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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Golden Agents. A web of linked biographical data for the Dutch Golden Age</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Judith Brouwer</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Harm Nijboer</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Huygens ING</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Oudezijds Achterburgwal</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>DK Amsterdam</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>harm.nijboer@huygens.knaw.nl</string-name>
        </contrib>
      </contrib-group>
      <fpage>33</fpage>
      <lpage>38</lpage>
      <abstract>
        <p>Being home to famous painters, prolific printmakers, and internationally operating printers and publishers seventeenth century Amsterdam was a 'creative city' avant la lettre. As such it is a topic of continuous interest to a broad range of scholars. The production of art, books, literature and other creative products in this period is covered by many electronic resources like collection databases of museums and libraries, dedicated documentation systems, and research databases. Often biographical records are at the heart of these systems, but typically all these resources use their own subset of biographical data. In the Golden Agents program we will connect these resources in a linked data framework. This will result in a sustainable infrastructure to study relations and interactions between producers and consumers of creative goods in the Dutch Golden Age. In this paper we will discuss our strategies and experiences in connecting various sets of biographical data. Finally we will highlight the research potential of the aggregated data by the case of the Dutch poet, writer and diplomat Constantijn Huygens (1596-1687).</p>
      </abstract>
      <kwd-group>
        <kwd>Linked Open Data</kwd>
        <kwd>Dutch Golden Age</kwd>
        <kwd>creative industries</kwd>
        <kwd>biographical data</kwd>
        <kwd>prosopography</kwd>
        <kwd>network analysis</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        By the mid seventeenth century Amsterdam was the cultural
hotspot of the Western world. The city was not only home to
Rembrandt, the most innovative painter of his time, and
many other painters that did or did not belong to his circle, it
also housed a large number of publishing houses,
printmakers, writers and thinkers. The Blaeu and Janssonius
publishing houses issued beautiful maps of almost every
corner of the then known world
        <xref ref-type="bibr" rid="ref15 ref3">(Van Netten, 2014)</xref>
        . In a
different – and often more hidden – segment of the market
there was an explosion of publications by Cartesian,
Spinozist and otherwise heterodox thinkers, that paved the
way for the rise of Enlightenment philosophy
        <xref ref-type="bibr" rid="ref10">(Israel, 2001)</xref>
        .
Meanwhile the Amsterdam public theatre and its associated
translating industry evolved into a hub for the diffusion of
‘modern’ Spanish and French drama across northwestern
Europe
        <xref ref-type="bibr" rid="ref1">(Blom, et al. 2016)</xref>
        .
      </p>
      <p>
        The success of Amsterdam as a creative city was clearly not
the result of a single art or trade. Nevertheless there is a long
tradition of researching painting, literature, book production
and other arts and crafts as more or less autonomous
phenomena, as if they happened in real life perfectly within
the borders of art history, the history of literature, book
history or another specialist field of study. Recently,
        <xref ref-type="bibr" rid="ref17">Rasterhoff (2017)</xref>
        called for a more integrative approach. In
her innovative study on painters and publishers in the Dutch
Republic she investigated the two trades in comparison by
making intensive use of existing datasets. Rasterhoff’s book
does not only clearly demonstrate the potential of
crossdisciplinary data driven research on the production of goods
like art, books, drama and literature, it also shows that for
more in-depth analysis there is an urgent need to connect
data sets and to advance their interoperability.
      </p>
      <p>In the Golden Agents program we will address this need by
creating a Linked Open Data framework that will allow for
combined access to various distributed resources concerning
the production and consumption of creative goods in the
Dutch Golden Age. Identifying persons and the
harmonization of biographical data is of course a key factor
in achieving this objective.</p>
    </sec>
    <sec id="sec-2">
      <title>2. A web of biographical data</title>
      <p>
        The Golden Agents program will proceed in a now well
established tradition of using Semantic Web techniques and
Linked Data principles to connect distributed data sets in the
fields of cultural heritage (cf.
        <xref ref-type="bibr" rid="ref9">Hyvonen 2012</xref>
        ;
        <xref ref-type="bibr" rid="ref12">Jones &amp;
Seikel 2016</xref>
        ) and historical research data
        <xref ref-type="bibr" rid="ref3">(e.g. De Boer et al.
2014)</xref>
        . These techniques are built upon the idea that http
web addresses (URIs) can be used to denote things, persons,
properties and relations under the (ideal) condition that
those URIs refer to an actual place on the Web where a
formal description can be found of the denotatum. We can
use these URIs to make subject-predicate-object statements
following the RDF syntax. We can for instance state that the
Rembrandt described in the ECARTICO database is the
same as the Rembrandt in Wikidata by using the following
triple of URIs:
&lt;http://www.vondel.humanities.uva.nl/ecartico/pers
ons/6292&gt;
&lt;http://www.w3.org/TR/2004/REC-owl-semantics20040210/#owl_sameAs&gt;
&lt;http://www.wikidata.org/entity/Q5598&gt;
The predicate in this example refers to a formal definition of
‘being the same as’ in the OWL Web Ontology Language.
Although there is a lot of discussion and confusion about the
precise semantics of such ‘same as’ statements
        <xref ref-type="bibr" rid="ref5">(cf. Halpin et
al., 2010)</xref>
        , it provides a straightforward and easy to
implement schema to harmonize lots of entities across
different data sets. And this is already done at a large scale,
also with regard to resources that are of interest to the study
of the Dutch Golden Age. This can be illustrated by looking
at an important resource for studying Dutch culture in the
Golden Age: the Short Title Catalogue Netherlands
(STCN).1
The STCN is a retrospective bibliography of books printed
in the Netherlands prior to 1800, which is hosted by the
National Library of the Netherlands. Since the STCN uses
the same authority files for author names as the National
Library, the authority files of the STCN are automatically
clustered by the Virtual International Authority File
(VIAF)2. And in the RDF version of the STCN, launched in
2015
        <xref ref-type="bibr" rid="ref2">(cf. Boot, et al. 2016)</xref>
        , every local authority file is
linked to a VIAF URI using an ‘owl:sameAs’ predicate.
In the same manner resources like Wikidata3 and
ECARTICO4 link their representations of people to VIAF
identifiers as well as to other identifiers like those provided
by RKDartists&amp;5, Getty’s Union List of Artist Names
(ULAN)6, the Dutch Biography Portal7 and the Digital
Library of Dutch Literature (DBNL)8. Figure 1 gives an
overview of the current state of affairs. Notwithstanding that
many connections still have to be made, it clearly
demonstrates how interconnected these resources already
are.
1 http://picarta.nl/xslt/DB=3.11/
2 https://viaf.org/
3 https://www.wikidata.org/
4 http://www.vondel.humanities.uva.nl/ecartico/
5 https://rkd.nl/nl/explore/artists
6 http://www.getty.edu/research/tools/vocabularies/ulan/
7 http://www.biografischportaal.nl/
8 http://www.dbnl.org/
      </p>
      <sec id="sec-2-1">
        <title>RKD Artists</title>
      </sec>
      <sec id="sec-2-2">
        <title>ULAN</title>
      </sec>
      <sec id="sec-2-3">
        <title>DBNL</title>
      </sec>
      <sec id="sec-2-4">
        <title>STCN</title>
      </sec>
      <sec id="sec-2-5">
        <title>VIAF</title>
      </sec>
      <sec id="sec-2-6">
        <title>Ecartico</title>
      </sec>
      <sec id="sec-2-7">
        <title>Wikidata</title>
      </sec>
      <sec id="sec-2-8">
        <title>Biography</title>
      </sec>
      <sec id="sec-2-9">
        <title>Portal</title>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Adding prosopographical depth with</title>
    </sec>
    <sec id="sec-4">
      <title>ECARTICO</title>
      <p>
        One should be aware that many of the resources mentioned
so far are basically indexes. Person entities described by
VIAF and the DBNL are only provided because there are
texts written or published by or about these people. As a
consequence the basic objective of these representations of
people is to function as key words by which objects and
documents can be searched and retrieved. Mutatis mutandis
the same is true for the lists of artists published by the RKD
(Netherlands Institute for Art History) and the Getty
Research Institute – although they tend to provide more
biographical depth – and the Dutch Biography Portal which
actually is an index to a series of biographical dictionaries.
The status of Wikidata in this respect is somewhat
ambiguous. On the one hand it serves as an index to various
document-oriented resources of the Wikimedia family (e.g.
Wikipedia, Wikimedia Commons and Wikisource); on the
other hand it has the ambition of being a global knowledge
base. But the global perspective will not always comply
with researchers’ requirements to data. Being a community
driven project, without an editorial board (and editorial
directives), it has inevitably issues with regard to
consistency in data modeling.
        <xref ref-type="bibr" rid="ref19">Voß (2016)</xref>
        pointed out that
the strategy of Wikidata is to store statements rather than
facts and as a result of this strategy contradicting statements
are not forbidden – on purpose. Moreover, community
directives are rather vague in defining which entities should
and which entities should not be covered by Wikidata,
except that an entity should meet the criterion of
‘notability’.9 Although the Wikidata comunity tends to be a
bit more lenient in this respect than its Wikipedia
counterpart, the criterion does exist and ultimately it does
pose a limit on what can be included in Wikidata
        <xref ref-type="bibr" rid="ref16 ref18">(cf.
Nielsen, et al. 2017; Roued-Cunliffe 2017)</xref>
        .
      </p>
      <p>
        There is a general tendency of biographical resources to be
biassed towards famous people
        <xref ref-type="bibr" rid="ref4">(cf. Fokkens et al., 2017)</xref>
        .
Famous painters like Rembrandt and Vermeer are of course
well documented, but this is definitely not the case for lesser
painters like Casparus Hoomis, Jacques Luls, Jan Jeuriaensz
Swijnscop, and many others who supplied the market with
an abundance of relatively cheap paintings
        <xref ref-type="bibr" rid="ref11">(Jager 2016)</xref>
        .
These 'daubers' might raise little interest among art
historians who exclusively focus on high art, but it is
evident that identifying these lesser painters is a necessary
step in creating a view on the market for paintings as whole.
Mapping the market for creative goods, both high and low,
is the primary objective of ECARTICO, a comprehensive
collection of structured biographical data concerning
painters, engravers, printers, booksellers, gold- and
silversmiths and others involved in the ‘creative industries’
of the Low Countries from circa 1475 to circa 1725. The
data is (mostly manually) taken from both secondary
(literature) and primary (archival) sources and is updated on
an almost daily basis. The data is editorially reviewed by the
authors of this paper and Marten Jan Bok (University of
Amsterdam).
      </p>
      <p>Unlike the resources mentioned before ECARTICO has the
explicit objective to get a view on these industries as a
whole. This means that ECARTICO is inclusive with regard
to lesser artists and practitioners of lesser arts (e.g.
silversmiths and illuminators of maps and prints).
ECARTICO does also include many creative entrepreneurs
whose existence is only testified by archival sources and
who have not been described in the existing literature, yet.
Furthermore, it does provide an extensive mapping of direct
and indirect relations and interactions between these people.
As a consequence, ECARTICO does not only provide
representations of people (and URIs) for those actively
involved in creative industries, but also for their direct
relatives (parents, spouses, children), customers and other
relevant contacts.</p>
      <p>ECARTICO is available online since december 2011 under
a liberal license. At the moment of writing ECARTICO
contains structural biographical data on over 36 000 persons
with over 21 000 relations defined between these persons.
So far, nearly 5 000 persons have been connected to external
resources by over 16 800 (and counting) links. As such it
constitutes a prosopographical layer that can be used in
combination with resources like the STCN, RKDartists&amp;,
Wikidata, and others to study the social history of creative
industries in relation to its output.</p>
    </sec>
    <sec id="sec-5">
      <title>4. Aggregating data</title>
      <p>
        ECARTICO and (subsets of) other resources mentioned
above will be aggregated in a dedicated Golden Agents
instance of the Timbuctoo Linked Data store.10 In the run of
the Golden Agents program these data will be supplemented
by archival data, data from museum collections and data
sets by individual researchers. For reasons of sustainability,
stability and scalability we have chosen to aggregate data
instead of relying on the availability of multiple endpoints.
A first stack of the data aggregation is expected to be
available by the end of 2018.
9 https://www.wikidata.org/wiki/Wikidata:Notability
10 https://timbuctoo.huygens.knaw.nl/
The research potential of this aggregate of biographical,
archival and object related resources can be illustrated by
looking at the networks around the Dutch poet, writer,
diplomat and patron of the arts Constantijn Huygens
(15961687).
painting represents only a very tiny part of Huygens’
network. It is a well known fact that the interconnected
group of people around Huygens was considerable. This is
demonstrated in itself by the circa 72000 outgoing letters of
his correspondence
        <xref ref-type="bibr" rid="ref7">(Huygens, 2003)</xref>
        .
      </p>
    </sec>
    <sec id="sec-6">
      <title>5. Use case: the six degrees of Huygens</title>
      <p>
        Looking at the painting (Figure 2) by Adriaen Hanneman (c.
1604-1671), we see Constantijn Huygens as pater familias
amidst his five children (clockwise) Suzanne, Constantijn,
Lodewijk, Philips and Christiaan (the internationally better
known physicist Huygens). Huygens’ wife Suzanne van
Baerle (1599-1637) is missing; she died a few years earlier,
shortly after giving birth to their youngest daughter. The
Being one of the most versatile persons of his time, it is not
surprising that Huygens’ network is just as universal. In his
autobiographical Mijn leven verteld aan mijn kinderen (‘My
life as told to my children’, 1678) Huygens entitles princes,
courtiers, scientists and other prominent persons as his
friends
        <xref ref-type="bibr" rid="ref14 ref7">(Huygens, 2003; Liedtke, 2001)</xref>
        . In early modern
times, friendship was – far more than today – a strategic
relationship, carefully nourished by mutual favours and it
was closely associated with (distant) kinship
        <xref ref-type="bibr" rid="ref13">(cf. Kooijmans,
2016)</xref>
        . Various important links in Huygens’ network of kin
and friends were established via his mother Susanna
Hoefnagel (1561-1633).11 He was well aware of the
significance of her ancestry. In Mijn jeugd
        <xref ref-type="bibr" rid="ref8">Huygens (2008)</xref>
        describes her family as ‘a family of muses’.
      </p>
      <p>With ECARTICO we can test whether this statement by
Huygens holds any truth, since every person's page in
ECARTICO gives users access to a tool to generate and
visualize egocentric networks around the person in question.
This tool uses a native social networks API and the widely
used D3.js12 visualization library. The networks API sets
default to kinship networks (marriages and parent-child
relations), but parameters can be adjusted to include any
other relational type (e.g. master-pupil relations) that is
modeled in the data set.</p>
      <p>Six and eight degree kinship networks result in more or less
intelligible figures. If we would extend the six degree
network around Huygens to all relations modeled in
ECARTICO we would end up with a ‘hairball’ of 5 415
persons and 7 602 relations. Of these persons 1 790 persons
are linked to external resources with in total 7 618 external
links. And these links in their turn provide access to
thousands of descriptions of books, writings and objects of
art.</p>
    </sec>
    <sec id="sec-7">
      <title>6. Final remarks</title>
      <p>The aggregation of resources in the Golden Agents
framework will result in complex graphs of people and
creative works as the example of Constantijn Huygens
shows. These graphs might not provide direct answers to
researchers. But since the data behind these graphs can be
processed by computers, researchers can call on assistive
technology to search for meaningful patterns and relations.
In the Golden Agents program a multi-agent platform will
be developed to assist researchers in querying the data. But
given the current advances in fields like artificial
11 http://www.vondel.humanities.uva.nl/ecartico/persons/10002
12 https://d3js.org/
13 http://www.vondel.humanities.uva.nl/ecartico/networks/
index.php?ego=3958&amp;level=6
intelligence and computer vision we might already think of
a whole range of other assistive technologies that can be
plugged in the Golden Agents framework in time.</p>
    </sec>
    <sec id="sec-8">
      <title>7. References</title>
      <sec id="sec-8-1">
        <title>7.1 Resources</title>
        <p>Digital Library of Dutch Literature (DBNL)
http://www.dbnl.org/
Dutch Biography Portal</p>
        <p>http://www.biografischportaal.nl/
ECARTICO</p>
        <p>http://www.vondel.humanities.uva.nl/ecartico/
Getty Union List of Artist Names (ULAN)</p>
        <p>http://www.getty.edu/research/tools/vocabularies/ulan/
RKDartists&amp;</p>
        <p>https://rkd.nl/nl/explore/artists
Short-Title Catalogue, Netherlands (STCN)
http://picarta.nl/xslt/DB=3.11/
VIAF</p>
        <p>https://viaf.org/
Wikidata</p>
        <p>https://www.wikidata.org/</p>
      </sec>
      <sec id="sec-8-2">
        <title>7.2 Literature</title>
      </sec>
    </sec>
    <sec id="sec-9">
      <title>8. Acknowledgments</title>
      <p>The Golden Agents program is sponsored by The
Netherlands Organisation for Scientific Research NWO and
is a collaboration between Huygens ING, the Meertens
Institute, the University of Amsterdam, Utrecht University,
VU University Amsterdam, the Rijksmuseum, KB National
Library of the Netherlands, the Amsterdam City Archives,
the RKD Netherlands Institute for Art History and Lab1100.</p>
    </sec>
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