Category Archives: Events and Memes

Twitter’s increasing polarization about the refugee crisis via #RefugeesWelcome

Since the Paris attacks in November, 2015, social media has become increasingly polarized and emotional when it comes to discussing the refugee crises.  On the 18th, the hashtag #RefugeesWelcome was trending on Twitter in the US.  The co-retweeted network visualizes just how polarized and international the debate is.

network

top-description-words-all
The co-retweeted network of the #RefugeesWelcome data, collected on 11/18. The largest groups are noted on the graph. Users are highly polarized, as well as grouping by language and location. The word clouds show the most common user-profile words for each group, with colors matching the graph (English stop words are filtered out).

On the left are three pro-refugee groups, differentiated by language and location.  The purple group is largely German; the green are Scottish, many identifying with the Scottish National Party; and the blue are American liberals.  On the right are four groups spreading anti-refugee messages.  In yellow, another group of Germans; the red, orange and pink groups are all English speaking, mostly American, with similar messages and identifying themselves with terms like #tcot and “christian.” 

The co-retweeted network graph is interactive on TwitterTrails, and includes a widget below the graph where you can view aggregated statistics on each group, including user languages, most used words in descriptions and most used hashtags.

You can explore this network on TwitterTrails:
http://twittertrails.wellesley.edu/~trails/stories/investigate.php?id=984767780

Comparison with past usage

#RefugeesWelcome was also trending on September 3rd, in reaction to the images of the body of a drowned Syrian toddler, Alyan Kurdi, washed up on a Turkish beach.  At this time, the network was not polarized, and although there are different groups shown they are mainly spreading the pro-refugee message.  

Continue reading Twitter’s increasing polarization about the refugee crisis via #RefugeesWelcome

Following #GRexit on Twitter Trails

TwitterTrails is a system that can easily follow the spread of any set of words on Twitter, including hashtags. Today we followed the hashtag #GRexit, associated with the issue of whether Greece will eventually exit the Eurozone or not. For those following the Greek drama to secure new loans and remain in the Eurozone, it appears that mentioning GRexit has increased in the media in the past month. Discussions about GRexit go back to 2010 but there was never before considered as likely an event  to happen as it is now.

Increased mentioning of #GRexit

We  collected tweets containing the hashtag #GREXIT on TwitterTrails.com today (warning: this is a large data set and it takes a while to load). Below are some observations from this first collection:

GRexit timeline

Looking at the time series of the collection, there is, indeed, an increase in the appearance of #GRexit since the Greek elections in January, 25 2015, but the first tweet in our data set goes back almost 3 year: Interestingly, people remember the tweet sent by the then-Economist/Blogger Yianis Varoufakis in May 2012. In this tweet, addressing two reporters,  Mr. Varoufakis gives a psychological definition of the term (my translation from Greek):

“Grexit: The unsatisfiable desire of Germany (which, if satisfied, euro collapses). That simple.”

Not sure what Mr. Varoufakis meant by this tweet — let me know if you do. Through his blog and interviews, Mr. Varoufakis is known for writing and saying a lot of things over time.  I recall listening to him giving one of his many interviews to NPR in July, 2012, telling the reporter in no uncertain terms that the euro will not exist by the end of August, 2012. Anyway, whatever he meant back then, he is now Finance Minister of Greece and he really has to avoid the possibility of GRexit.

Current visibility of #GRexit

Next, let’s take a look at the tweet Propagation Graph showing what made #GRexit popular recently.

GRexit propagation graph

The tweet propagation graph is showing which tweets made the hashtag popular. The highest point in the propagation graph comes from BBC News (World) on 17 Feb, 2015 (the large purple circle) discussing the implications of a GRexit: “What would happen if Greece quits the euro? #grexit“. The attached picture in the tweet shows  drachma coins and bills, the expected new currency if Greece were to exit the Euro.

BBC highest tweet

 

How is the audience following #GRexit

Next, we look at the co-retweeted network (below). Recall that the co-Retweeted network is showing the “main players” among the accounts tweeting about #GRexit, according to the audience. Not surprising, this network is mainly composed of news agencies in European countries. The shape of the network is important as it reveals the degree of polarization of the audience following GRexit.

The more often two accounts are being co-retweeted by others, the closer they appear.
The further they appear, the less they are co-retweeted.

GRexit co-retweeted networkThe group shown at the top of the network (colored yellow) is composed mainly of German news agencies.
At the other end, the bottom group (colored pink) is composed mainly of pro-Greek government accounts, and near  them (colored light green) Greek news agencies. They are as far apart as they can be.
In the middle groups (colored orange, blue and light green), are news agencies from other European countries.

One way to read the co-retweeted network is that the audience in Greece and Germany are exposed to different news. This makes some sense since it is unlikely that news agencies tweet mainly in the language of their audience. But it may also mean that the audiences are exposed to different version of events and are lost in translation. There were at least two misunderstandings that were blamed to inaccurate translation.

We will continue to monitor GRexit on a bi-weekly basis. If you are interested in knowing what happens to the popularity and visibility of the hashtag, stay tuned!