ary to early February 2011, was discussed and debated as they unfolded
through Twitter. The discussion was
marked by strong negative sentiment
less cohesive than for other types of
figure 3. twitter topics by category.
Twitter topics. Moreover, a significant
portion of the discussion reflected
broadcast news of ongoing events,
with most influential users and tweets
delivering news and a large propor-
tion of messages as a way to repost
this news for others within, as well as
outside, Egypt.
Politics
state_of_the_union
michael_steele william_daley
health_care_law
union_address
Entertainment
#oscars
golden_globes
elephants #mileyonsnl
national_anthem
Egypt
egypt
hosni_mubarak
tahrir cairo
egyptians mubarak
omar_suleiman
phil_kessel
vasco
Sports
clay_guida kim_clijsters
#superbowl
Tech/Business
#nokmsft
honeycomb#newtwitter
wp7 google_translate
figure 4. twitter networks covering egypt compared with other twitter topics.
egypt
Sports.
Politics
tech/business
entertainment
8
6
4
2
0
followers tweeting on topic
tweets per user
(a)
egypt
Sports.
Politics
tech/business
entertainment
1
0.8
0.6
0.4
0.2
0
–0.2
Retweet
percentage
Clustering
coefficient
Negative tweets
per user
user
sentiment
(b)
Acknowledgments
This work is supported in part by National Science Foundation awards CCF-
0621443, OCI-0724599, CCF-0833131,
CNS-0830927, IIS-0905205, OCI-
0956311, CCF-0938000, CCF-1043085,
CCF-1029166, and OCI-1144061 and
in part by U.S. Department of Energy grants DE-FC02-07ER25808, DE-
FG02-08ER25848, DE-SC0001283,
DE-SC0005309, DE-SC0005340, and
DE-SC0007456.
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Alok Choudhary ( choudhar@eecs.northwestern.edu)
is the John g. Searle Professor of electrical engineering
and computer Science at northwestern University,
evanston, il, and a fellow of the aaaS, acM, and ieee.
William hendrix ( whendrix@northwestern.edu) is a
postdoctoral research associate in the department
of electrical engineering and computer Science at
northwestern University, evanston, il.
Kathy Lee ( kml649@eecs.northwestern.edu) is a
graduate student in the department of electrical
engineering and computer Science at northwestern
University, evanston, il.
Diana Palsetia ( dianapalsetia2015@u.northwestern.edu)
is a graduate student in the department of electrical
engineering and computer Science at northwestern
University, evanston, il.
Wei-keng Liao ( wkliao@eecs.northwestern.edu) is
a research associate professor in the department
of electrical engineering and computer Science at
northwestern University, evanston, il.