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    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Historical Networks and Identity Formation: Digital Representation of Statistical and Geo- Data: Case Study of Norwegian Migration to the USA (1870-1920)</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Jana Sverdljuk</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Lars Jynge Alvik</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anna Peterson</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Lars G. Johnsen</string-name>
        </contrib>
      </contrib-group>
      <pub-date>
        <year>2012</year>
      </pub-date>
      <abstract>
        <p>The article is a result of the collaborative interdisciplinary workshop, which involved expertise from social sciences, history and digital humanities. It showed how computer mediated ways of researching historical networks and identity formation of NorwegianAmericans substantially complemented historical and social sciences methods. By using open API of the National Archives of Norway we used statistical, geo- and text data to produce an interactive temporal visualization of regional origins in Norway at the USA map. Spatial visualization allowed highlighting space and time and the original regional belonging in their home countries as fundamental values for understanding social and cultural dimensions of migrants' lives. We claim that data visualizations of space and time have performative materiality (Drucker 2013). They open a free room for a researcher to come up with his/her own narrative about the studied phenomenon (Perez and Granger 2015). Visualizations make us reflect on the relationship between the phenomenon and its representation (Klein 2014). This digital method supplements the classical sociological and socio-constructivist methods and can therefore enrich our knowledge of social phenomena. In the article, we show, what potentials this visualization has in relation to the particular field of emigration studies, when entering into a dialogue with the existing historical research in the field.</p>
      </abstract>
    </article-meta>
  </front>
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    <sec id="sec-1">
      <title>-</title>
      <p>
        discourses and create and recreate identities and social realities, which are perceived as
flexible, changing and not possessing a certain once given and stable “core”. Participants of
social reality are, according to these methods “always already thrown” into the changing
linguistic and social world of human dwelling. The only possible thing is to study, or
reproduce are certain verbal or imaginary representations, but not a “true” substance or
reality. To social constructivists, there is no stable metaphysical ‘core’ from which people
operate and make sense of themselves and others (Dreyfus and Rabinow 1982). Rather, the
infinite linguistic and cultural processes of meaning creation or representation, constructs
subjects. The discursive theory of representation was developed within cultural studies by
Stuart
        <xref ref-type="bibr" rid="ref8">Hall (1997)</xref>
        . Hall pointed to the constructed, discursive and arbitrary nature of the
representation. According to Hall, meanings and connotations, which we prescribe to the
objects of representations, can be written into different discourses and mean ‘anything
anytime’
        <xref ref-type="bibr" rid="ref8">(Hall 1997)</xref>
        . Representation is an act of giving meaning to a thing, an event or a
group. It is an indirect mediation through which our mental idea about something is
expressed by using a so-called signifier – a sign or a word that enters into complex relations
with other value-laden signs. In the act of representation, we relate to discourses
disseminated through culture and media in stories, images and signs. Culture has, therefore,
a decisive force in ordering our subjective world
        <xref ref-type="bibr" rid="ref8">(Hall 1997)</xref>
        . This basic socio-constructivist
idea has been dominant in historical and sociological research when studying historical social
networks, relations and identities of individuals and groups. The main research material has
been diaries, letters, historical documents, newspaper publications, research discourses etc.
      </p>
    </sec>
    <sec id="sec-2">
      <title>Performative materiality of digital representation</title>
      <p>
        With the rapid progress of information and communication technologies digitization of
science and humanities takes place. As Eric T.
        <xref ref-type="bibr" rid="ref13">Meyer and Ralph Schroeder (2016</xref>
        ) point out,
sciences and humanities is increasingly being driven by “knowledge machines”, with ever
larger domains of research subject to advancement via research technologies. Internet and
digital tools transform the way, how we produce knowledge and what we learn about the
world. ICT is able bringing together people, data sets and tools for their investigation,
creating a qualitatively new network and methods for knowledge production. In our case we
have produced a digital representation of the historical phenomenon of migration and
migrants’ identities. We believe that analogue socio-constructivist and computer mediated
methods complement each other. This fundamental insight is taken from media
archaeology, which scrutinizes the repressed, forgotten and outdated media (if not to say in
technological rubbish), showing the continuity and complementarity of various types of
mediation of reality (Parikka 2012). In our project, we continue this line of thinking showing
that analogue and digital ways of how researchers mediate historical reality complement
each other. In both cases we represent the reality of migration in certain ways. However,
whereas in the analogue representation active actors of representation are human beings,
or researchers, in the digital representation the agency of the machine (computer)
coperforms a digital representation. Digital representation has performative materiality, as it
involves an agency of the machine
        <xref ref-type="bibr" rid="ref4">(Drucker 2013)</xref>
        . We believe that in the future social
scientists will use a combination of the analogue and digital methods of representation.
By approaching digital methods of representation in terms of performative materiality, we
perceive them, in line with
        <xref ref-type="bibr" rid="ref4">Drucker (2013)</xref>
        , as material mediations of arbitrary and
contextspecific meanings. The meanings, produced by the digital agency are dependent both, on the
material and social conditions, which underpin representation, and on the concrete
individual act of reading or interpretation. In this way, we write the work of digital
representation into the tradition of structuralist, post-structuralist and cultural studies,
which all have questioned a stable and essence-like nature of meaning. According to
Drucker, by re-engaging with these theoretical traditions, one can bring an analytical
framework for approaching the materiality of digital activity into focus. This framework
signalizes a shift from a concept of things as entities, to a concept of them as events
        <xref ref-type="bibr" rid="ref4">(Drucker 2013: 12)</xref>
        . A meaning in both, an analogic and the digital representation is unique
and conditioned by material, cultural and societal circumstances, which were involved in the
act of mediation: “…material forms create the mediating expressions that are transactional
objects of meaning production”
        <xref ref-type="bibr" rid="ref4">(Drucker 2013: 25)</xref>
        . Accoring to Drucker, material artifacts,
which are involved into meaning production, do not represent, they perform.
In our case, when creating a visualization of the places of origin of Norwegian migrants on
the USA map, one should be aware of several social and material agencies, which altogether
made the digital representation possible. To name only few, these are the material
technologies of and the interest in the population census, which has been essential for the
functioning of, and control within national states; the persistent attempts to reproduce
geographical experience in maps, and a huge number of various maps and
geovisualizations. Increasing scholarly interest to identity, nation-building and ethnicity, and a
close attention to the topic of migration, belong to the recent social factors, which stand
behind the produced visualization. And last but not least, material infrastructure of the
Internet and the ability of digital code to link various types of data, make out the material
conditions and specificity of digital represenation. Therefore, when creating this type of
research, the involved team has been aware of various mediating stages, layers and
conventions, which altogether perform the presented visualization. We believe, however,
that it is still meaningful to relate to the already existing forms of mediation and discourses.
When linking various types of data: maps, statistics, previous qualitative research on
migration, it is possible to see well-known phenomena in a new light.
      </p>
    </sec>
    <sec id="sec-3">
      <title>Data materials, methods and digital tools</title>
      <p>
        1) The visualization on map:
https://knreise.carto.com/builder/5fd73b14-d197-11e6-a02e0e05a8b3e3d7/embed and statistical graphs use data from the National Archives of Norway.
They are based on Emigrant records collected by the Norwegian Police on all emigrants
leaving Norwegian ports. The original records include for example: name, sex, age/birth
date, embarking/register date, place of residence, occupation and intended destination.
These records have been transcribed by the National Archives of Norway and made public
through: http://digitalarkivet.arkivverket.no In 2016 the National Archives chose these
materials as a linked data pilot, and the transcribed data was linked to Wikidata and
Geonames using openRefine and made accessible through an API. The API delivers JSON-LD
and can be used to compile statistics on migration patterns, for example, the gender
percentage of Norwegian emigrants to each state in the United States from each Norwegian
county sorted by decade. The API also delivers information about each individual.
Our research became possible due to the possibilities offered by the digital tools shared
through Internet, which make it possible to bring together data, process them and make
available for various experts. Using Carto allowed us producing visualization of the
immigrant statistics (place of origin in Norway) on the USA map. The main method is that of
digital visualization. The method (picture 1) enables the thinking about this history of
Norwegian-American migration as a spatio-temporal phenomenon. It offers the interactive
temporal visualization of regional origins in Norway at the USA map. Migration from certain
regions in Norway is marked with a separate color. That will highlight space and time and the
changing regional belonging as fundamental values for understanding social and cultural
dimensions of migrants’ lives. Statistical graphs and texts, which is possible to produce (by
using for example, Plot.ly) complement the visualization on map and demonstrate the
contrast between relatively stable, but changing with migration, spatial values and varying
thematic data
        <xref ref-type="bibr" rid="ref12">(Meirelles 2013)</xref>
        .
      </p>
      <sec id="sec-3-1">
        <title>Picture 1</title>
        <p>Studying Norwegian migration to the USA (1870-1920): socio-constructivist approaches</p>
      </sec>
      <sec id="sec-3-2">
        <title>When using the digital methods for researching identity, we study the example of</title>
        <p>Norwegian emigration to the USA. Between 1825 and today, nearly 1 million Norwegians left
their homes. Especially during the period of mass immigration, from 1965 to 1939, a greater
percentage of Norway’s population emigrated than any other country except Ireland. The
majority of Norwegian immigrants settled in the Upper Midwestern states of Iowa,
Minnesota, Wisconsin and the Dakotas. Other areas of the United States also witnessed
Norwegian settlement, mainly in the Pacific Northwestern states of Oregon and Washington,
in Brooklyn, New York, Alaska, and Texas. But in 1910 almost 80% of the one million
Norwegian Americans living in the United States called the Upper Midwestern states home.
Norwegian-American experience was rural in character. Researchers have been asking: What
characterized their and their children’s experiences in the United States? Recent scholarship
in the field has turned toward investigating the interactions Norwegians had with other
immigrant and minority groups, including Native Americans and Swedes. Historians have
also started paying more attention to the cultural, political, racial and ethnic factors that
influenced the immigration experience.</p>
        <p>
          As mentioned before, recently, researchers have used the socio-constructivist and
poststructuralist theory of representation as a starting point for theorizing identities and lived
lives of migrant subjects. Historical representations of migration and migrants’ lives are built
proceeding from an analysis of text documents, and discourses around ethnicity, sexuality
and gender. Migrants’ identity is looked at as a “creative and chaotic space of existence”
(Staunaes &amp; Søndergaard 2006), a flexible notion, which is formed within a complex web of
societal discourses. There are proponents of the idea that any social characterization is too
narrow to describe the richness of individual experience. However, the majority of
researchers believe that operating with categories as gender, ethnicity, race, religion,
regional belonging and others can be meaningful
          <xref ref-type="bibr" rid="ref1">(Berg et al. 2010; Staunaes and
Søndergaard 2006)</xref>
          . In line with
          <xref ref-type="bibr" rid="ref8">Hall (1997)</xref>
          , scholars studying migration suggest that the
researcher should be sensitive to concrete contexts holding that the interplay of signifiers or
categories in representation is situation-conditioned. The researcher should be able to show
how these categories were negotiated by specific actors
          <xref ref-type="bibr" rid="ref1 ref15">(Berg et al. 2010; Lykke 2003;
Staunaes and Søndergaard 2006)</xref>
          .
        </p>
        <p>Proceeding from these socio-constructivist methods, the process of Norwegian migrants’
assimilation has been recently studied in terms of their advantage as white people in the
race conscious American society of the 19th century. Alternatively, when raking into
consideration the notion of ethnicity, other researchers show that Norwegian immigrants,
who were settling in the urban Chicago area by the turn of the 20th century, developed a
romantic sense of ethnicity, which was manifested in e.g. the activities of ski jumping and
children’s parade on the constitution day on the 17th of May. Although the romantic sense
of ethnicity could be therefore opposed to race consciousness, evoking feelings of pride. The
dispute within the field has been centered on the question, which categories played the
major role in the formation of migrants’ identities.</p>
        <p>
          Historians have also shifted their attention to studying Norwegian immigration from a
perspective of their local belonging in Norway and its impact on the assimilation process in
the USA. In these works emigration and immigration – Norway and the United States – are
given equal treatment and understood in relationship to one another
          <xref ref-type="bibr" rid="ref17">(Olson 2013)</xref>
          . The
transatlantic focus of new scholarship, coupled with an emphasis on cultural, racial and
ethnic factors and the knowledge gained from micro analyses of lived lives opens up the
possibility for a greater understanding of how the particular regions immigrants left shaped
their immigration experience. We believe that it is in this emerging area of scholarly focus
that the digital visualization on the USA map stands to make a significant contribution.
Visually highlighting the relationship between immigrants’ places of origin and the
geographic dispersal of their intended settlement in the United States, will further historians
questioning of how local Norwegian traditions, customs, and beliefs came to shape
immigrants’ experiences in the United States.
        </p>
        <p>The work of the computer mediated visualization is especially reliable as it is based on the
metadata (place of origin, name, place of destination, gender, age) of the digitized original
migrant protocols available at the National Archives of Norway. Digital visualization on the
places of migrants’ origins in Norway on the USA map opens new questions to work with, for
the historians, as to the impact of regional identities on class, gender and even racial and
ethnic self-identifications. As it is known from previous research, Norwegians followed a
fairly conservative pattern of assimilation, maintaining many cultural beliefs and traditions
of their home country decades after immigration. For example, the Norwegian-American
experience was distinctly rural in character. In fact, they were the most rural of any major
immigrant group that went to the United States in the nineteenth-century a trait Odd Lovoll
refers to as a “rural bond” Norwegian immigrants shared across the generations (Lovoll
1984). Living in rural communities, often surrounded by other Norwegian Americans, the
rural nature of their American experience contributed to a slower assimilation rate amongst
Norwegian Americans compared to their more urban-oriented Scandinavian counterparts,
the Swedes and Danes.</p>
        <p>
          Local and regional identities were important to Norwegian immigrants and their
descendants. Though regionalism was common to all immigrants, local identities appear to
have held special significance for Norwegians. Perhaps this was due to the physical
environment of Norway, with topographical conditions such as water and mountains
separating rural communities to the point of isolation. Many Norwegians came from places
with distinct local customs and traditions, including peasant dialects that could diverge
greatly from one another. It was often only after immigrating that Norwegians came into
contact with these unfamiliar variations on the Norwegian language (Lovoll 1984: 66-67).
Language formed the basis of regional cultures, but other practices such as dance, music,
games, folk art, and folklore developed alongside distinct dress, food, and social norms.
In the United States, Norwegian settlements were defined not only by a national identity,
but also by the rural Norwegian communities from which the settlers immigrated, often
referred to as bygd. Even in rural America, few Norwegian settlements consisted solely of
one bygd population. Most towns and parishes had people from several parts of Norway,
though people from a different district or valley in Norway often settled together in
particular neighborhoods or sections of a town
          <xref ref-type="bibr" rid="ref14">(Lovoll 2006: 66)</xref>
          .
        </p>
        <p>
          Historians have used immigration records, farm names, and census materials to identify
some of the local identities of Norwegian settlements in the United States. For example, Odd
Lovoll found that Benson Township in Minnesota was heavily settled by immigrants from
Gudbrandsdal, though there were also settlers from Trøndelag in the township. A
neighboring township was predominately settled by Nordjordings. Lovoll was able to further
narrow down the locations in Nordfjord where settlers came from by examining family
names on grave markers
          <xref ref-type="bibr" rid="ref14">(Lovoll 2006: 68)</xref>
          .
One can understand how these research methods will be much enhanced by the digital map
that displays place of origin in one easy-to-read and accessible format. The project also
promises to help answer Nils Olav Østrem’s call for immigration historians to shift their focus
from an economic interpretation of Norwegian immigration to a cultural understanding of
this phenomenon in his recent micro-history of Norwegian emigration from Skjold and Vats
(Østrem 2015: 9). Digital visualizations and tools will be of much use this respect. The
innovative and interactive map, based on statistical materials, can inspire researchers to ask
comparative questions regarding how local customs, beliefs, and practices – in other words,
local culture - influenced immigrants’ experiences in the United States.
        </p>
        <p>The local identities of Norwegian immigrants have long been included in historical research
on this topic, but rarely in terms of how local and regional identities affected the immigrant
and settlement experience. Some of the first works published on local identities and
Norwegian immigration were written by first and second-generation Norwegian immigrants
themselves who asserted the presence of local and regional differences in the face of the
national identity thrust upon them after immigrating.1 In the early 20th century, many of
these Norwegian Americans came to form bygdelags, or Norwegian American social
organizations with distinct regional and local identities. Much of the early postwar research
on regionalism and Norwegian immigration focused on the development of bygdelags.</p>
      </sec>
      <sec id="sec-3-3">
        <title>Scholars wanted to understand how attachment to regional identities manifested</title>
        <p>themselves in the creation of these organizations, and how these attachments changed over
generations.2
In addition to this work on how regional and local identities were expressed in the United
States through the bygdelag movement, scholars also investigated how the general trends in
Norwegian immigration looked in particular locales. This research primarily focused on the
sending regions in Norway and did not connect immigrants’ places of origin to their
1 Some of these thoughts are outlined in Waldemar Ager’s writings. See: Cultural Pluralism versus Assimilation:
The Views of Waldemar Ager, edited by Odd Lovoll. Vol. 2. (Northfield, MN: The Norwegian-American Historical
Association, 1977).
2 See, for example: Odd Lovoll, A Folk Epic: The Bygdelag in America. Boston: Published for the
NorwegianAmerican Historical Association by Twayne Publishers, 1975).
destinations.3 We know for example, that emigration from Tinn in Telemark country was
largely spurred on by social and economic motives. Poor farmer laborers and landowners
alike saw emigration as the best way to secure land of their own (Svalestuen 1983: 82-83).
Economic conditions in Sogn, the county to lose a larger proportion of its population than
any other, were also found to have stimulated mass emigration (Sunde 1983: 121-122).
These examples demonstrate the emphasis most scholars have placed on local economic
factors in studying the relationship between places of origin and causes of migration. In his
book Den store utferda (The Great Exodus), Østrem answers his own call to shift the focus of
study to the role cultural factors had in stimulating immigrants’ decisions to emigrate. His
study investigated these motivations at the individual level in the communities of Skjold and
Vats in Southeastern Norway (Østrem 2015). He found that at the local level three major
factors came into play in determining whether someone emigrated: religion, chain or
network migration, and to what extent movement was encouraged, accepted, and prevalent
in a given place (Østrem 2015: 323-324).</p>
        <p>
          Many previous studies of Norwegian immigration have either focused on the sending
country: Norway, or the receiving country: the United States. In 1960 Frank Thistlethwaite
called for studies of immigration that were transnational and followed individuals “from
their places of birth to their place of death.”4 While several historians have responded to this
call, studies that consider both the country a person emigrated from and the country a
person immigrated to are difficult to carry out because of the nature of source materials. In
spite of these limitations, there are some histories of Norwegian immigration that look at
both the specific regions people emigrated from and the specific regions they immigrated to.
An early example of this work is Jon Gjerde’s From Peasants to Farmers, which traced
immigrants from Balestrand, Norway to the Upper Midwestern states of Minnesota and
Wisconsin. He found that the key to understanding Norwegian American developments lay
in the tension between old cultures and new environments
          <xref ref-type="bibr" rid="ref6">(Gjerde 1985: 6)</xref>
          . Terje Joranger’s
3 Norwegian-American Studies, vol. XXIX, edited by Odd Lovoll (Northfield, MN: The Norwegian-American
Historical Association, 1983) has several articles on Norwegian places of origin, including Tinn, Sognfjord, and
Helgeland. These pieces highlight regional and local economic, social, and cultural life in Norway prior to
emigration.
4 “Migration from Europe Overseas in the Nineteenth and Twentieth Centures,” in XIe Congres International
des Sciences Historiques Rapport V (Uppsala), 32-60.
work, The Migration of Tradition?, has added to this scholarship by examining to what extent
Norwegians legal institutions linked to land transfers and marriage and naming patterns
were brought by Norwegian immigrants from the Valdres region to America
          <xref ref-type="bibr" rid="ref9">(Joranger 2008)</xref>
          .
While these studies have begun to look at how local and regional cultures influenced the
Norwegian immigration and assimilation experiences, there is still much to be done. Most of
the previous scholarship has focused on immigration to the Upper Midwest, with little
research conducted on how Norwegians transferred and adapted local customs to the
particular context of other regions in the United States, such as the Pacific Northwest, Texas,
or New York.
        </p>
        <p>
          There is also very little comparative research done on this topic. A recent dissertation
written by Erik Aalvik Evensen at the University of Oslo compared the migration of
immigrants from Hommedal parish to two settlements in the Midwest: St. Joseph Missouri
and East Norway, Kansas
          <xref ref-type="bibr" rid="ref5">(Evensen 2011)</xref>
          . Evensen finds that due to the small size of these
settlements these Norwegian immigrants assimilated quite quickly. Their relative isolation
from other Norwegians encouraged this as well, and led to more interactions and
cooperation between these Norwegian immigrants and other immigrants, including
Germans and Danes. His research shows the rich understanding of the immigration
experience that can be gained from doing comparative studies.
        </p>
        <p>The digital visualization can help stimulate more research into this area. Its interactive
display of immigration trends from Norway, including the variables of chronology, gender,
place of origin, and place of destination, provides a fertile starting point for researchers of
immigration. This information will hopefully stimulate new discussions about the settlement
of the United States over time by immigrants of varying backgrounds. It will potentially add
new understandings or at least inspire new discussions of research on Norwegian
immigrants to states outside of the Upper Midwest.</p>
        <p>
          Additionally, this interactive map can aid researchers in asking comparative questions about
local identities and how they intersected with other kinds of identities, including age and
gender, to affect the immigration experience. Evensen’s comparative work investigating
immigrants from the same place in Norway in two different American settlements has
started this conversation. Hopefully more researchers will push even further and begin
comparing immigrants from regions or local environments with distinct cultures to see how
local identities affected immigration experiences in various regions of the United States
One final note that is not so much about the research implications of this work, but rather
about how this project can aid in the teaching of immigration. Someone who teaches a
course on Scandinavian immigration to the United States can often experience that students
draw their own maps displaying patterns of settlement of Norwegian immigrants because
there are no good maps already in existence. The digital map not only will assist students of
Scandinavian immigration in understanding and comparing Norwegian immigration patterns
across time and space, but it also promises to enrich the teaching of immigration more
broadly. Consider if other immigrant group experiences could also be mapped in this way
and a comprehensive, interactive map of American immigration could be created. For
example, if similar visualizations of Swedish, Danish and Finish immigration to the USA would
be done, we would enrich our knowledge on “Nordic spaces” outside the Nordic countries,
to the expression of L. Gradén, H.P. Larsen and S. Öster
          <xref ref-type="bibr" rid="ref7">lund-Pötzsch (2014</xref>
          )5. That would also
help us answering the question, whether various Nordic cultures in the USA remained the
same or merged, making it possible to speak about Nordic-American identity. The conducted
project can also be a template for a similar spatial analysis of immigration to the USA from
other European countries, as well as from the countries outside Europe. If such projects
would be made, one could simultaneously compare the immigration patterns of Norwegians,
Finns, Italians, Irish, Scots, Somalians, English, Australians, Chinese, Mexicans, and gain a
fuller understanding of the similarities and differences in American immigration over time.
For example, along with Norwegians and Irishmen, Scots represented a large immigration
group to the USA in the 19th century. Although this falls outside the scope of this project,
but it is a thought for where this project could go in the future and how it could inspire new
directions in teaching and research – both of Norwegian immigration specifically and
immigration to the United States more broadly.
        </p>
        <p>Perez, Fernando and Brian E. Granger (2015) Project Jupyter: Computational Narratives as
the Engine of Collaborative Data Science.</p>
        <p>Staunaes, D. and Søndergaard, D. M. (2006) “Intersektionalitet – udsat for teoretisk
justering”. Kvinder, Køn &amp; Forskning 2–3: 43–57.</p>
        <p>Svalestuen, Andres A. (1983) «Emigration from the Community of Tinn» in
NorwegianAmerican Studies. Edited by Odd Lovoll, Vol. 29 (Northfield, MN: The Norwegian-American
Historical Association.</p>
        <p>Sunde, Rasmus «Emigration from the District of Sogn, 1839-1915, » in Norwegian-American
Studies. Edited by Odd Lovoll, Vol. 29 (Northfield, MN: The Norwegian-American Historical
Association, 1983).
Østrem, Nils Olav (2015) Den store utferda: Utvandring frå Skjold og Vats til Amerika
18371914 (Oslo, Norway: Scandinavian Academic Press.</p>
      </sec>
    </sec>
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