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    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Kinomatics: A global study into Cinema Data</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Colin Arrowsmith</string-name>
          <email>colin.arrowsmith@rmit.edu.au</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Deb Verhoeven</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Alwyn Davidson</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Bronwyn Coate</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>GSR_3 Geospatial Science Research 3. School of Mathematical and Geospatial Science, RMIT University</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>School of Communication and Creative Arts, Deakin University</institution>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>School of Mathematical and Geospatial Science, RMIT University</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>This paper describes a creative industries research project that has applied quantitative approaches commonly used in scientific research to the study of international cinema performance. Using film screening data collected over a two year period, this paper discusses analysis of a global dataset using Appadurai's “-scapes” framework. We have identified several of these “-scapes” that help us investigate film industry behaviour. Concentrating on Appadurai's “Technoscape” an investigation into the geographic spread and distribution of a new and emerging technology, High Frame Rate cinema, has been made. HFR films have screened around the world to mixed reviews. Geographic distribution of HFR technologies and change in this distribution has also been uneven.</p>
      </abstract>
      <kwd-group>
        <kwd>geospatial analysis</kwd>
        <kwd>cinema</kwd>
        <kwd>digital humanities</kwd>
        <kwd>cultural data</kwd>
      </kwd-group>
    </article-meta>
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    <sec id="sec-1">
      <title>-</title>
      <p>
        Over an 18 month period, we have tracked the global flow of film screenings by gathering specific cinema
location information for over 68,000 films throughout 48 countries internationally. For each of these 48
countries we have data for every film screening event (down to date and time for each screen) for all venues (a
global total of more than 30,000 see figure 1) resulting in a database of more than 190 million records. Data was
obtained from a third party source and is directly downloaded to the project database. Their data comes directly
from cinema venues mostly through automated electronic means and also email and phone calls. Until now,
databases dealing with cinema consumption and exhibition have been limited to case studies that are either
national scope or defined by special interests. Examples include, historical database initiatives such as the
substantial Dutch database “Cinema in Context”
        <xref ref-type="bibr" rid="ref3">(Dibbets, 2013)</xref>
        and the “Cinema and Audiences in Australia
Project” (CAARP) database
        <xref ref-type="bibr" rid="ref4">(Verhoeven, 2013)</xref>
        as well as the GIS based work of Robert C. Allen (2013) at the
University of North Carolina and the “Australian Cinemas Map” database in Australia. This project extends the
scope of such databases by taking it to an international scale, to create the first global study of the film industry.
      </p>
      <p>With such a richness of screening data, methods for sorting through the data are required to identify key
observations. “Big data” such as our screening data, has challenged our traditional and scientific approaches to
research. Rather than setting out with a hypothesis based on observation, making observations about events and
testing these observations, the approach has been exploratory where patterns are being identified in the data and
explanation follows from these observations. Given the approach to the analysis, we required an appropriate
framework in order to proceed with the analysis and develop some general patterns that could emerge from the
data. Given the global nature of the data, and the premise that interactions between countries should emerge
from the observations, we adopted Appadurai’s “Global exchange of ideas and information” approach
(Appadurai, 1996). Appadurai, a social-cultural anthropologist who has studied “globalisation” has proposed
global exchange of ideas and information fall under five distinct “scapes” or factors that contribute to the
exchange of ideas and information (see figure 3). Appadurai uses the term “-scapes” because of “…their
fluidity, their dependence on perspective; “a landscape looks different depending on how you look and who is
looking” (Powell and Steel, 2011).</p>
      <p>So for example, if we consider the photograph in figure 4 showing recent demonstrations in Hong Kong, one
perspective will see a community expressing their desire through peaceful protest for democracy, whilst Chinese
authorities on the other hand might consider these a threat to their notion of social order. Appadurai classifies
images such as these as part of the “ideoscape” where images “…are often directly political and have to do with
the ideologies of states…” (Appadurai, 1996). Mediascapes on the other hand, refer to the dissemination of
information, whether it be via newspapers, magazines, or film.</p>
      <p>The remaining three “-scapes”, ethnoscapes, finanscapes and technoscapes are all interrelated (Hogan, 2010).
Ethnoscapes refer to the migration of people across borders and cultures. Finanscapes consider the international
exchange of money from global trade relationships as well as capital flows. Technoscapes are also closely tied
with the economy and these scapes deal with the new cultural interactions and exchanges through the power of
technology. Consider the Industrial Revolution in the late eighteenth and early nineteenth century Great Britain
which spread to Western Europe and the USA within a few decades. This demonstrates the inter-related nature
of technological innovation in driving economic growth and development, and the consequent financial flows
that accompany it. It is under the ambit of technoscapes that we consider the emergence of new technology in
the global flow of film screening.</p>
    </sec>
    <sec id="sec-2">
      <title>Case study: High Frame Rate and The Technoscape of The Hobbit</title>
      <p>
        We selected the global screenings of the first two released films in The Hobbit Trilogy, The Hobbit 1 (An
Unexpected Journey) and The Hobbit 2 (The Desolation of Smaug). Director Peter Jackson selected a range of
formats for filming and screening these films (reference). Hobbit 1 and 2 were shot in what is termed a High
Frame Rate (HFR) and screened in both conventional (24 frames per second (fps)) in both 2D and 3D and HFR
(48 fps) in 3D
        <xref ref-type="bibr" rid="ref5">(Warner Bros, 2012)</xref>
        . The frame rate refers to the number of images displayed by a projector in
one second. In the early days of film, frame rates could vary from 14 to 24 frames per second (fps) (Christie,
2014). Conventional format has been to shoot films at 24 fps. This is a legacy of early sound film where the
cheapest frame rate that most clearly articulated sound was at 24 fps (Christie 2014) but also was a rate that is
slighter faster than the human brain could process and therefore tricks the brain into seeing still images
appearing to move on screen (Laforet, 2012), this is referred to as the “persistence of vision” effect. Jackson
claimed that screening in the HFR would result in a more immersive environment for viewers; “I think HFR is
terrific. As a filmmaker, I try to make my movies immersive. I want to draw the audience out of their seats, and
pull them into the adventure.” (Jackson cited in Lussier, 2012). Mediascapes have not been used as these
concern the dissemination of film rather than the technology used to make the film and its general acceptance
globally.
      </p>
      <p>Using Appadurai’s framework then, The Hobbit films provide a global example of a technoscape at two distinct
levels. Firstly these films are claimed to be the first major movie film shot in HFR (Chacksfield, 2012). We can
therefore examine the effect of HFR technology on global screening behaviour using this dataset, to see how
effective and how quickly these films permeated the global market. At another level, Appadurai considers the
“plurality of imagined worlds” in his thesis. We can consider HFR as a means of the viewer imagining
themselves through The Hobbit films in different circumstances and different places, something that director
Peter Jackson anticipated through screening at HFRs.</p>
      <p>To date most cinemas project films using digital technology. For example, more than 37000 out of a total of
40000 screens in the US are digital, whilst in Australia this stands at around 1800 out of approximately 2000
screens, or 90% (National Association of Theatre Owners, 2014). In 2012 this stood at 72% for Australia
(Given et al, 2013). In addition to a recent move from 35 mm to digital technology, HFR screenings require a
further upgrade in hardware. Added to this is the requirement that the producers of The Hobbit, Warner Bros,
required each Australian cinema to run test footage before approval was granted to screen in HFR (Swift, 2014).
The additional costs, estimated at US$75,000 per screen (Chacksfield, 2012), coupled with mixed reviews of the
format, has limited the rollout of the technology. For example Village Cinemas plans to screen the HFR version
of the third film in the Hobbit trilogy on just nine of its 212 screens, although 155 screens are capable of
showing HFR content (Swift, 2014).</p>
      <p>In our preliminary study of the data, we wanted to investigate how the higher frame-rate had permeated the
screening behaviours for different countries and whether any spatial patterns had emerged. From the database,
screenings for both Hobbit 1 and 2 were extracted earlier this year. Total screenings for the 48 countries we had
data for, were 1,840,093 screenings for all formats of Hobbit 1. The Hobbit 1 shown in high frame rate came in
at 87,088. This was for an entire year from December 2012 through to December 2013. December to
December became our “Hobbit Year” because this incorporates the period of first release over the Christmas
period.</p>
      <p>This lag can be attributed to the seasonality of screening. That is, the peak school holiday period for Australia
coincides with Christmas and the period immediately afterwards. Most key box office releases in Australia are
made in the period immediately following Christmas and general on Boxing Day. The longevity of screenings
throughout Europe are probably attributable to the wider distribution across several independent nations, and
language groups.</p>
      <p>For The Hobbit 2, total screening from December 2013 through to March 2014, resulted in 1,733,138 records
being extracted. This compares to the 1,840,093 screenings for all formats of Hobbit 1 for an entire “Hobbit
Year”. Figure 7 shows screening numbers for Hobbit 2 by region. Indications are that projected increases in
total screenings for Hobbit 2 will occur. The Hobbit 2 shown in HFR came in with 153,252 screenings for the
same period, again a significant increase over the 87,088 screenings of The Hobbit 1.</p>
      <p>What is apparent from figure 7 is that whilst most screenings are made during the pre and post-Christmas
period, a bi-modal peak can be seen for Asian screenings some 8 weeks after first screening. Figure 8 shows
this bi-modal activity geographically. Using a geographically weighted mean centre the mean centre of
screenings moves from the mid-Atlantic across to somewhere in central China. Viewings of The Hobbit 2 in
HFR have shifted in effect towards China and Japan. This may be in part due to translation.</p>
      <p>What was interesting to note was when venues screening in HFR were viewed geographically the increase in
screening numbers was not geographically uniform, with some countries certainly increasing in viewings yet
other countries significantly declining in HFR screenings. Examination of individual country venue numbers
screening The Hobbit 1 and 2 in HFR, shows that not all countries exhibited an increase in screenings. Figure 9
shows percentage change in venue numbers screening Hobbit 1 to Hobbit 2 in HFR whilst figure 10, shows
screenings per capita in the form of a cartogram. Cartograms depict the size of an area according to some other
attribute than area, in this case the number of screenings of Hobbit 1 and 2 in HFR per capita (or head of
population).</p>
      <p>The greatest increase in numbers are for Norway (from 3 to 35), Luxemburg (1 to 8), South Africa (from 3 to
20) and in Australia (from 18 to 80). Decreases are seen predominantly in south-east Asia (see figure 11) with
greatest decreases in Thailand (from 19 down to 1) and in Japan (from 23 to 2). Decreases in HFR screenings
were also evident in France and The Netherlands, yet increases in screenings were detected across the border in
Germany.</p>
      <p>Critics of the HFR technology claim that the technology actually detracts from the “immersive” qualities that
Jackson was aiming for. According to French-American director and photographer and cinema blogger Vincent
Laforet (2012): “…the magic is all gone…[the characters}…look far too real and artificial” perhaps going
against the context of a fantasy film. Laforet goes on to claim that the director forces the audience to
concentrate at one specific spot rather than enabling the audience to look anywhere on the screen. Other critics
claim that the film “…takes on an overblown artificial quality or “harsh looking and disconnecting…”.
It is because of these criticisms in the early release of HFR screenings of The Hobbit, that the producers of the
Hobbit, Warner Bros, have actually limited the number of locations that screened the film in HFR (Outlaw,
2013). Nevertheless post film processing and softening the texture of the HFR productions have largely
addressed many of the early criticisms.</p>
    </sec>
    <sec id="sec-3">
      <title>Conclusions</title>
      <p>This paper has tackled a complex traditional creative industries subject, applying quantitative geographic
analysis. At its broadest level, this research has demonstrated how humanities-based research can be
approached from an alternative perspective, applying new methods commonly applied in scientific research to
explain complex phenomena. At another level, this research provides analysis of a global dataset using
Appadurai’s “-scapes” framework. We have identified several of these “-scapes” that help us investigate film
screening data. Presented in the paper is how Appadurai’s “Technoscape” has been used to investigate the
geographic spread and distribution of a new and emerging technology, High Frame Rate filming and screening,
one that seems to be experiencing mixed reviews at a number of levels. Geographic distribution and change in
this distribution has been uneven and it remains to be seen how a new release of the third film in the Hobbit
trilogy will play out. Whilst the data set that we have invested in is for a two year period, it has provided a
complete set of screening data for 48 counties. This has enabled us to capture seasonal trends. The data set will
also provide a wealth of data for further research. One particular area of interest that is currently being
investigated is the effect of film genre on duration of screening, for widely different cultural groups. This will
be the focus of our next research program.</p>
    </sec>
    <sec id="sec-4">
      <title>Acknowledgements</title>
      <p>We acknowledge the Australian Research Council for providing the funding to support this research
(DP120101940).</p>
    </sec>
    <sec id="sec-5">
      <title>References</title>
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      <sec id="sec-5-1">
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      </sec>
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        <title>National Association of Theatre Owners (2014).</title>
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      </sec>
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