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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>journalism</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>MarcoCivil: Visualizing the Civil Rights Framework for the Internet in Brazil</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Labic-UFES</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Fabio Goveia LABIC-UFES</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Fabio Malini LABIC-UFES</institution>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Lorena Lucas Regattieri LABIC-UFES</institution>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2011</year>
      </pub-date>
      <abstract>
        <p>In this paper, we map the controversy surrounding the Marco Civil da Internet (Civil Framework for the Internet) in Brazil. Drawing on a Twitter dataset spanning from August 2012 to December 2013, this study uses a series of methods of data mining, processing, and information visualization to produce a historiography of collective actions related to the Marco Civil. The MarcoCivil platform at the “Digital Culture” website creaed initiatives to spread the discussions online: a Twitter profile @MarcoCivil (run by the administrators of the platform) and the MarcoCivil hashtag. To conduct the Marco Civil cartography we chose to work with the messages indexed to the MarcoCivil hashtag circulating on Twitter. In 2012 and 2013 Twitter became the online space in which cyber activists were most vocal. From October 2012 to January 2013 , we collected about 21.997 tweets related to Marco Civil, it was then that we noticed the presence of a controversy and a diversity of points of view in dispute. News reports in Brazilian newspapers during the discussion, little took into consideration the issues engendered in the struggle for approval of the law. By demonstrating with graphs the dispute between the different actors involved in this battle, we seek to contribute to the history of the approval of the Marco Civil. From telecommunications companies to politicians, our report show how history was made in the field of the internet human rights.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>1 An English version of the bill is available at FGV
http://direitorio.fgv.br/sites/direitorio.fgv.br/files/Marco%20Civ
il%20-%20English%20Version%20sept2011.pdf
Representatives eight times, but each time the vote has been
postponed due to the lack of agreement among Members about
crucial points in the Marco Civil.</p>
      <p>Challenges in reaching an agreement have created an obstacle to
the consolidation of a national-level regulatory framework for the
Internet. Among other things, this immobility reveals a tension
between the interests of businesses and the demands of civil
society. Over the course of the bill’s legislative history, the
telecommunications lobby and content industries have been the
driving force behind significant changes to the text. During this
period, we have also witnessed a somewhat "schizophrenic"
dynamic take hold of policymaking efforts concerning the
Internet. While the Ministry of Justice created an innovative
collaborative platform so that civil society could participate in the
production of "The Bill of Rights for the Internet,” it also saw
broad mobilization around a bill that sought to combat all forms
of crime on the Internet, especially financial crimes. Meanwhile,
the Parliament endeavored to focus on criminal laws as a
foundational aspect of Internet regulation in the country.
This strange situation persists today, as the copyright and
telecommunications industries oppose free “peer to peer”
exchange and net neutrality. This can be explained, in part, by the
interests of public security forces, which after public protests in
June 2013 (strongly articulated by the civil society through social
networks) advocated establishing a longer required period for the
retention of private communications data that could support the
investigation of crimes and "deviations". The situation was
compounded in the wake of the Edward Snowden leaks revealing
the National Security Agency (NSA) spying other countries
through PRISM. This struck a chord for Brazilian President
Dilma Roussef, who subsequent to the leaks, proposed an
amendment to the Marco Civil that would force foreign
companies to host data on national servers. The proposal has
proved highly controversial, due both, to the geopolitical
implications it would carry and the technical complications it
could introduce.</p>
      <p>Within the approaval of the Marco Civil, the world turns the eyes
to Brazil when it comes to Internet civil rights. The world
celebrated the bill at the NETmundial – Global Multistakeholder
Meeting on the Future of Internet Governance and at Arena
Participative. At the Arena, we had the presence of important
people discussing internet and human rights, such as Roy
Singham (ThoughWorks), Julian Assange (Wikileaks) from the
Ecuador Embassy, and Frank La Rue (ONU). The event that
brought together representatives of governments and civil society
in search of a letter of international principles for the Internet was
considered the beginning of the process to discuss the internet
policies in a global context. History was made, but it is crucial to
understand the path to the approval of the Marco Civil in order to
comprehend the struggles involved in the fight for Internet human
rights.</p>
    </sec>
    <sec id="sec-2">
      <title>2. METHOD AND GOALS</title>
      <p>
        Latour[
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] and Venturini’s[
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] mapping controversies technique is
successful method to trace digital data. It is broadly used in the
communications field to map the debates around a specific
object/event. This is the theoretical foundation guiding our
research; we used the cartography method to support us in the
digging experience in the Twitter data. As an empirical template,
Twitter served us for the purpose of:
● Map the network of controversies on the #MarcoCivil;
● Perform a semantic analysis of the expressions, hashtags, and
controversial issues that circulated on Twitter under the
#MarcoCivil hashtag.
      </p>
      <sec id="sec-2-1">
        <title>We centered our analyses around two distinct periods:</title>
        <p>● July - December 2012: The Marco Civil bill enters the agenda
of the House of Representatives
● July - December 2013: Discussions about the bill resume at the
House of Representatives.</p>
        <p>In our network visualization, we chose to plot the network of
retweets (RTs) that included the #MarcoCivil hashtag. Since RTs
must be replicated by many individuals, RTs on Twitter indicate
that a subject (represented by a hashtag) carried significant social
relevance. We extracted data directly from the Twitter API, which
allowed us to capture and store about 20,000 tweets produced by
almost 10,000 profiles monitored in 2012.</p>
        <p>For each tweet, we were able to log the tweet text, date, origin and
destination of the tweet. The subsequent step after mining and
processing is the data is the visualization of data. Using the open
source tool Gephi2, we sliced the data using different metrics,
creating new graph visualizations for each metric. To support our
semantic analysis of the data, we analyzed 5137 tweets to identify
the political position of each actor in the debate on #MarcoCivil;
the way Twitter profiles were expressing themselves in the
network; the intention of the message; the themes it touched upon;
and the controversy.</p>
        <p>The second procedure was to analyze all the tweets, 21,000 in
2012 and 110,000 in 2013. For this, we used a data-mining tool
called NAR_T3, a python script developed within the Laboratory
of Studies on Image and Cyberculture (LABIC). The script
provides the following outputs:
• Most repeated words and hashtags.
• Most replicated tweets.
• Word clouds and hashtags.
• Co-occurring hashtags network.
• Most mentioned users.
• Number of tweets per user.
• Number of active users per day
After generating groups with Gephi, we extracted the profile
names that built up each cluster in the network. When we
processed the script with the "cluster_usernames" of each of the
groups, we obtained the same outputs, but now we could analyze
them by targeted group. This allowed us to investigate the unique
positions surrounding the controversy of each of the groups
identified.
2 Gephi is an open-source software for visualizing and analyzing
large networks graphs. Available at: http://gephi.org</p>
      </sec>
      <sec id="sec-2-2">
        <title>3 This script was created to parse tweets. It is available at</title>
        <p>https://github.com/ufeslabic/parse-tweets</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. DISCUSSIONS</title>
    </sec>
    <sec id="sec-4">
      <title>3.1 General Observations of Marco Civil</title>
    </sec>
    <sec id="sec-5">
      <title>Network Dynamics</title>
      <p>In August 2012, when the Marco Civil entered the voting agenda
at the House of Representatives, the politics of this power struggle
overflowed into the virtual universe, particularly on social
networks. This chart represents the high level of participation on
Twitter, especially, the days in which the bill was expected to be
voted at the House of Representatives.
With the vote imminent, activists, parliamentarians, lawyers,
specialists, businessmen, intellectuals, artists, government
ministers and even President Dilma Rousseff used social networks
to produce a broad debate on the subject. The buzz over the
Marco Civil quickly became one of the longest standing
controversies in the recent history of Brazilian politics. The
increasing rate of publication of tweets directly correlates with
increased political debate around the subject. The closer the
House of Representatives was to voting on the legislation, the
more activity we saw on Twitter under the #MarcoCivil hashtag.
The representatives found themselves facing pressure from a
broad range of channels: social networks, emails, blogs, and
online media. Some party websites even underwent DDoS attacks.
Digital expression around the issue became a strategy for activists.
In many ways, these tactics exposed many politicians to public
judgment, affecting their image among voters. This strategy has
proven to be a key measure to the movements connected to the
field of free culture and the most progressive deputies.
From August to December 2012, heightened publicity around the
bill generated the mobilization of 16,072 different profiles, 22651
tweets and 5640 retweets (Figure 2). A variety of profiles and the
volume of tweets eventually formed an interactive network with
different common points of view on distinct aspects of the law
(Figure 2).
Frequent use of the terms "vote" (votação) (6652), "postpones"
(adia) (2065), "House"(câmara) (4941) and "bill of law" (projeto
de lei) (2616)" suggested high levels of expectation that the bill
would pass and a commitment, at least among a minority of users,
to monitoring the long and tiresome journey of Marco Civil in the
Congress. The anxiety around the bill was highlighted by the
intense correlation of the hashtag #marcocivil with the
#MarcoCivilJá (#MarcoCivilNow). The word “neutrality” and the
#neutrality hashtag can be seen often in the dataset (Figure 3 and
4) suggesting it was the most commonly discussed subject in
interactions between members of Congress and users tweeting
about #MarcoCivil.</p>
    </sec>
    <sec id="sec-6">
      <title>3.2 Marco Civil in 2013: the network is polarized and the privacy debate gains attention</title>
      <p>
        In 2012, the difficult process in voting the bill 2126/2011, plus
the numerous delays and changes in the course of the project,
turned the social networks - notably Twitter - into a major
platform for discussion about the Marco Civil. Activists, experts
and concerned individuals began to debate the issue, seeking to
defend their perspectives and understand the significance of the
bill for the future of the Internet in the country. But with the
failure to reach an agreement and the start of the municipal
elections of 2012, the vote on the Marco Civil fell into oblivion,
eventually being suspended. In June of 2013, two critical events
affected the trajectory of the bill: Public uprisings throughout the
country and the first of the Snowden leaks. Protests over transit
fare hikes, economic inequality and other “bread and butter”
issues peaked in June, with some protesters referencing the bill
and making it part of their messaging, both on and offline. At the
same time, some activists began to argue against the creation of
the civil framework for the Internet, claiming that the Marco Civil
was a ploy made by the government to restrict Internet freedom.
This questioning came up in light of the numerous arrests of
Facebook page administrators from groups opposed to the
government, in particular, Anonymous and Black Blocs [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Back
then, videos from Anonymous began circulating claiming that
Marco Civil was going to have the opposite effects: for them the
intentions of Marco Civil were to control online content. Thus, a
trend of polarization emerged while some continued to promote
the bill, despite changes in the text that weakened user protections
in the face of copyright restrictions, others began voicing
opposition to the bill, arguing that it would lead to greater Internet
censorship. The perspective of media outlets came out exactly
between these two groups, as news feeds reflected the arguments
of both sides. The emergence of groups that made radical critiques
of the Marco Civil represented a fundamental shift in the debate
on the subject. This change can be better understood when we
undertake a semantic analysis of the network formed by these
groups during this period of time.
      </p>
      <p>The graph in Figure (5) shows the relationship established
through retweets from profiles that between July 17 and
December 31 that used the keyword "Marco Civil". To produce
this visualization we processed the data with the high gravity scale
to bring closer together those actors who had more connections
with the group to which they belong. After this first step, we
generated a statistic of modularity in order to visually emphasize
each perspective by assigning each a different color. We used the
metric of authority to give prominence to nodes that had both
stronger and larger quantities of connections in the network, with
the goal of finding those individuals who had a higher indegree in
the Marco Civil controversy. All told, the final goal was to display
those who received the highest number of RTs of other important
actors in the network. For these groups, sharing messages creates
links between the actors in the network and illustrates a force of
attraction between them (a dynamic referred to as “gravity”.) As
an individual, typically (thought not always) shares ideas with
those, which he agrees, individuals with similar opinions share
content with and from each other, creating groups, which we call
perspectives. There are four perspectives within the Marco Civil
network:
• The purple network: individuals in favor of voting on the law
(46.55% of the total network)
•The red network: individuals contrary to voting the bill
(17.39%)
• The green network: media outlets and profiles specialized in
law and civil rights (20.56%)
• The yellow network: foreign organizations that generally
supported the proposal for a regulatory framework (4.1% of total)</p>
    </sec>
    <sec id="sec-7">
      <title>4. CONCLUSIONS</title>
      <p>Our study suggests that the free digital culture activists are the
ones responsible for articulating the Marco Civil debates. Thus,
social networks i.e. Twitter, prove to be a rich environment for the
open debate. This network has become a major strategy to
pressure the Brazilian Congress. In our study, we employed
computer-assisted analysis through mining methods and data
visualization in order to investigate our hypothesis. The outputs
have proven that our hypothesis is correct, as our research
displays several indications pointing to the centrality of the
actions and pro-Marco Civil campaign coordinated by activists
from Brazil and around the world. The days before voting on the
Marco Civil by the House of Representatives were periods when
Twitter profiles became highly mobilized in order to debate and
press the Parliament on the approval (or not) of the Marco Civil.
This demonstrates that the community formed around the hashtags
remained attentive to the decision-making movement of Congress.
On the other hand, it demonstrates how politics is creating a
routine towards the emotional tone of networks, influenced by the
chaotic flow of public opinion on the Internet.</p>
    </sec>
    <sec id="sec-8">
      <title>5. ACKNOWLEDGMENTS</title>
      <p>Funding for the project ‘Mapping Controversies on the Internet: a
scientific cooperation between researchers who analyze the
relationship between Aesthetics, Power and Internet’ generously
supplied by National Council for Scientific and Technological
Development (CNPq), National Academic Cooperation Program
(Procad), Coordination of Improvement of Higher Education
Personnel (Capes), Foundation of the Ministry of Education
(MEC). Our thanks to the team at the Laboratory of Studies in
Image and Cyberculture (LABIC) for the continues support.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Latour</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          <year>2005</year>
          .
          <article-title>Reassembling the Social: an Introduction to Actor Network Theory</article-title>
          . Oxford University Press. Oxford.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Venturini</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          <year>2010</year>
          .
          <article-title>Diving in magma: how to explore controversies with actor-network theory</article-title>
          .
          <source>In Public Understanding of Science</source>
          <volume>19</volume>
          (
          <year>2009</year>
          ):
          <fpage>1</fpage>
          -
          <lpage>16</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <surname>Passos</surname>
            ,
            <given-names>N.</given-names>
          </string-name>
          <year>2014</year>
          .
          <string-name>
            <given-names>O</given-names>
            <surname>Black Bloc</surname>
          </string-name>
          <article-title>e o papel das mídias sociais nas manifestações</article-title>
          brasileiras de 7 de setembro de
          <year>2013</year>
          . Unpublished.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>