Center for the Study of New Media and Society

Twitter and the Russian Street Memes, Networks & Mobilization

CNMS Working Paper 2012/1 May 2012

Moscow

Samuel A. Greene

Twitter and the Russian Street: Memes, Networks & Mobilization

Samuel A. Greene, Center for the Study of New Media & Society, New Economic School, Moscow

This paper reviews the role played by online ‘social media’ in political mobilization during Russia’s turbulent 2011-2012 election season. Focusing in particular on Twitter during the March 2012 presidential elections and subsequent protests, the study constructs oppositional, pro-government and neutral ‘meme’ distribution networks, reviews the dynamic and structural characteristics and draws early conclusions about the ways in which competing mobilizational groups used Twitter during the period of contention.

Center for the Study of New Media & Society

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Twitter and the Russian Street

Memes, Networks & Mobilization

Introduction

What role have online ‘social media’ played in political mobilization in Russia’s turbulent election season? This question has captured the attention of political scientists, sociologists and media and communications scholars since election-related protests first broke out in December 2011. While it has been fairly clearly demonstrated that on-line social media – including the use of blog platforms such as LiveJournal, microblogging platforms such as Twitter and social-network systems such as Facebook and VKontakte – played a significant role in mobilization (and counter-mobilization), both as a means of communication and of community-building, the specific content of this role has yet to be sufficiently explored.1

This paper contributes to that effort by beginning to unpack the role played by one social media system in particular – Twitter – during a period of peak political contestation, namely the Russian presidential election held on March 4, 2012 and the pro- and anti-government protests that ensued on the following day. Interrogating a database of more than 11,000 Twitter messages sent by more than 8,500 users during that period, the Center for the Study of New Media & Society asks how Twitter was actually used by contestants on both sides, how the structure of the contesting communities shaped the patterns of communication (and vice versa), and whether those structures differ across political dividing lines. A ‘first cut’ at the data is presented in this paper reaches three key conclusions:

• First, Twitter performs multiple functions simultaneously and at differing stages of mobilization, including:

1 Суворов, Глеб. «Кто же все-таки был на Болотной и на Сахарова? Анализ профилей 20 000 участников митинга». Basilisklab, http://basilisklab.com/boloto-analis-posetitelei.html; Greene, Samuel. “The End of Virtuality”. Center for the Study of New Media & Society. http://www.newmediacenter.ru/2012/01/18/the-end-of-virtuality/

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o As an aggregator of information, ideas and memes relevant to the mobilization effort;

o As a broadcast medium to spread aggregated information, ideas and memes to a broader audience;

o As an ‘echo chamber’ that may help reinforce group solidarity and adherence to aggregated memes;

• Second, the contesting political ‘camps’ display significantly differing social structures: o The opposition networks are relatively more diverse and dispersed than those of

their pro-government opponents, are well linked with media outlets that enjoy a significant Twitter presence, and, in part as a result, dominate the Twitter landscape during the period in question;

o The pro-government networks are relatively more concentrated, have more intensive communication along established channels, and place heavier emphasis on formal role-players rather than informal participants;

• Third, throughout the Twitter landscape during the period in question, a key role is played by professional journalists and media outlets, full-time bloggers, and established civic groups, NGOs and political organizations, while the impact of ‘informal’ tweeters or ‘accidental’ tweets appears minimal.

This research, we hope, contributes to the growing body of analysis on the role played by online social media in the recent Russian political mobilization and, perhaps, more broadly. In particular, it adds a more dynamic, event-case element to research recently published by the Berkman Center for Internet and Society at Harvard University, Mapping Russian Twitter, which draws on data from 2010 and 2011 to draw static, stable clusters of communities in Twitter.2 In some ways, this report refines the Berkman findings about the fairly discrete structure of politically opposing Twitter networks in Russia and begins to address the need, identified in that report, to “enhance our understanding of the structural flow of ideas in this medium.”

In some ways, this work calls into question the findings of other researchers, who have approached similar issues in Russia from different directions. In particular, our findings somewhat contradict those of Gleb Suvorov, from Basilisk Labs, who argues based on data on the structure of communities in Facebook and VKontake that the protest mobilizations in March were “not protests, but flashmobs” of atomized, largely unconnected citizens3; this paper finds a relatively high degree of organization. Second, this paper, in finding that opposition memes dominate the Twitter landscape during the period of the study, differs from recent survey work by Ted Gerber, who finds no significant correlation between political opinion and online social media usage.4 However, none of these differences, which will be discussed in more detail towards the end of this paper, are irreconcilable; instead, they should be seen as opportunities for further investigation.

2 Kelly, John, Vladimir Barash, Karina Alexanyan, Bruce Etling, Robert Faris, Urs Gasser and John Palfrey. Mapping Russian Twitter. Berkman Center Research Publication No. 2012-3. Cambridge, MA: Berkman Center for Internet & Society, Harvard University, 2012. http://cyber.law.harvard.edu/node/7537 3 Суворов, Глеб. «Общество анонимных революционеров». Slon.ru, 20 March 2012. http://slon.ru/russia/obshchestvo_anonimnykh_revolyutsionerov-765700.xhtml 4 Неяскин, Георгий. «Интернет меньше любит Путина и Сталина». Slon.ru, 07 March 2012. http://slon.ru/russia/polzovateli_interneta_menshe_lyubyat_putina_i_stalina-762175.xhtml

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Methodology

For the purposes of this analysis, we collected a database of 11,113 ‘tweets’ from a total of 8,565 unique accounts, the vast majority of which (99.84%) were sent during the period from 4-6 March 2012. (Due to the nature of the search algorithm, a small number of tweets fell outside this period; the earliest was sent at 12:23 Moscow time on 28 February 2012, and the latest was sent at 08:54 Moscow time on 6 March 2012.) The data collection began from the identification of popular ‘memes’ – either keywords or Twitter ‘hashtags’ – that were clearly and uniquely associated either with the March 4 presidential election or with the ensuing pro- and anti-government demonstrations; from there, we employed a simple ‘snowballing’ technique, identifying other hashtags and keywords contained in the initial data ‘grabs’ and searching tweets containing those memes, until all memes delivering significant results had been captured; in all, 14 memes were captured, including nine hashtags and five keywords. Each search resulted in a data ‘grab’ of all tweets containing the search term sent by the most recent 1,000 accounts to use the term. (Grabs were thus smaller in instances where fewer than 1,000 accounts had ever used the term.)

Each data grab generated a ‘meme network’ of user accounts and tweets containing the relevant search term, including the text of the tweet itself, the user name of the originator, whether and by whom the tweet was re-distributed, and the timing of all relevant activity. Presented here, in Figure 1, are three very basic metrics on each meme network: the number of tweets, the number of tweeters, and the ‘connectivity quotient’ (simply the percent of total tweets in the network that are re-distributed at least once by another user).5 (The full data, including a list the top 5 tweeters,6 ranked by in-degree, or the number of other users re-distributing their tweets, are presented in Appendix I.)

The memes were then divided into three broad categories, based on whether their use a priori identifies a tweet as belonging to either to the opposition or pro-Kremlin discourse; those that do not carry an a priori connotation were defined as neutral.7 The resulting ‘composite meme networks’, presented in Figure 2, vary greatly in size, with the largest by far being the network of neutral memes, followed by the network of opposition memes, and then the network of pro-Kremlin memes. (Again, the full data are presented in Appendix II.)

5 The ‘connectivity quotient’ is a shorthand heuristic used for the purposes of this paper as a simple measure of the amount of ‘socialness’ in each meme network; as such, it reflects the portion of people in the network whose communication who communicated directly with others in the network, although it says nothing about the intensity or nature of that communication. 6 The ‘Top 5’ Tweeters are presented purely for the purpose of illustration. There is no inherent statistical significance to the number and, in fact, their relative ‘centrality’ in their respective networks varies greatly from one meme to another. 7 It should be emphasized here that, in referring to these memes as ‘neutral’, I am making no judgment whatsoever regarding the perceived and received meaning of the communication involved, or the political orientation of the producers and recipients of that communication. Rather, it is an a priori label, indicating the fact that the word or words involved do not carry an inherent political connotation that would immediately align the communicator with one political camp or another.

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Figure 1: Individual Meme Network Statistics

There are certain significant limitations to the method described above, which clearly circumscribe our ability to analyze the resulting data. The first set of limitations concerns the data-collection process itself and centers around the fact that we cannot be assured that we have collected all of the relevant tweets and accounts. This is because of the potential for human error in selecting the sample of memes (Twitter, at the time the data was collected, did not provide aggregate data on meme popularity in Russia), as well as the fact that the software used and Twitter’s own limitations on automated searches meant that each search was limited to no more than 1,000 user accounts. The second set of limitations concerns the nature of the resulting data, and mainly the fact that common network metrics – including various measures of centrality – cannot be compared in a straightforward manner across networks of varying structure and size. In further analysis, some of this can be overcome through the use of more sophisticated methods than are presented here; for the sake of this paper, we have simply compared the a priori composite networks of ‘opposition’, ‘Kremlin’ and ‘neutral’ memes as sub-components of the whole network to give some feel for the ways in which those networks may differ.

As a result of these limitations it is important to underscore that we do not present the reader with a complete and comprehensive picture of all relevant activity on Twitter, nor of the underlying social structure that informs communication on political issues in Russia via Twitter or any other medium. We do believe, however, that we are able to explore broad patterns and identify important questions for further research.

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Figure 2: Composite Meme Network Statistics

The Data

As per the methodology described above, in the beginning was the meme, and the meme was a word. In generating the database, we began with Twitter ‘hashtags’ – keywords or phrases preceded by a #, which allow Twitter users to follow a particular topic of interest – that could clearly be associated with the events in question, namely the March 4 elections and the competing rallies on March 5. Thus, for the elections, these were #выборы8 and #выборы20129, as well as #4марта10. In addition, to allow for the fact that many relevant messages may not include hashtags, we performed keyword searches on the terms путин11, уик12, карусель13, and вброс14. For the rallies, the relevant search terms were #5марта15, #митинг16, #пушкинская17, #манежка and 8 elections 9 Elections2012 10 4march 11 putin 12 UIK, the Russian acronym for polling station 13 Carousel, a term used to denote the organized bussing of fraudulent voters to multiple polling stations 14 Ballot-box stuffing 15 5march

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#манежная18. Finally, two memes cut across both the elections and the rallies: #стабильность19, associated (ironically and satirically) with the opposition, and #запутина20, associated with the pro-government camp, as well as путин, mentioned earlier, which is neutral.

Structure & Connectivity

The resulting meme networks and composite networks differ, of course, in size, but are bounded at the upper end by software limitations, which allow the collection of network data on no more than 1,000 users per search term. Most of the individual meme networks thus cluster at or near this size, although some are considerably smaller. This size differential carries over to the composite networks as well, due both to the size of the underlying meme networks and the number of memes associated with each composite meme group.

Meme networks – including both individual meme networks and composite meme networks – have a standard structure, with a core of more or less densely connected vertices (representing individual Twitter accounts) linked together by Tweets that reference one another, surrounded by a cloud of unconnected nodes who, at least in the dataset as collected, have no connections with any other users in the set. This structure does not differ from one meme or meme group to another. These networks do differ, however, in the relative size of the connected core versus that of the disconnected orbit. In some networks, this connected core is quite large, making up as much as 65.8% of total nodes in the case of #запутина, while in others it is extremely small, making up 14.8% in the case of #выборы or even 0.01% in the case of #манежка. This figure, which I refer to as the ‘connection quotient’, is 41.4% for the entire database, with opposition memes coming in at a higher figure (47.1%) and pro-government memes at a lower figure (33.4%), and neutral memes very close to the aggregate (40.7%). The relative meaning of these differences will be explored further in this paper. Suffice it for now to note, however, that the connectivity quotient itself says nothing about the nature of those connections: their diversity and intensity are also important to understanding the impact that such connections have on social relations, mobilization and other outcomes.

Tweeting the Election

Tweets about the election – which, by and large, were sent on election day itself, or early on the following day – divide broadly into two categories: those that use a priori neutral memes, and those that use a priori oppositional memes. There are very few election-related tweets that employ clearly pro-government memes, which in and of itself is an important finding. That is not to say, however, that pro-government sources, including mass media sources, were not tweeting about the elections. Three of the most popular election-related memes – #4марта, #выборы and #выборы 2012 – were dominated by Kremlin-linked media outlets, including Interfax in the former two cases and the RIA group (Russia Today TV and RIANovosti) in the latter one. In most of these cases, however, the connectivity quotient is considerably lower than for the database as a whole, and the bulk of the re-distribution of memes that does occur emanates from a relatively small number of large-scale sources (with television personality Tina Kandelaki joining the major, state-backed mainstream media organizations named above).

16 rally 17 Pushkinskaya, the name of the square where the opposition rally was held 18 Manezhka and Manezhnaya, interchangeable names of the square where the pro-government rally was held 19 Stability 20 For Putin

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Opposition-minded tweeters, including both formal and informal proponents of the opposition and the anti-government protest movement that emerged in December 2011, dominated Twitter communication that could be characterized as more targeted and instrumental. This includes most prominently tweets involving the keyword уик, the Russian acronym for polling station, the vast majority of which involved allegations of fraud at one station or another, and many of which included links to videos or pictures providing evidence for those allegations. Similarly popular were tweets involving the work карусель, denoting the bussing of repeat voters from station to station. In both cases, top originators included prominent bloggers’ accounts, such as @adagamov, @mvelmakin, @solomonhaykin and @drandin, alongside election monitoring initiatives including Liga Izbirateley and Rosvybory, plus on-line media sites sympathetic to the opposition, including TV Rain. Here, levels of connectivity were also below those of the database as a whole, but higher than those of the broader election-related memes mentioned above.

Tweeting the Rallies

Almost as soon as the election results were announced, attention turned to the rallies planned for March 5. The opposition was scheduled to gather on Pushkinskaya Square, while the government organized a counter-demonstration on Manezhnaya Square. Communication on Twitter reflects this shift, as use of election-related memes drops off, and use of others builds. Here, too, the data can be sliced in various ways.

As above, the memes can be divided into those that are a priori neutral (such as #5марта or #митинг), and those that are more clearly associated with one camp or the other (such as #пушкинская on one side or #манежная on the other). As in the case of the elections, the differences along this dividing line are stark. In particular, the role of professional journalism outlets shifts. Outlets such as Glavportal, Vedomosti, The New Times, Russky Reporter, Public Post and others are dominant both in the neutral meme networks and the opposition meme networks, but are almost absent on the pro-government side. Pro-government meme networks, in turn, are dominated during the rallies by those linked directly to the regime: United Russia’s official Twitter feed, plus United Russia parliamentarians Vladimir Burmatoff and full-time Kremlin-sympathetic bloggers, including @aragorn28, @eugenechigir and others.

A different way of slicing the data, however, divides memes into those that are generic informative memes – i.e., hashtags that simply mark the tweet as having something to do with the rally – and those that carry a mobilizational message. In particular, the opposition coalesced on March 5 around #стабильность, which translates to ‘stability’ and was used to satirize the regime’s political message: typical tweets would refer to actions of the riot police, broken bones and other unpleasantries as indications of how the Kremlin, evidently, defined ‘stability’. On the other side, the mobilizational meme was #запутина, translating simply to ‘For Putin’. Both of these memes display a much higher level of connectivity (63.6% for #стабильность, 65.8% for #запутина) than the more generic memes or the database as a whole. Both were also driven by the concentrated efforts of a few formal players: in the case of the opposition, the online news source Lenta.ru and the blogger @zhgun, and United Russia and Burmatoff in the case of the regime.

Analysis

Taking a step up in aggregation from the individual meme networks to the composite networks of the three meme groupings – oppositional, pro-government and neutral – allows us, hopefully, to

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identify larger-scale patterns and underlying structures. As mentioned before, all three composite networks bear the same underlying structure, with a connected core and a disconnected free orbit. Reviewing the three networks in turn helps uncover some of the differences.

The Opposition Meme Network

The opposition meme network, as a subset of the general database, includes 3,366 tweets sent by 3,037 individual accounts and has a connection quotient of 47.1%, significantly above the average for the sample as a whole. Its connected core is remarkably large and complex, dominated by @lentaruofficial (the Twitter feed of the popular news website Lenta.ru), but with strong roles played by other media outlets (The New times and TV Rain), oppositional civic groups (Rosvybory, Liga Izbirateley and others), and independent bloggers (@mvelmakin, @zhgun, @solomonhaykin, @drandin and others). Its complex and chaotic core (see Figure 1) includes numerous interlinkages and bridges, and the largest connected component includes 932 nodes, or 30.7% of all of the users in the network.

Figure 3: Opposition Meme Network

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Notably, Figure 3 also illustrates that most of the edges – which represents tweets by one user mentioning another – have low weights (represented by the thickness of the edge).21 This indicates a diversity of sources and communication, as each individual seems to consume and re-distribute information from a multitude of different sources, and most of the ‘top tweeters’ are connected through long pathways with most of the others. An important exception is the Twitter feed of the news website Glavportal, whose interlocutors do not communicate with the rest of the network; indeed, filtering out all nodes with one or fewer edges removes the rather large Glavportal cluster from the network entirely. (The full network maps are presented in the Appendices to this paper.)

The Kremlin Meme Network

By contrast, the Kremlin meme network, apart from being smaller (1,876 tweets by 1,536 accounts), is also considerably less dense and connected (33.4% connection quotient). It is heavily dominated by State Duma Deputy Vladimir Burmatoff (@burmatoff), who in turn has key relationships with a small number of re-distributors (@monomakh34, @mantsur, @n28vova and others); Duma Deputy Robert Shlegel and the official United Russia Twitter feed also play notable but demonstrably secondary roles as meme distributors (see Figure 4).

Figure 4: Kremlin Meme Network

21 Edge thickness is a standard metric in social networks, reflecting the relative intensity of communication between each pair of nodes.

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Indicatively, the edges in the core of the Kremlin network are considerably ‘heavier’ (thicker) than in the opposition network, indicating more formalized and/or routinized channels of meme distribution and a higher degree of centralization, consistent with the use of Twitter as a broadcast and coordination mechanism, rather than as a forum with a strong social interaction function. The network’s largest connected component, meanwhile, is smaller than that of the opposition network, including 324 nodes, or 21.1% of the network’s members.

The Neutral Meme Network

Finally, the ‘neutral’ meme network is by far the largest, with 6,896 tweets by 5,188 accounts, with a connection component of 40.7% (see Figure 5). It is in many ways similar to the opposition meme network, with a complex core of numerous interconnected components (with the same caveat about the strangely unconnected Glavportal component). Given what we have seen earlier regarding the opposition dominance of a priori neutral memes, this is perhaps unsurprising. But the network also includes some meme distributors – such as Interfax and Tina Kandelaki – that have large clusters but are poorly connected with the rest of the network. The largest connected component nonetheless includes 27.7% of nodes, or 1,436 accounts.

Figure 5: Neutral Meme Network

Interestingly, it is within this neutral network that some ostensibly influential opposition online actors – such as Alexey Navalny and Liga Izbirateley – show up, virtually for the first time, although with relatively small clusters. In the case of Navalny, this appears to be a result of the fact that he does not generally use hashtags and thus entered the database primarily through key-word searchers, which in turn are concentrated in the neutral meme category; it may also be a result of the fact that, on March 5, his level of involvement with the rally prevented him from being an active

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tweeter. As for Liga Izbirateley (the League of Voters, an independent election monitoring group set up after the December parliamentary vote), their relative (though not complete) marginality in the network may reflect the importance of organizational infrastructure and established networks for the effective use of Twitter as a mass communication tool.

The fact that oppositional content dominates the ‘neutral’ meme network is in itself and important finding and serves to highlight something that could easily be misunderstood. The ‘neutrality’ of the memes, as mentioned before, does not refer to the intentionality of the communication or communicators involved; indeed, the content of the ‘neutral’ meme network is anything but neutral. But it is important to remember that Twitter is a mass-communication system, with elements of broadcast media, meaning that more people are likely to see any given Tweet than are likely to produce one. Thus, ‘neutrality’ in this case is defined from the perspective of such a passive reader: if the reader is oppositionally minded and interested in the events of March 4-6, (s)he may have searched for all Tweets containing, say, #карусель, a hashtag clearly associated with the opposition; conversely, if (s)he was well disposed to the Kremlin, (s)he may have searched for all Tweets containing #запутина. But if (s)he was undecided or simply wanted to know what was happening, (s)he may have searched for #выборы, a hashtag linked to the elections that carries no group attachment in and of itself. It is thus all the more significant to note that the bulk of what that neutral or curious Twitter reader would have encountered was oppositional.

Dueling Memes

The contrast between the opposition and pro-government meme networks comes into sharper focus in Figure 6. For the purposes of this comparison, a composite network was drawn of the opposition and Kremlin memes, and all nodes with fewer than two connections to other nodes were filtered out of the map for the sake of clarity and visibility.

Figure 6: Dueling Meme Networks

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On the face of it, two clear camps emerge, with very different underlying structures. The opposition is ‘led’ by a relatively loose coalition of bloggers (@mvelmakin, @navalny, @vorewig, @drandin, @solomonhaykin, @zhgun), media outlets (The New Times, TV Rain, Russian Reporter) and civic groups (Rosvybory). There are numerous long pathways and cross-linkages (note, in particular, the degree to which the networks of @rosvybory and @mvelmakin duplicate each other), while the weight of each edge is low. The other side is dominated by a single tweeter, @burmatoff, whose network is close-knit and coherent but not diversified and is characterized by ‘heavy’ or ‘thick’ edges, representing repeated communication between the same individual accounts.

Between the two camps would appear to be the news website Lenta.Ru (@lentaruofficial), acting as a bridge and mediator. On closer inspection, however, this does not turn out to be the case. Rather, Lenta.Ru, as we have seen earlier, was a key distributor of opposition memes, particularly the important mobilizational meme #стабильность, while the real bridges between the two camps are several nodes located between @lentaruofficial and @burmatoff on the map. The resulting picture, then, is one of a diversified opposition with complex and fluid networks squaring off against a more cohesive, concentrated and hierarchical pro-government network.

Discussion & Conclusions

The role that online social media such as Twitter can and do play in mobilization and political contention is itself highly contested and, in many ways, susceptible to the minutiae of research design and methodological predilection. Almost all of the fundamental aspects of each study – the geographic, technological and temporal parameters of what is being studied and how data are collected and manipulated, to say nothing of the specifics of the questions ask – often differ from one investigation to the next to such a degree that the results are difficult to compare. Generalizing results from one study to a broader context should be attempted only with the greatest of caution.

This paper represents a first, tentative exploration of data on the use of Twitter during two and a half contentious days of Russian politics in March. As such, it bears no direct relevance to the use of Twitter in other contexts, whether topical, geographic or temporal, or to the use of other online social media platforms. Due to the nature of the data and the process by which they were collected, we must also be careful in generalizing our conclusions even to the level of the broader social groups whose interactions we have attempted to observe here.

That said, some broad patterns appear evident, among which are the following:

• The use of Twitter as a social media tool varies, even within a brief period, greatly, from one group to another and one situation to another. In some cases, particularly involving the use of mobilizational memes during the ‘rally’ phase of the March 4-6 period, Twitter clearly acted as a broadcast medium, in line with much of what has been written about Twitter in the academic literature. However, the use of Twitter took on a much more dispersed and interactive character during the election phase, when the emphasis was on collecting and aggregating information on what was happening during the voting process, including evidence of fraud. Moreover, the transition, particularly within opposition networks, from more dispersed to more concentrated communication over time suggests a process by

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which information is collected, aggregated, processed and then re-broadcast for mobilizational purposes. It is also noteworthy that the emphasis within the pro-government networks is more heavily on broadcast.22

• There are marked differences in the underlying social structures of the pro- and anti-government online mobilization networks. The latter are demonstrably more diverse and more fluid – as represented by the multiplicity of weaker ties – while the former display a greater degree of hierarchy, concentration and institutionalization. This is consistent with the Berkman Center’s research on Twitter, although it is somewhat at odds with their research on the structure of blog networks. More fundamentally, however, it is consistent with broader sociological research on social movements and networks, most notably with Granovetter’s classic work on “The Strength of Weak Ties”.23

• Throughout all the networks explored here, professionals – whether professional journalists, politicians, bloggers or activists – play far and away the most important role in the production and re-distribution of communication via Twitter. Again, this is consistent with much of the existing literature on Twitter in other contexts. But it also underscores both the importance of infrastructure and resources even in using ostensibly costless and ‘democratizing’ online resources, as well as the fact that the Russian opposition does apparently enjoy the support of a robust professional media network.

Despite all of the qualifications and caveats made above, regarding the ability to compare these findings to those of others, a close reading of these findings and those presented by colleagues studying the same general series of events raises important questions and contradictions. This most clearly arises regarding the work on Facebook and VKontakte done by Gleb Suvorov and colleagues at Basilisk Labs, who find that, “The protest movement has no structure or hierarchy. There are ‘leaders’ and masses, and between them only a yawning gap. … Each oppositional individual is in that gap. They are individualists, who do not need likeminded thinkers. Out of 20,000 participants, 8,000 have no friends who were on Bolotnaya. … Each oppositional individual committed a solitary act of expression of dissatisfaction by going out into the streets. Alone. And he came back alone.”

Leaving aside the rather glaring conceptual problem of equating on-line and off-line protest populations, this conclusion would seem to reflect a fundamental misunderstanding of the nature of social networks in general and protest networks in particular. The finding of at least 8,000 connected nodes within a universe of 20,000 individuals – or, in the terms used in this paper, a connectivity quotient of 40%, more or less in line with the Twitter networks explored here – is actually a remarkably high degree of connectivity, and significantly higher than we would expect to find in a randomized social network of the same size. Moreover, at what is still an early stage in a protest movement with an uncertain future, it is unreasonable to expect a higher degree of solidarity (even if we make the leap of equating connectivity with solidarity) than we currently see.

A greater challenge is posed by the work of Ted Gerber, in his study of “electronic political engagement” in Russia, conducted through traditional polling techniques. Gerber’s broad findings – particularly of an increase new media use for political communication after the December 2011 Duma elections – are not in contradiction to those presented here. However, his finding that on-line presence, both in terms of online social networking and Internet-based “information seeking”, is

22 This diversity of Twitter usage is in line with findings in the comparative literature on Twitter communication; cf. Dann, Stephen. “Twitter content classification,” First Monday, 2010, 15(12). 23 Granovetter, Mark S. “The Strength of Weak Ties,” American Journal of Sociology, 1973, 78(6): 1360-1380.

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“generally not associated with political views” would seem to be at odds with our finding that oppositional communication dominates the Twitter space during the period of contestation.24

It should be remembered, of course, that we are working with very different data sets. Gerber polls a representative sample of 2,403 Russians before and after the elections, in 46 regions, while this report limits itself to those who actually communicated about politics on Twitter during the March 4-6 period – clearly a self-selecting sample. But this still does not resolve the contradiction: if there is no clear tendency for “on-line” Russians to be oppositional, then why do they dominate in our networks?

The answer likely comes down to reporting, particularly self-reporting by survey respondents, and underscores the need for multi-method research. The data we present here obviously do not allow us to draw conclusions about the place of Twitter communication in Russia as a whole, and we can surmise that Twitter users are not representative of Russia at large. Unfortunately, Gerber’s poll did not ask a question specifically about Twitter usage, which would have provided some reference point; absent that, we are left with data from Yandex, which reports that there are some 3.03 million Twitter users in Russia, a significant number, to be sure, but one about which we know almost nothing in detail.25 Polling data such as Gerber’s meanwhile, do not allow us to draw any conclusions about what people are actually doing on line.

Until we make that connection and have much larger and more complex datasets, we need to be extremely careful in arguing cause and effect. Indeed, this paper makes no causal claims whatsoever: while we believe we have some idea of how and what people were communicating on Twitter March 4-6, and we can draw tentative conclusions as to why, we cannot extrapolate from that into an argument about whether Twitter made the protests larger, for example. And, in fact, studies of online social media and mass mobilization in other times and places suggest that such causal links are far from clear-cut. In the UK, for example, the “Reading the Riots” research team found that peaks in riot-related Twitter activity followed, rather than preceded, activity in the streets – perhaps not surprising, given that much communication tends to be reactive, but complicating any argument that Twitter was instrumental in bringing people out into the streets.26 Moreover, as Navid Hassanpour demonstrates, Hosni Mubarak’s abrupt removal of on-line media from the mobilizational equation in Egypt – accomplished by simply turning off access to the Internet – actually led to more mobilization, not less.27

Thus, whatever answers are suggested by this paper, it points to even more questions for further investigation. In many respects, we echo the Berkman Center’s call for the systematic comparison of online communication across platforms, including blogs and networking sites; to this we would add multimedia sharing sites and the forums of established online news sites. To that we would add the need to combine on-line research with rigorous off-line approaches, including both large- and small-N studies. Within the framework of our own existing and growing database, we recognize the importance of content analysis, including semantic and sentiment analysis, as well as link analysis. If we are truly to understand how and why social media are used in mobilization, we must combine this research with more sophisticated (and better theorized) qualitative and quantitative social research. 24 Неяскин, Георгий. «Интернет меньше любит Путина и Сталина». Slon.ru, 07 March 2012. http://slon.ru/russia/polzovateli_interneta_menshe_lyubyat_putina_i_stalina-762175.xhtml 25 http://blogs.yandex.ru/ 26 http://www.guardian.co.uk/uk/interactive/2011/aug/24/riots-twitter-traffic-interactive 27 Hassanpour, Navid. “Media Disruption Exacerbates Revolutionary Unrest: Evidence from Mubarak’s Natural Experiment,” presented at the Annual Meeting of the American Political Science Association, 2011.

Appendix I: Individual Meme Networks

Meme Number of Tweets Number of Tweeters Connectivity Quotient Top 5 Tweeters Neutral Memes

#выборы 1456 857 14.84% @interfax_news @tokyohatsu @vmysila @zalezaka @volya_naroda

#выборы2012 1349 775 27.72% @rt_russian @riapress @47shots @alexeyhm @golosameriki

Путин 1114 935 16.89% @dlindele @navalny @insider_chat @inosmi @userdie

Уик 1492 1000 35.52% @adagamov @ligaizbirateley @osha_kot @kozlovsky @olevskiy

#4марта 1513 895 41.18% @interfax_news @tina_kandelaki @zachistievybory @you_reporter @alyasha_alyasha

#5марта 1445 1000 51.63% @glavportal @vissevald @zghu2010 @vedomostilive @vitaswift

#митинг 1319 1002 52.69% @glavportal @ladyguri @narod_protiv_er @vitaswift @kurginyanru

Opposition Memes Карусель 1205 1000 31.29% @rosvybory

@mvelmakin @solomonhaykin @drandin @tvrain

Вброс 160 119 33.75% @letmefashion @zapyatoy @viktor_bad @yrasunrise @bajiek_

#пушкинская 1163 1000 40.41% @glavportal @the_newtimes @vova_moskva @russianreporter @public__post

#стабильность 1457 1000 63.62% @lentaruofficial @zhgun @vorewig @fleurklin @fontanka_spb

Kremlin Memes #запутина 1589 433 65.76% @burmatoff

@er_novosti @gattarov @mantsur @sadreeff

#манежка 1459 1000 0.01% @c1rcool

@leisha_xoroshij @ftzwxz @vitaly_russia @pknsht

#манежная 187 134 36.90% @aragorn28 @eufaraday @c1rcool @eugenechigir @d00h

Appendix II: Composite Meme Networks

Opposition Memes Kremlin Memes Neutral Memes All Memes Vertices (Tweeters) 3037 1536 5188 8565 Edges (Tweets) 3366 1876 6896 11113 Self Loops 1780 1250 4091 6516 Connection Quotient 47.12% 33.37% 40.68% 41.37% Top 10 Tweeters @lentaruofficial

@glavportal @rosvybory @mvelmakin @the_newtimes @zhgun @solomonhaykin @drandin @tvrain @vova_moskva

@burmatoff @er_novosti @mantsur @gattarov @sadreeff @aragorn28 @monomakh34 @shlegel @kirillschitov @n28vova

@glavportal @ladyguri @interfax_news @vissevald @tina_kandelaki @adagamov @ligaizbirateley @dlindele @zachiestievybori @navalny

@lentaruofficial @glavportal @ladyguri @interfax_news @vissevald @burmatoff @tina_kandelaki @rosvybory @adagamov @mvelmakin

fedotovaira

oparin_j

manzhula

olegcheb

cccp2_0

renatkargin

atihylyxif

bendersheridan

kjdsar

rosvybory

irachelseasmile

lardn

densmirnov

megazoll

alyasa_

oleg_kozyrev

a_surikoff

antos162

mirsuljan

il4

nomoneynofunny

jewishwi

marialem

tikhomirov_vl

mapmyxa

shiro_maria

mind_digits

gnezdilov_alex

airbear007

shorstova

forummsk

smirnonika

jjlebed

lilla_silla

eliseevamaja

liveorangejuce

raguzoff

siyandiev

vol1oleg

sobesednik9

koctypolevoy

an_kazarina

zhelezobetonya

okolokremlya

v_zaputina_v

grechkaru

andrey_sopin

glaztv

makartsov

sergerod

koroleone

levres_au_vinaleshru

nat_ter

doktortwi

kruglov11

bekkul

solomonhaykin

moveolocus

zamorozhenka

ursusua

iile1

denyagenich1971

nstndo

weryvall

zifirayulia

ndrevolt

h0b0k3n

anfisa_flash

san4izz

paplic1987

chistoprudov

alexyurtaev

dobrokhotov

svetosrv

av_shikchanov

alexey_titov

memfis1962

lorningtacmyi

volya_naroda

fermydora

metan1

sky_alchemist

zombi_morgan

milaev

tatyanaturova

xdipolx

lyrifegi

felyzen

anisaarski

innanov79

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1kirill_korolev

ideaholder

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aka_avor

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sergeevatweet

navalny

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fixlet

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tiffozza

carissimaregina

evils_empire

electionrussia

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myrastemcatalog

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grad_na_volge34

kompexob

tvrain

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deniskorolev

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netstrannik

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a_nele

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golub

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onlyrublevich

levoyageurteam

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patriotrus1981

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doch_bonda

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conspirologorg

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bespe4nyjaingel

zeromcool_zz

luberr3791

xolorkostya

lufiopohe

cka65guf

ivan_okuzmenko

fflaresky

bfzsyv

rohecksurfvofl

mitmtz

professcor6467

dauanf

pureglpllitato

huptura

qeduthati

luk_tgs

aleksmachetue

ragionevolce

esh_brevnouv

shergei_34

hofibaqyge

asato_tcuzluki

xeresavak

derytyl

tcaiba

iqokiboso

pavel_lukashpov

blhood_lenny

ueirug

lwirndevio

sanya_z1988

dafsdgfaosdf

ivahn_fakov

maoreman10

sanvlord

vtrupa

ser_andajrtuss

ladacipyma

ihcparti

jkpyrpczc

dead_opcerator

chyzek

deshaunttgg

onerkhymer

yozufiqst

life_drgift

pcakaship

rjabehnkosasha

anpersimpningh

poskermastera

istwtc

alecsgeyyy

ya_iz_lmoskvy

nppteuc

videoksur

nesabarwchema

jonny_ozezab0t

wpolfgang777

kegirorun

chusyand

qkkrng

suffer_tlife

it_snowqs

cingmysdewbi

canheatwtherna

thekenanytlt

matan12f3

calexandromg25

dajlajtt

afebuwire

vanka_comsk

vasfya_luzer

fqbxkcrxj

maroipg

tocuamaja

jneodissidcnfor

btreatnot

herho19

pasha_leoktor

dead_szince

otdedyxibr1985

tundrpa123mr

bfead_one

kcoraleebapqq

ralternatus

akna_slesh

flexxxlik

cavejackall

rimilxaos

onikcs_4o

ante_doribx

aleks437v3

zlobnyxj_yak

crazznzy_mag

ypodiduet

kbamillakwkkj

astfvt

ahsitsil

sergmey72465

sxp274

icttqf

ezywyy

sqlm3b4

summerssii

dj_gavriok

marfeukiyrsay

frikazoljg

yoursmki

m_mixalyvch_m

hikjjve

uzhastpeg

guiltu_jluke

nuipbusrini

efjcdr

wordovholics

bunusullk

caarlbdfh

jilohalym

leshae_kozlov

alleeex_g

m77k263

tapokz_polet

sarnya_borodach

lehaexorn

tonik1p4

snakizatorrnr

chtitadriita

proud_angeal

klonk_136

wrmafq

hasaminmai1979

bonsaisa8z99a

emo4ka1t9942007

matvey_sjpb

anti_vodkla

ccabamilow

sobaaachdka

zzmhkm

bruryj_laki

fmjbid

krediftovanie

werliruos

ivlan2009i

kugplu

alekscand_kr

ysasonch4k

hfjnyb

sidmponster

izkotrsstbrss

michaelf_soyer

dawnieltdd

rezhirm

akacmorpl

armareetto

shon_fteris

rpovovsercju

krotizs

xxx_stringk_xxx

ciel_murdher

stzimul77

spybpatlpili

lfibiclew

galphastv

easnumtirva

andlgeo

bxinaellitr

ailene67a78pul

edpdi_gribl

deslodqer

zshesht

gopstygl

godkunife

luckysshzark

edwardq_ro

gojspel81

sjksirwin

umoxrrist

djromeompaper

desqswasey9bbc

sihehihly

yt82svnap

hellgqamadness

sergeybatiyr

kosidonbo

zhaqwer5

npmljj

rtetwtywgqwgw

fozeil_jon

ostaryj_goblin

pahan88p888

tavreich

demonpsm

simon_dkumbo

blyambzambam

bordeer13

ggamaydn

stuimul77

begazytafgik

rybamchki

xsgmpu

bramosxcow

jmewelcij

yiibhnp

freerhejrzreali

nmiemevinmu

zloj_grishja

ofunccysrated

ksurt9966

talibanisbhhe

fantompmog

ray_kjiri

evgelneelne

baranecte6lan

shlurkin_roman

itte_irasnhai

shurxshik_80

xlsexsx

brgearius

donnybimi

rrfdav

sayko195p8

gadskij_klotos

zvezdo4ka6p66

xxlegalaxsxx

igicalbor

silf_keblvar

orespekt2010

hcfdbhfxk

ptalgat_1

pulsj12

skandal_isgt

uljajmat

shakdiman

lxokokaluga

psdfsdfdx

my_sadm_cry

vestovojw7678

victorrusa

grnqraz

vvkusnovsem

yurii66i6999

samthebgest

babsym_po_nebu

mivck71

lqvbbu

glerka_88

vgehetout

raozen1313

inoori_kito

rftrtew

rikof1963

nadysynablif

melon6f666

negarl1

pikonsuda

rssdiagest

ferneclowieii

peretdoslsd

alhavardo

dhen9847

japanecse_wrx

tnksvq

rycar_maqstdaj

ivhanovalex50

guodknife

psjihoidus

mkoditor

kuafedelmoon

xmozt

tokninaty

dbimka275yj

nloony_dnb

rimlywan

psdiholog2010

taushakkar

zberg75

malyshx_dzhon

fwalejuo

kvidrs

xgwosryyo

fausts91

seetecu

rooomcster

eddzvaard

afanansmax

eihshjpnr

gserman_gott

znitro143

apaahysj

zasrakta

ottjo_life

riapelphcopa

fucvkthebass

epzasn

smotrgdash

tmiakot

fuerfentchala

fdrfry

mertvetsj_vkg

ryqaqor

gfszmw

lecubeantda

melisjs_fr

sicawfilne

lihqoaxon

ireacan

pudsapith

anekdjotskij

xlgbpeifi

alonen73

kukaanxamon

maqrorgolder

nimmjermal

kbhrfzipn

mioxasyanych

stantfaranli

macquectuma

mfedpeg

raskazchigk

paavel_prometov

sabshadmb

milyan_grechkgo

azatx88888

sadoffnipk

bena_dzhojs

afoks_batler

eparanoik_sleva

ehucodydiq

dzhebntlmen

misha_pfacan

madfbun90

muajdan_seryj

stez3455nisly

iskhh_xajse

rtixij_shu

traxtenugarfild

janeairp23

itasaarr

junkoyoyzir

miszter_goodman

szmallblackfox

ometn_darkwatch

orusrem

cybapiliypet

dtjmug

tesvter2011

diybydil

osman_0c5

akliks_first

batyonu

racmstuning

hevrgandfeti

rolbene

jammes_cash

ihestgze

jspyzj

ixeverlastingi

lashawntuwucz

vqlnqa

ylajyp

heguzyhe

jakmsz

hdo20

larpyba

coacpaftapzi

xoccrh

quekabobesn

opeqotyke

agki478

dqkqvizpe

allengolng

zvgsc

vugufyozorytir

bohss8888

mruzkzzz

tramzekagid

granad_in_k

blog_ulann_ude

gorebihu

wycpkfjau

pealognoco

yqzmts

kwrtzp

phylisbszz02ki

n0tv_so_f45t

myulij_dunaev

rjaneair23

vatribapuv

churhkiwoin

pajvlik_mudryj

pkazumasa_is

dimbfuddy

bzorisrizik

dsjqwpyqx

bactalevaleksei

iliua_oblomov

serzh_tguru

nexptunene

heriiginth

efremakinchejv

fayt_2006

ehee535

yurij_1980300x1

bladem261

life_i4_sk8

paclegitir1988

vomvax

shvidskoy_pahom

mulejntiqj

voffafa

inoyvi

yzifunan

unilisyva

pokyrejuk

laryfcz

sofo4ka

banlimit

rusachkaaaa

nsn_info

ganbik

timsdcc1rcool

psyangeloganesyanarman

once_in_july

memfis1962

eugenechigir

raevskaja

aragorn28

comandanteterzistrong1494

skorohodik

kipi_shin

natalies19

shabanov_s_v

primakovd

proudlyfly

_9737832830961

djb0b

jurgens710demonout

broskomagazine

saboteur_2

efremovsergey

kotoviv

greek777 ostup_bender

tikhomirov_vl

er_insider

lunatik13

lufandever

rumpelstiltsken

xtinaooh

anastasia_1308

zloymopga

ruslax

natagkabaranova

greenfield_

aleksandrashv

sufdone

timazcimaz

mrsencefull

dvamas

katetretiakova

lipskerov

kilgishovan

fucktbi

oleg_einar

tvrain

akademlogik

daggets

mnekaz

dsboris

konyushko

mvereschagin

iamsinichkin

ivanenko_i

kooks_ann

decembertale

maroussia1985

agoltsov

onelovemoscow

julee_voronkova

dmitrij_frei

semadagaev

droftexr

nybavun

cptekg

moi_fotografivi

vocv4ik007

stervina

krisboldyreva

evodolu

uwityzico

zodomoc

pfyhaus

neomjcl

smsulow

uwajywilo

servsmounhena

veorshckov

vorcavise

valusha_tronova

ur_insomnia

katrin_aaaa

kurssor

extravalex

lovehaski

maxtaksijashaten

storm_axe

nterekhov

pribyshin

elvigubushiev

a3imbayev

mikaelrus vova_moskva

_2235646523811

alterego_ist

philipkravtsov

shevadronova

life_msk

mitinginfoakmpavel

tatarinov

d00h

yanabogdanova

hodjaevb

denisbeta

last7ru

virtu5

dimmironov

yakushevaanna

vesel4ak_y

ritikyry

mini_grapefruit

svistyshka

exkarlson1973

eufaraday

kykyllionok

novoseltsevv_m

moscowck

zyablya

1lesha1

public__post

nata_fox_

elaterus

carexnigra

denisenkoden

_i_a_d_

smirnov_ant

rybachek22

burmatoff

gattarov

joninvincible

converter_being

elenalip

artur_shamilov

kvmironov

pravoved007

artembeloglazov

rolexx777

miva_iva

funnycrime

imagadan_ru

fr_andrey

ryabov_mike

sabfv

sundupova93

stas_kireev

aleksanya

ivan_kargalev

dzyliak

s_shipunova

kolmakovann

_dasha_ch

kleminayulia

abramowadasca

tatianadambaeva

moskvindp

al_larin

di_tuneless

gallifreyfalls

abakanskiy

leviu_hou

ivan24_02

i_unspace

shibaevanatalia

yudinkirill

edinros34

cockroach_brain

ilya_kovalev

justbecaus

bogdanlinch

jer0nym0

ichbinuberalles

akarandin

maxim_volkov

topbot

t30p

t30p_3

t30p_0

t30p_i

grizzlynohead

er_novosti

zlatafishka

catb1ack

nc_tv

ryzhkovak

dmitrykryukov

alisamokina

vbortnikova

aweann

ilyas_kalmikov

maratakeno

m_petko

mur_ov

rinkaza

roman_chyuko

aleshka_der

helen_uvarova

divide0

andrey_rz

khakimov_ilyas

gazzz87

krymovvb

pvdovchenko

pavelkf

sanitskaya

evshu

voice_of_true

superhelvire

denisjara

bihanskyy

drmax_nn

dolbokril

ivankaanna

lakkuchu29

parabolation

pmakarychev

ophthalmalbus

kazdalevsky

monomakh34

ac_ovb

galanskii

kassade

nnevgen

missbysinka

chemerisss

rybakoff

marlenka_rusa_galitsyn

vadim_0526

kremlyanka

2012terskovs

shlegel

veraminicooper

pedanov

ayrtonessa

rus_tm

tolmachyov

svetaboiko

turow_a

alina_dovgulyajonvlasov

mantsur

antonyurtaev

n_telepnev

ironmikka

kopylovrussia

mikhashenok

nikolayvoronkov

cojzee

juventa_29

antonova67

alexpolt2

lina_indie

kozzadereza

zverogon

temkinmir

alexandra_mtv

denniman_er

kira0509

tagan77

mintzru

bav19802006

singertroya

zantella

goncharov_66

kirillschitov

gorshkovnikolai

_uylechka_

vasya2kurolesov

efremovra

korvin1973

upasedu

ojanyguqo

disabyruqo

izejobula

swy79ya

dmitry_kirienko

nata_guseva

jetzajac

mashina_s

alex_bogatyrev

axenovaelena

kyfocecihu

cryofrostzero

albonumismatico

ignabi

rykov

basegprm

smolenkov

ifehilynatalyabutba

cazeruli

qwarker

petrant0

sgerasimov

barboze

ten_sergey

koctypolevoy

tanyadm11

topoprf

aqucozyzo

dmd13rus

diety_pohudety

veselyputin

ifsanych1977

evasilkova

anenkovaanya

bywijiqe

olegmalcev

kurbatulya

svirdikova

deadejig

cetamez

g_ulanova

skripinsckij

daveryanov

irishkapavlovna

general0317

sunvita

sergey_delnet

enotsava

logopedavr

akppotvet

skripnikaa

romaprud2015

vomolbo1

skarlet28ohara

n28vova

keisy001

2zesky

garaninandrei

akppotvety

mgvardia_54

beria_lp_lena_k

akpp_otvety

oksana_25

akpp_otvett

chepk90

olegcheb

igor3711

ilyakanakidi

aniaslanyan

akpp_otvetty

ilja13132

unujibygos

cyfocevil

tver0fadeeva

akelubivy

umaruvo

1_kanal fyrigaryn

gepemoj

kholodow

iamstinger

akumyba

ratiboard

danik81slim

sergeypush34

awavaqe

gytdvjybz

velikastranarus

pashkov

icutopedu

rakitylya

diety_pohydety

ukinetowul

dgordgina

icipigi

macggg1

micawely

iletunul

alexkei1

ohoqoqo

telushkin_m

sergei_gr_ussr

chernogorskaya

elenapawlova

olyjelukow

urolygizi

dutov_rossmi

ayaz_01_

negubami

xywycygu

sherzakir

sadreeff

vadikbogdanov

ifuqeleri

artempushkin91

spiteful_suslik

ialexander13

krasauskas73

scroogeman84

belovtimotej

ljfoska

yuyanna201

tivesude

elena_yakushina

nepogostu

kspavlova

fer0ce

drupady

prezident_slk

lyzeniz

sretenskaya

_julia_v

igoryash

ostarkova_irina

lokotyvyf

m_kosheleva

kurpasov

kuanov_yury

svetazaharova

littlesivanov

m_nastroenie

lakomkina

shushan4ik

nashacanada

dorian_velikyi

arina_ra

optashkin

vadimvma

svetaries

parginaer_ivanovo

burgphill

leonid_shevelev

cbc2000

suzzankavesna

amareev

sashamalygina

hohlow_a

grinechka

tsemenov

konstantin_reva

orevkov

cccp2_0

ghoniq

daniilkomkov

myshkinmr

chybykov

djinchik

klakson102

vitaliy_logos

trebunskih

murzaewav

lyukshinnikita

goshanazgul

sup_igor

andre_soldatov

molgvardia34

darismirnoff

lenazavrik

ivushkinn

dubov1967

prushkalev

imakhaev

meltory

olly_jolly

mellarossa

ginnoff

puzikazuzika

alpostnikov

golchikov1

dvorik_eco

madinasageeva

c_adrian

tplisina

valerivolga

maksimusrus

starogaz

aleksraduga

skrupskaya

alexgizn

n_romanenkovabelov49

zonchik

meriko_20

alekseigrachev

vivintic

sladckovich

ivan___durak

n_katin

ramsessanchez

adriaan49

olegvasen

msaryev

alexcrafty

3abtpa

v36rus

demasfrost

morsnews_ru

russianews24

bryanskru

evgeniy__s

good_mum

vovansokol

azbukywedy

garon0075

oligathor

denyschaynek

forget_the_way

alexchesno

copoka7

na_nitochke

antesla

korobkov

dostoverkin

napishi_putinu

vertsinski

mmx_09

victgr1

dmitrykharlamovyazvilka

prodoc2

novikova_m

karasevalexey

molonya

merimorozova

arshak_m

katrinoros

brusni4ka76

fadeichevpavel

sergeyignatev

rikhtman

alena_arshinova

annastarkova

alexander_rybin

19nick89

serunim

shtefanrv

mila_niskanen

andresherdor

salty_1970

_patriotrossii

hatipov

infodestinyru

Appendix IV: Kremlin Meme Network

wizard86rus

tina_kandelaki

amilena8891

suharev

worlddiana

babchenkova

zachistievibori

westgoxa

maksimushqa

oksanakadackaya

alekssib74

sergeytishin

in_da_ftoor

denil_lincoln

asyasagirova

restwhores

sol_creative

gold1713

remcoreiding

pvanheessen

nastiasergeeva

correktor

you_reporter

shershunov

timma_ru

gogahw

grinchila

velicolepno

odin119

hibulloffgoon9809

superechka

zarbalievaa

glvmurom

yadavid

helengirl001nastyalazy

katepanyukova

il4

akmpavel

unknown1error

ikazakevich

frolovlife

mishatun

fromkyivbaku

annamakhonina95umaguzin

_novikov_maxim_

a_ferler

frederikoo

mae57r0

ziqranecpomidor21alibes_sochi

kotrdmitriy

jacsyyy

wladimir2985

sergey_avetisov

katesemushina

zybastiktwit

elizaveta_ee

dmitrykhitrin

mryuriyivanov

mgvido

mjayka

zachistye_mo

drathvedro

sl7549

olgashamara

julysophi888

grishkodv

hiphok

psykukumber

nfedoseenkov

rsilkin

dkaldarikova

andrewchumakov

rusnews_tv

roman_primorye

foobuzz

vanger_rus

ivo_rus

isoldedotcom

daria_degrave

vladtanvel

maksim_iv

sampaymatvey

tarazanov_de

kon4akov

sensimon1976

4mapta

nik_novopashin

hyperyan

vladimirzakh

interfax_news

lebedevasofia

sexy4erry

fedostsev

ora1bserge_medyanik

streltsovau

nastadol

euroradio

ermolya1

maxsobolev

alex_tambov

likstanov

nemo_47

livekirov_ru

rolliewizza

zvenigorodska

gykart

nastya12345099

olga_bugaeva

tsimokhinlalapolya

giorgio_fed

slezanatalia

tomsk_vk

gosincerity

pol_marishka

artemlogutenok

dvm911

qwescin

alibek_1980

eldin13ilya

mbc_kim

zuev_andrey

public__post

hudozhnik2010

eugenechigir

v1ncent0

alinam1993

albinalana

ravshanium

kostyaev

asbondarenko

alexvs

avrogachyov

motrspirit

tanya_flippy

1mariannochka1

zuwirt

sharikus

_suicidewatch

dguryanov

roads_moscow

sashashestakova

nedvigimost

nikkiewart

sportkss26

taxi_taxicab

duderman67

nikolakazakov

doublepumplatte

k_zhgun

fobia_smog

lovely_lorely

svetasmith

ladyfaceoff

sashamakshanova

_brigadir_

duff04

lidia_baturina

val_ent_1n

santo_rini

alladubnyak

kozlovvn

mpn_facts

pretty__janis

martin_shtrih

voice_of_true

dvamas

kryscina_by

vladimirgalay

drru87

rinkaza

mc_maxim

mrsencefull

alexandrsokolov

clemente_maria

dmitrychernous

alekseigrachev

tiranu_net

zeleranskaya

julietta1346

mnekaz

_prior_

symonbalan

krasny_krokodil

bibblebabl

irishkapavlovna

kornik93

p_ageev

artemzemlyanov

froz25

aprelia

er_tula

obetkovskaya

bsubanov

miss_tw

twi_book

elena7713

svet42

new_yorked

sailinsky

kojdan

butlerofficial

link_up_

egortweet

rainier_sd

code_q

ananasovajaelka

burivestnik

rfembassygr

nomer555

slezkapu

ageranina

tridorogi

derkach_av

ribalo4ka

anton_official

shipilev

aapetrenko

saleshandbook

vikpokryshkin

ksenjama

konfpaito olya_tyukina

sorokin_ds

dasha_busygina

rkotvis

s_uliss

sergeilobachev

snastis

lazarevnikolai1

vikbel7

galodium

mmalichka

vparshin

perfectegoism

goltyakov_d

ya_ne_sterva

shmeljova_kate

nickrusmovie

vivinks

ivanbochkareff

glebuljanich

kharmen86

vbortnikova

padlik

sashabelan

grishachemeris

overesova

sam_mamedov

vsergeechev

d_tsvetkov

arbatoff

lokaro

romanosharov

miller_di

serhiozzzzz

alewaamazing

titenko_v

v_korobkov

szolkin

prezident_slk

tmb_alexander

alyonalanskaya

chelovechkina

serega_shkolin

in_his_boots_22

astemirtsomaevv

moigoroshek

julikis28

mihrrrab

egor_reader

sefon

smadinar

vikamaitai

nellianna632

fire_tt

initiaty

ruusik

shoppingkldxooligano

d_komarovskiy

metlyaeva90 riapress

irapospelova

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ezeik_

moe_online

oppoziciyavrn

mrhumbertt

qtwnuz

rusttem

geckonetix

eurocapman

sergeygera

sasha_sherman

lawyersplinter

novini_bg

natalysmnata

reginatolstobro

aesaulkov

elvirinkina

immortal_vlad

ekolesnikoff

famurofyjy

nubomidyda

igobyca

salehasobu

ujycipilyx

oqumijoko

lisafetka

yakovlevva

evgeniy_korka

assasin_05

pyjolehexy

heysatan_

heduxar

salomanka

kapnic

mihapro_ru

hip_hoper05dag

ilyakaznachev

alexey_fradkin

nikozlov

tourtle

news24ru

proshechkafeelgood095

tsandykspa

_va_lerka

geniyz

lispolatov

kalmnews

qupopeno

your_world_news

grauer_alltag

adpehajiuhu

2d_ufo

korzova

nastaser

gazeta_comments

ilyasidelnikov

maxer_ozr

veravolf

ftppo

xapkibnews

isbelov

komnatnyy

south_news

evukaqe

andybond5

omeganews

gorizontal_ru

wwwtrud

stanislavskiy

marattto

aka_skvot

ganchk

elmiratwit

maryjaycarter

mir0shnik

loskoufa

leavisil

evgvorobyev

romanlelyakov

izvestiaur

aida_nochka

football2010wc

rikhtman

barsegyan_v

vv__putin

alexey199754

nslepcov

juliannochka001

iichmi

sophie_kk_

facenewsuaavdonskoy

gwynethkvun

baio1980

hrumkorgyk

v_arina_

gleimp

vivakat

weirdywalkcy

aapopovich

aleks_niam

dartz_kz

newsarcastic

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x_alkogolik_x

evgeny_kobzev

olgaquest

5posts

anastacia0707

elistasite

esinowa

best_filmy

tsai66

mpautov

vlar_rus

devochka_yulja

master_kir

annsenkina

svoyapravda

nocher1

ivo3d

investorbgnews

forum_glavred

newsmixerbg

dianamarkovna

digitalion

gkirovru

panzerkarachun

100tv_tweet

inopressa

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christerrana

artem_leontiev

tynestaralsja

muhango

lilyashinoda

wassek96

oskvernitel

askerovelshan

erinsara2

utrosmilike20

psedofff

sever_actor

keisergeyn

tihonsurovyi

u_owl

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pronndatorial

jkemanenidesh

mrsstepashka

anahanclin

raskaevpayastiwiv

alex_golomazov

eltuteresi

jalekounar

charimexik

hornedkavu

_mrdj_

maria_moriarty

sacconicco

umar0v

baronungern

elektritisch

darth_jeka

julia_stalina

thetolyan

mrityu_loki

atseton

dayperm

pumbaaaaaaaaa

planetajedward

trebushinin_l2

alinahockey

blozzeta

logistservice dima31188

mhhtmen

kepuby

vsapounovlyuciena

evgeniaberger

galina_rst

kakadusha

kucha_trupoff

lezhnevs

mystery_giri

geniatouchaous

eccovskiy

alexnovatorligaizbirateley

kaulla1

mellian_

jarik_glebovich

eksvu

ilya2892

asustek11

temmmma

amartology

petrivanovskiy

antonbasker

alendice

lukyanich

kvanag

kristy_tka4enko

rybakov_s

fizfak

stefych

arkadamania

elelsey881

anstyle

di_alek_tik

broom78

kozlovsky

torvmyrveien

maxtaksi

slowpardnfrollow

chudesnov

evdokim

bigcity_child

kjdsar

sd0107

astolbunov

dytblu

photocafe_ru

littlebullfinch

vas_i_lee

tema57

kutluguzhin

lostfiles

chug4

ninastya

adagamov

artingwald

shimus86

free_vitt

2kan

absolvo

rus622

ficaria_verna

ok_run

serezhakuzmenko

moonquai

sorgrey

n_ka

bibus1975

bsnovikov

no_paranoid

kozlov_1482

tigruorg

idetkov

korobkov

and_rey0

vitservetnik

alenashatrova

mrbutt

artem_rave

denkrsn

tik12spb

intendia

goroscop

plotnikovspb

selfirven

gribovalexey

seennis

antosha0810

obifyvusy

askzanoza

plusodin

isurl

the_doors2000

sdt77sdt28

ichkeria_info

glivova

zharov

itshaman

zhebrun

gritzko

sdvig83

nikkovbadboy

alyrazefyk

knoex

irinasinitsyna

sten_machinegun

rushouse34

fanexumip

mvolovik

photovirus

ewicykuq

vaspelmen

saisan68

uxocubynac

alexsabitov

vladvidnoye

drozdovaanna

respeed

uwarojeza

malakaev

olga_ratmiroff

dagudagr

olegkhay

twocaptains

teddy_mod

dyz25

beata_stultica

olvinia

zazaraisovna

agalitski

huipizdayebatsy

ygecimi

koct9lh

jannnulik

volgaport

dmych

severinan

szolotov

amaranth815

ru_first

dsrodin

hypynyvole

iskovskih

alex191277

jkff

igorgor54

_dollyli_

oren_reader

greenrobot

filippov_dm

paulbn

ynatalef

jeydi606

aaalex106

c_tanya_lj

sitytopot

jonbond670

marinafedoseeva

mlevchuk

3131132

vasilyvolkov

barliaeva

sverchkova

s_korolev

translatordude

mobkard

matrasus

memax_sport

shotinnuendo

bzfrmt_krk

serguglich

nikitkad

daria_yugova

iuzhu2011

glinskyandrey

ysaganyl

makovetskiyily

nicetekhi

rrubanov

mt075

vtomskeru

elenadzen

mariya_yamelabedge

judolete

andreybya

alt_idealist

gejiwelaw

mmarfik

vekatyjih

breinbl

labrate

mirmih

landernotlander

yzyjizinun

uzunujeso

runcorrinarun

a_stanislav

sergeydmitriev

thesanmusic

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etomopyx

oksana_soloveva

sdobnoff

inpplay

andreygluhih

putnik

sergius1971

blyadstvokrugom

comukak

lipcevmaksim

bro256

sofie_coffee

skvoter

chechemasha

deniskuzmin72

ru_gp

plusnin_a

alexey_vorsin

7plus1let8

alterego_moscow

bypiricisy

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omaslukhin

eirenia

maxgrevtsev

dj_olen

yakov_sirotkin

trolooloo

moscowrip

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krupnitskiy

duenko

ilovesandyboy

canadets

skrip1388

lightinen

kehtabp13

feodex

gouen

rosnovsky

akozenkolisec_tut

ment52

denbeket

grigory_bykov

nofenigma

weqemara

biberyn

djavilla

bartes222

rusportbox

bukatova_anna

sportbox_online

argentumm

psmelov

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tailorar

oleggelo

sportboxru

samaranewsline

esurupub

onlinist

edinoros_online

wynojile

skuchnyi

naetcumi

molochkov

ucabuzugyj

ganonanne

skm_krsn

tlt_ru

dmo_shans

bush_ak

kytojof

vladimir_yanvar

reveroff

gluvalera

aricewezu

alex_bananoff

lagmanus

dmitry_str

pavelburduksky

qoquqoh

ramenki4marta

gepomisyf

xalatov

elena_nelleh

valentin_levint

shalfejshur

dmit_mite

pacefist

pavlova64

lookocean

yuliya99969

skloshin

rupetya

kaserg

dmitry_tread

milady1974

pushkin2305

lanflex

ru_today

arcashas

artzv

ildarsafaryanov

protivorechie

shuraluberetsky

obamaleaks

anniva01

newsrutop

teh_raven

sofikomysofiko

dimacrat

zhenyabahotskii

larka_tatarka

polykov1818

maxalatov

lara_chen

wizzzzyy

seffko

ivaschenko

old_good_ulshin

pro_football_ua

ukr_pol

newsruall

kleevitskiyrss

maglich

onegahavox

avkrivosheev

svoykh

igreki

dikobrother

prosto_jenya

faigbayramov

micro_twitt

masha_kor13

nikiforov

zapaler

knev1992

sunnydepres

chereshenbka

fattjachova

newsru_russia

ysuqezuso

ed_ustinov

ozpi

nomuduku

acibanopa

olavladi

marat_miraty4

viktorlubimov

msthurmenmurmen

viamidgard_info

timkasochi

nastia9035

englishinkazan

f0rspam

seniormiguel85

riabreakingnews

refatort

drjippy

zforever

lexashara

ksu_lexi

what_ua

glueclue

mikhailbaskov

amudzen

antinormanist

baziqyg

hahabra_news

evgenseo

mittov

kormilicyna

dimavolkov1

ixarov

alujysu

lafackex

weblakeru

skonoval

tmizguir

fedor57

rvnikita

msalamatov

dgadetsky

nadejda_p

leot1010

pikkipu99

maksim_selya

xvvlad

petrgavrilov321

leesania

cskamsk

vaalaav

myamlik_

valekstepanov

andernikoff

k_galinka

misgilbert

nestelada

ksulapina

halynadamil

vrusoderarde

quhmaa

vdemidko

petryagina

scandals_

liberalcreative

andrew_wagin

lentanew24

24lentanew24

jaralelaidiel

atsel

rozilyjksanalevchuk

voronin82

alexandervolko2

olevskiy

winter_sun_ada

epycugu

ikobyakova

annieomsk

arinchik_

xorets

jeniaudjin

vybory_spb

dunkandx

ziobr

prostoantosha

caxyh

julia_tarasova

forthlife

vladtarnopolski

sekirinskiy

mezulia

elcomunista77

ru_ncnews

alisa_iva

s_veterkom

v_kirillov

staker_trucks

ialex1970

v_vict26

salvevlad

fontanka_spb

zoloev

sonick_rnd

tweetocherry

yaphone

nettesbienchen

veselos

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rzndzn

banknote2000

dinikole

verm74

insie_ru

draftfire

triadsky

kira_lilu

leteli_oblaka

kruchokm

orange_moscow

metalstorm1

4ernyavsky

sam_banshee

drobotmaxim

olgaorloa

ybigefe

abouttrue

abelyalov

from67rus

maryana2107

rucollector

51ava

onopkoea

iva_yana

olegkvashin

glider

koichisenada

aboutrussia

khryashchev

mardon78

igor_saprykin

zheleznyak_kvn

koresh_ok

fortuneyour

voitsekh

grifon_king

eugene_lv

joker_media

russia2021

juliabernstein

aweumuma

maxmaximovdeetan

sapelsv

e4_nf6

brianskru_world

girt_sk

mariasedykh

olgaprotas

nam_shahverdiev

jorabezfamilniy

maxzhukov

mburabaev

osha_kot

dmitry_maltseff

sevrugin

gumergab

ichernyshev

4vsar

iliketimvalyashemetov

bigzaeva

istominna

milovanoff

pavelnovac

coffeeberriees

nasedkin

kalashnikovv_d

rudeti

ooohnastya

selenablaji

kirill_tat_

de1n

koval_nikita

kuzmich86

politiks_news

petr7070

antonvern

alighter

tviksa

esosusuhor

vasyachet

ilya_filimonoff

polittrash

volkova_v

genesis71club

mdeyneka

ora_1

stangoruman

evdodemes1999

tretno

merlin_bird

viplawyer

kaimanov_alexei

vkharlamow

2012el1952

revit70

wakeuprtomsk

kurobij

aaageev

valramov

bollik12

advokatkubany

vazilla

maxbryansk

ekoc82

ir_in_a

ulysses4ever

rus_liberator

alexey_donskoy

ma_kowa

irene_pride

agaffonov

evgeniy_x

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izoldochke

kozlovden

dragon_igor

maselv270258

xeningem

anna_vedutachee_bee

apnagaycev

vakurov

irina2008

nepolunin

ambikalu

dmvru

arsx69

savchenkoanna

centurion_00

laechka

darik_saved

v1adok

nosasty

woolf56

jane_alena

nik_skalpel

soviet_guardian

ilyassetdinovdonpetakov

becasualle

bozyjomegi

9283028

kseniyasereda

popovnikos

aarendar

fezeev

ppa80

777filipp777

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dnikolaevitch

me_so_clever

ol100t

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sizif1

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ekysaxaz

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drryzhkov

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ek_n

ne_normalnij

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juliatoropova

dobrik74

ivan20102

kirzachoff

lobanovadik

demoprof

rrsbydjordj

rozedoson

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kriss_korn

pashkov

vetal747

shichkov

filippovalexey

zoomer_studio

agressive0207

tanyachufelina

shahta_org

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mr_3lion

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awjtwit

andreybobrovsky

novosad_yuri

exel_ru

denissh1

akatuhin

fenibutslavjan

timurabzi

lapa27

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legendasrbije

0fa8af

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mashentsev

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art_comp

g_vasily

petermikh

hamonrus

guseva_e

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marat_ok

chirainka

erp_shnik

moonlakez

max_pronin

r_voytekhovskiy

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avleerus

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v_milov

getnine0

statecrusader

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neva24ru

sbitneff

komen_dant

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smithwesson101

merservlad

onl14u

alien_v

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radzhana_rei

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gadjiramazanova

volkoviu

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guntisd

mazheks

pitertvnews

gozhevn

vavd2011

vzsar

giodigen79

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mobionic

huskyham

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novos_t

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alicenekra

socialfcuk

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zkulakova

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sexynewsru

annpovinb

makspanda

annashavshukova

anna_frid

notking55

ligastavoknews

alisabiryukova

4ifra

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hotnovosti

dreamonsasha

ru_novosti

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lenta_rss

pasiulamos

tdzarasov

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a_strannik

tsyvyan

lifenews_ru

otokarev

fleurforsyte

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pavelkosyakov

masha_meisje

miletoda

freespiceman

vvklimin

Appendix V: Neutral Meme Network

_i_a_d_smirnov_ant

chernogorskayaelenapawlova

nickalleyewitcharrr

zonkhoeva

p4olki

dimazub

jfislove

osv723

rooliana

rostov35

tchernysheva

fleontievpasl81tuganbaev

yrasunrise

prozzak

sutkliff

tokapb

the_prophf

er_ivanovo

al_larin

ru_pirateparty

slvbgtrv

kepuby

vesel4ak_y

katekotik

winzard

dracoola13

ander511

alessio_vee

reclusedotru

itimrussia

av_shikchanov

tplisina

andreydoronin

reporter_tlt

inopressa

politrashmixei4

salty_1970

vmysila

diodoroff

artpimanovscut36

yankicolon

leisha_xoroshij

ftzwxz

ganbik

fadeichevpavelannastarkovaalexander_rybin

playd

zlaw

ress

modinmordin

viktor_badrashemi

c1rcool

denisenkoden

barnumix

n_telepnevvoice_of_true

mikhail_golubev

jetzajacivan___durak

estraniero

ausfan67

twitchenko

gkates

kykyllionok

chybykovdimmironov

eufaraday

userpig

pellegrino7

pennupa_eversummer_

real_naumov

romario__agro

russian_policezapyatoy

orden_feniksa

anutka_1996

letmefashion

bajiek_

evgenyii

s_eirena

trrresh

fleurklin

miketansky

eksvu

vika_moranamsilab

ain92ru

fontanka_spb

lopouhiy

gortolspb

iile1

tatoha56

vadinsar

morsnews_ru

enotsava

bryanskru

ru_kingpin

varlamov

navalny

anna_veduta

k_golitsynnhacizadebookmistressnijatguluzade

nevasyapinkus_

fakemath

dalekodalekogo2berlin

sensimon1976

nkukharenko

klinkinm

russianreporterlyudaluchik

egor_mq

annabernstein

szimniy

egorscha

kjdsar

vorewig

77_rus

forgotten_angersvinina

nblxa

zhgun

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4annel

vladimirzakh

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paplic1987

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natalies19

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djb0b

efremovsergey

ostup_bender

tvrain

atomochka

martin_fedor

moscowlondong_kolomiets

nagletssklyarov

doctorguinness

vladislav21_

t30p

netstrannik

aspiridonov

galodium

just_disobey

sokolovkirill

vakurov

yodapunk

drandin

v_milovpatriotrus1981artemshitov

azikazimow

senko

samklebanov

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advokatkubany

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memfis1962

eugenechigir

maxtaksi

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optashkin

eddinovakplazmaticsdurdendaria

grad_na_volge34bymth

moveolocus

vol1oleg

mvelmakinelectionrussia

aleyurchpotatoes_82

amozharov

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roman_primorye

markwardog

3aru80

kendannedy

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nikitkad

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hello_dariaraulsangresoulchva88dimmyboyk

texn1k

doctorvii

andrey_kubka

ellabraigen

bro256emdimondneuyminnemo_47

yuri_tyan

uralasbest

hasovsztb

rupetya

lovlimc

xthyjdjd

mikaelrus

vova_moskva

vanuska_wer4ik

ra3new

tjorrr

urfin_1648

public__post

racoon_sergeeva

papa_anna

the_newtimes

shnumas

izagriv

nurislamovrinat

antonborisovsiaynie

romanosharov

ruspoker

4mapta

vrebyata

samagreene

chaekrus

kozlovsky

temkinmiralexgiznsadreeff

n_romanenkova

3abtpa

trebunskihvomolbo1

skarlet28ohara

1_kanal

rus_tm

sergeypush34

monomakh34

wanderervnjuventa_29

ritikyry

murzaewav

rybakoffburmatoff denisbeta

ayaz_01_

n28vova

lyukshinnikitazonchik

vivinticshushan4ik

velikastranarus

valerivolga

mantsur

krasauskas73

arina_ra

ginnoff

yanabogdanova

klakson102

azbukywedyserunim

bihanskyy

gattarov_lena_k

rykov

elenalip

molgvardia34

vbortnikova

rybachek22artur_shamilov

m_petko

gazzz87

galanskii

chemerisss

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shlegel

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turow_aer_novosti

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dgordgina

elvigubushiev

artempushkin91

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mashina_s

andre_soldatov

imakhaevolly_jolly

hodjaevb

golchikov1

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korobkov

napishi_putinuvertsinski

mmx_09

alena_arshinova

kuanov_yury

mila_niskanen hatipov

sherzakir

pavelkf

mellarossa

meriko_20

molonya

madinasageeva

2zesky

dorian_velikyi

converter_being

marlenka_rus

tagan77

tanyadm11d00h

a3imbayev

antesla

glavportal

lentaruofficialgrungebucks

riddler63

baranova17kalininrusadie_spongeevgeshik

mikhashenok

svetamerenkova

kseniatr

juliyvchirkovanfirov

alexgoncharow

kt_urban

kissmyba

danteshaneilsabugray

booshma

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flowerflavor

kothates

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a3apnyksendmitrij7

sunsunych85

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goldmandennis

regettbtf

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qlokofunkodelic

ataka440

Appendix VI: Dueling Meme Networks