerage
a topics
 hp 1: higher diversity – higher brokerage
b geography
hp 2: closely-knit - less geo dispersed
b geography
hp 2: closely-knit - less geo dispersed
b geography
hp 2: closely-knit - less geo dispersed
b geography
hp 2: closely-knit - less geo dispersed
c emotions
hp 3: closely-knit – emotion sharing
c emotions
hp 3: closely-knit – emotion sharing
c emotions
hp 3: closely-knit – emotion sharing
c emotions
hp 3’: homophily
1. Brokers tend to cover diverse topics

2. Users have a “typical” geo span

3. “Happy” (“sad”) users do cluster together
Future   (well, current & you could help)
1   complex buildings
“Who talks to whom”
Network
2   tools for topical & sentiment analysis
social media
environment
sports
health         wedding parties
               Spanish/Portuguese
               celebrity gossips
Support Vector Regression
 IMD <- SVR(topics)
 accuracy: 8.14 in [13.12,46.88]
3
3
1  Complex Buildings


2 Tools for topical & sentiment analysis


3 urbanopticon.org
@danielequercia

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The Social World of Twitter: Topics, Geography, and Emotions

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