figure 1. tweet volume (a) and sentiment (b) per day for six topics related to the egyptian revolution; tweet sentiment was measured in
terms of “positive sentiment fraction,” or the fraction of tweets with positive sentiment.
omar_suleiman
egyptians.
hosni_mubarak
tahrir
cairo
egypt
237,099
100,000
80,000
60,000
40,000
20,000
0
1/26/2011
1/25/2011
1/2 7/2 0 1 1
1/2 8 /2 0 11
1/2 9/2 0 1 1
1/3 0/2 0 1 1
1/3 1/2 0 11
2/1/2 0 1 1
(a)
2/2/2 0 11
2/3/2 0 1 1
2/4/2 0 11
2/5/2 0 1 1
2/6 /2 0 11
1
0.8
0.6
0.4
0.2
0
1/2 6/2 0 1 1
1/25/2011
1/27/2 0 11
1/28/2011
1/29/2011
1/3 0/2 011
1/3 1/2 0 1 1
2/ 1/2 0 1 1
2/2/2 0 11
2/ 3/2 0 1 1
2/4/20 11
2/5/2011
2/6/2 0 11
(b)
source, with influence across a number
of topics, and the most influential single user worldwide on Egyptian topics
during the revolution.
We also analyzed the most influential tweets to characterize the simultaneous conversations that were taking
place. We define influential tweets as
those that were frequently “
retweeted” or repeated by users to spread a
tweet’s message.
We collected the most frequent
retweets for each day the topics in Figure 1 were trending. In order to develop
an understanding of what these influential tweets were saying, we sampled
the 10 most influential and categorized
them manually. We found most fit into
three main categories: news (updates
on major events), inspirational (
human-interest stories), and humor. Table 3
lists popular tweets from each category,
figure 2. Breakdown of the most influential users and most frequently retweeted tweets
late January to early february 2011 worldwide; influential users in (a) represent 43% of the
top 10 influencers for the days the egyptian topics were trending.
(a)
16%
11%
20%
16%
37%
Mona Eltahawy
The Nation
CNN
Reuters
Al Jazeera
(b)
65%
15%
17%
3%
News
Inspirational
Humor
Other