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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>The RESTORE project: a final review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Emiliano Degl'Innocenti</string-name>
          <email>emiliano.deglinnocenti@cnr.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Leonardo Canova</string-name>
          <email>canova@ovi.cnr.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Francesco Coradeschi</string-name>
          <email>fr.coradeschi@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Carmen Di Meo</string-name>
          <email>dimeo@ovi.cnr.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Maurizio Sanesi</string-name>
          <email>maurizio.sanesi.eng@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Alessia Spadi</string-name>
          <email>spadi@ovi.cnr.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Federica Spinelli</string-name>
          <email>spinelli@ovi.cnr.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Consiglio Nazionale delle Ricerche, Istituto Opera del Vocabolario Italiano</institution>
          ,
          <addr-line>Firenze</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2007</year>
      </pub-date>
      <volume>4822</volume>
      <abstract>
        <p>This paper provides a complete assessment of the research activities and the results achieved by the RESTORE project (smaRt accESs TO digital heRitage and mEmory), started in June 2020 and recently ended. The project consortium, coordinated by the Istituto Opera del Vocabolario Italiano - National Research Council of Italy (OVI-CNR), included the State Archives and the Museum of Palazzo Pretorio in Prato, the Archival and Bibliographic Superintendency of Tuscany as well as the SPACE SpA software company. The project - cofinanced by the Region of Tuscany - had as its main purpose the recovery, integration and accessibility of data and digital objects produced in the last twenty years by its partners, in order to build a knowledge base gathering information on the history of the city and of its institutions, on the development of its economic and entrepreneurial system, and on the role of women in the development of a welfare state and network, starting from the figure of the merchant Francesco di Marco Datini, his family and his entourage. Different aspects of the RESTORE project, including data mapping and modelling, have already been presented in previous IRCDL editions; this paper will focus on the latest updates related to the RESTORE platform final release, focusing on the services offered to support research in heritage science and humanities. Semantic Web Technologies, Linked Data for DLs, Standards and Interoperability, Data and Information Lifecycle, Research Infrastructures, FAIR, ontologies, mapping, modelling, social sciences and humanities, GLAM, Knowledge Base Construction for cultural heritage.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        RESTORE (smaRt accESs TO digital heRitage and mEmory2) is a project coordinated by the Istituto
Opera del Vocabolario Italiano of the Italian Consiglio Nazionale delle Ricerche (CNR-OVI) located
in Florence. The project’s aim was to support the participating institutions in the process of applying
the FAIR principles to their digital resources providing access to a rich and interconnected data space
with resources produced by leading institutions in decades of work, fostering the interpretation,
contextualization and comprehension of cultural heritage assets by representing their semantic depth in
order to reconstruct the complex network of interrelations with other entities (individuals, objects,
places, concepts) and restore the connections existing between tangible and intangible aspects of
Cultural Heritage Objects. The data integration platform design and implementation has been guided
by the Findability, Accessibility, Interoperability and Reuse (FAIR3) approach [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]: a set of principles
for the integration of resources and information encoded with different standards and with different
* Corresponding author
Italy
      </p>
      <p>
        2023 Copyright for this paper by its authors.
workflows. In doing this, the RESTORE development team adopted a modular architecture, developing
customized software components when needed and integrating existing solutions when available, to
build the final RESTORE platform. Following the same approach, RESTORE also developed a set of
data management and integration workflows based on the requirements expressed by the project’s
partners, to support the creation of a LOD with information (i.e. textual corpora, documents descriptions
and related images) describing tangible and intangible aspects of cultural heritage objects (documents,
books, works of art) coming from different contexts (i.e. domains). This paper presents the results
achieved in the two years work of the RESTORE project with the aim to share the solutions
implemented and the studies that drove the project team choices. In the initial phase of the project, the
resources provided by the partners were analyzed and the requirements related to their integration were
considered, in order to create the knowledge base, taking into account the research and production
contexts (e.g. libraries, archives, museums, etc.). It was therefore necessary to develop tools for
mapping the standards used in each domain of reference (TEI4 for texts [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]; EDM5, MAG6, MODS and
METS7 for resources produced by libraries; EAD8 and EAC9 for archives [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ][
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]; ICCD10 as a
cataloguing system for works of art [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]; other formats and standards used for different disciplines in the
field of cultural heritage science such as EDF11, HDF512 etc.). Afterwards, the process of converting the
resources provided by the partners towards the reference ontology of the RESTORE project (CIDOC
Conceptual Reference Model13 [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]) has been outlined and undertaken. To achieve this, the team
developed a workflow that included several phases, from collecting and storing the data in the
Comprehensive Knowledge Archive Network (CKAN)14 data store, to mapping and aligning the
concepts expressed in the different datasets and eventually populating the RESTORE ontology with the
partners’ information and making it available for search, navigation, visualisation and reasoning
services through the Virtuoso15 triplestore.
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. State of the art 2.1.</title>
    </sec>
    <sec id="sec-3">
      <title>Context</title>
      <p>The State Archives of Prato holds a vast number of sources created by civil, religious and charity
institutions that, integrated with those of other cultural and memory institutions of the city of Prato,
including the Museum of Palazzo Pretorio, allows to reconstruct the history of the city’s community,
territory and society, from the 14th century to the present day. For the two oldest and most rich in
historical information collections, namely the “Datini16” and “Ospedale Misericordia e Dolce17” funds,
a computerised archival description, digital images of the documents18, transcription of the texts and a
lemmatized text corpus produced by OVI already existed. In the past, digital research tools were also
created (i.e.: the CD-ROM Per la tua Margherita19, the Datini online website20, etc.), but as of today
they are poorly interoperable, not easily accessible and - in some cases - almost completely unusable.
To a large extent, these resources are the result of unrelated projects and operations, lacking the extra
value given by the project coordination and the integration of data produced by various actors on the
4 Text Encoding Initiative - TEI: https://tei-c.org/
5 Europeana Data Model - EDM: https://pro.europeana.eu/page/edm-documentation
6 Administrative and Management Metadata - MAG: https://www.iccu.sbn.it/export/sites/iccu/documenti/manuale.html
7 Metadata Object Description Schema - MODS e METS: https://www.loc.gov/standards/mods/presentations/mets-mods-morgan-ala07
8 Encoded Archival Description - EAD: https://www.loc.gov/ead/
9 Encoded Archival Context - EAC: https://eac.staatsbibliothek-berlin.de
10 Istituto Centrale per il Catalogo e la Documentazione - ICCD: http://www.iccd.beniculturali.it/
11 European Data Format - EDF: https://www.edfplus.info/
12 Hierarchical Data Format - HDF5: https://www.hdfgroup.org/solutions/hdf5
13 CIDOC - Conceptual Reference Model: http://www.cidoc-crm.org/
14 Comprehensive Knowledge Archive Network - CKAN: https://ckan.org/
15 Virtuoso Open Link: https://virtuoso.openlinksw.com
16 Archive of administrative documents and correspondence of the merchant Francesco di Marco Datini (1335-1410) attesting a cross-section
of the economy and social life of the entire Mediterranean area, through his extensive activities in industry, trade and banking.
17 Charitable organisation that cared for wayfarers, the poor and abandoned children since the 13th century. Digital resources related to this
fund can be accessed on the Archives website: http://www.archiviodistato.prato.it/accedi-e-con-sulta/aspoSt005/tree
18 The digitization project began in 1999 and can be accessed on the Archives website: http://datini.archiviodistato.prato.it/il-progetto/
19 Project website: http://datini.archiviodistato.prato.it/margherita/Root/Servizio/proj_fr.htm
20 State Archives of Prato website: http://datini.archiviodistato.prato.it
same cultural heritage artefacts. RESTORE proceeded to structure these resources according to the
FAIR approach and to integrate them with new data and digital objects from other institutions, including
the OVI-CNR Institute and the Museum of Palazzo Pretorio. The latter institution, preserves a
significant part of the city’s artistic heritage, including works of art linked to the iconography of
Francesco di Marco Datini and to the “Ospedale Misericordia e Dolce”, the institution to which a
consistent part of the civic collection of works of art belongs. Up to now, the published bibliography
considered as works of art belonging to the Ospedale Misericordia and Dolce most of those held by the
civic Museum from the second half of Nineteenth Century, when the works of art left the Ospedale to
be exhibited in the “Galleria Comunale”, opened in 1858, while instead only a part of them were
effectively coming from the Ospedale Misericordia and Dolce. Recently, in order to precisely define
the great nucleus of works of art by their provenance, the Museum staff has undertaken a research work
consulting entries, repositories, inventories, entry/exit records, identifying three main groups: works of
art commissioned by the Ospedale and belonging to it since the Fourteenth Century; works of art gifted
to the Ospedale by donations; works of art only temporarily stored at the Ospedale and then held by the
Comune of Prato for the civic collection. As stated by the Head Conservator and Curator of the Museum
of Palazzo Pretorio21, thanks to the RESTORE project the result of such research work is now digitally
published, and it is clearly possible to search for works of art certainly belonging to the Ospedale
Misericordia e Dolce, and those belonging to the so-called “Galleria Martini”. A thorough research
work on this specific subject is still in fieri. In addition to the already identified digital resources, the
Museum of Palazzo Pretorio has selected a number of sources - which were considered relevant to the
purposes of the project - that are still to be digitised: the creation of an integrated knowledge base for
these resources makes it possible to break down existing disciplinary, institutional and technological
barriers and to make them accessible in innovative ways. A rich documentary section, otherwise poorly
known but potentially able to shed light on themes (e.g., the commercial and welfare networks in the
Fourteenth Century Prato, including abandoned childhood hospitals, the role of women in both these
contexts, etc.) that are strongly rooted in the history of Prato and - more broadly - of Tuscany, is now
publicised, valorized and made easier to navigate and understand. The information thus accessible
closely touches all layers of citizenry and aims to engage the population in a cultural journey towards
reappropriating spaces of knowledge and local histories that are significant for increasing and
preserving collective memory. RESTORE analysed the critical issues identified by the cultural
institutions involved, in the context of the collection, aggregation, semantic enrichment and availability
of high value-added information - related to the mentioned cultural heritage objects - in order to build
a knowledge base populated with scholarly reliable information, made accessible, interoperable and
reusable. To this end, models and solutions have been developed for the management, processing and
fruition of cultural and documentary heritage that can be reproduced in a sustainable manner (both in
terms of technology and of resources required to maintain them) by other institutions. The knowledge
base resulting from these activities is then interoperable and reusable in the context of other national
and international initiatives such as the H2IOSC22 and the SSHOC23 projects, both connected to the
EOSC24.</p>
      <p>2.2.</p>
    </sec>
    <sec id="sec-4">
      <title>Data: Archival sources, museum collections, textual corpora</title>
      <p>•
•</p>
      <p>In detail, the resources ingested and processed by the project were:
the Datini Fund, world’s largest mercantile archive for the Middle Ages, consisting of 150.000 letters
and about 600 registers from which we can get information about the people involved, the costs and
typologies of goods, the places designated for trade, etc.;
the Ospedale Misericordia e Dolce fund, with its 7.000 archival units, presenting all the articulations
of the functions of a welfare institution: from the support of the traveler, to the care of the poor and
21 Statements from Conservator and Curator of the partner institutions regarding the selection of the original resources shared for the project,
are to be found here: http://restore.ovi.cnr.it/about.html [date of access: nov. 29, 2022].
22 Humanities and cultural Heritage Italian Open Science Cloud – H2IOSC: https://www.h2iosc.cnr.it/
23 Social Sciences &amp; Humanities Open Cloud – SSHOC: https://sshopencloud.eu/
24 European Open Science Cloud – EOSC: https://eosc-portal.eu/
the sick, to the reception of the “gettatelli”, abandoned children raised, thanks to the Hospital itself,
by the entire community of Prato;
a selection of works of art taken from the collection of the Museum of Palazzo Pretorio, catalogued
according to the ICCD standard (“OA” template - Work of Art).</p>
      <p>CNR-OVI institute also made available a textual corpus representing a selection of edited letters
belonging to the extensive Datini correspondence, selectively lemmatized. The corpus records the
graphic and morphological varieties of many terms which are relevant for the reconstruction of aspects
related to the economic and legal life, as well as the social relations of the time. The lemmatization
includes: anthroponyms, including any nicknames and specific positions (if the indication refers to an
identified precise historical personage); toponyms, including names of cities, towns, districts, localities,
streets, squares, gates, churches, monasteries, palaces, hospitals, organisations, institutions, etc.
Lemmatized tokens also include terms pertaining to the religious and agricultural fields, body parts,
time scan etc., and are also distributed within 22 conceptual categories (called hyperlemmas) including:
clothing and furnishings, food, animals, arts and crafts, calendar, economics law and politics,
construction and architecture, medicine, coins, navigation, kinship, leather and textiles, etc. The
lemmatized corpus of the Datini correspondence, created by CNR-OVI between 2003 and 2005, is one
of the many corpora25 that the institute set up through the Gestione degli Archivi Testuali del Tesoro
delle Origini (GATTO26) software in a specially dedicated version that can be queried via Web27. The
corpus consists of: 2.511 texts; 45.259 types; 977.034 tokens of which 126,663 are lemmatized; 6.510
lemmas and 22 hyperlemmas. These corpora and the data ingested and provided by the project partner
were compliant to the following format:
• EAD and EAC standard for the codification of the archival data and of the information
connected to the “CFP” extension for subjects (corporate entities, families and bodies);
• ICCD (OA - “Opera d’Arte”, 3.00, 2018) standard for the codification of each entry related to
works of visual art;
• custom TEI codification of the GATTO software, for the representation of the digital textual
material of the OVI-CNR Institute.</p>
      <p>This description is meant to emphasize the diversity and inconsistency of the original data before our
standardization and processing efforts.</p>
    </sec>
    <sec id="sec-5">
      <title>3. Data integration</title>
      <p>The goal of the project - to achieve full integration of the datasets provided by the project partners
was a complex issue, as the data produced by different institutes refer to scientific and disciplinary
domains that often follow widely differing schemes. This complexity was reflected in the use of
standards and cataloguing systems diverging in structure and purposes. It was therefore necessary to set
up a workflow to achieve semantization of data within a single reference domain and to develop a
shared data management model that is valid for multiple metadata schemas and multiple standards. The
project workflow describes the transformation of the data provided, regardless of the original format,
into semantic triples (triplification)28. This result was achieved through the mapping and modelling
processes. Data triplification involves further data analysis, carried out in collaboration with domain
experts, consisting of specific additional steps: i) choosing the most relevant information to be modeled;
ii) specifying the implicit meaning of the information to be represented; iii) aligning information of the
same kind, contained in different datasets, expressed through different semantic schemes and/or
structures (mapping); iv) structuring data into triples according to the rules of the reference ontology
(CIDOC-CRM), choosing the appropriate entities and properties (modelling).
25 Among these are the “Tesoro della Lingua Italia delle Origini” (TLIO) and the “Opera del Vocabolario Italiano” corpuses, which constitute
the reference database for the realisation of the Tesoro della Lingua Italiana delle Origini vocabulary: http://tlio.ovi.cnr.it/TLIO/. A complete
list of the corpuses can be found here: http://www.ovi.cnr.it/Interroga-il-Corpus.html.
26 Gestione degli Archivi Testuali del Tesoro delle Origini - GATTO: http://www.ovi.cnr.it/Il-Software.html
27 Lemmatized corpus of Francesco Datini’s (1335-1410) correspondence. It includes almost 150.000 letters and it is freely accessible through
the GattoWeb platform: http://aspweb.ovi.cnr.it/(S(qmmiy5m0sybb4lao4qqmexyo))/CatForm01.aspx
28 By “triple” it is meant here a transformation of data into a logical-conceptual construct, consisting of three properties (entities), i.e. a subject,
an object, and a predicate (Subject, Object, Predicate). The reference model for this kind of semantisation operation is the RDF format.</p>
    </sec>
    <sec id="sec-6">
      <title>Mapping and modelling</title>
      <p>The data mapping phase involves the alignment of information expressed through different semantic
schemes and/or structures through the combination of elements belonging to one dataset with those of
another dataset if both express the same concept (eg: shelfmark, author, place, etc.). This workflow
facilitates the migration of data to be converted into logical constructions based on the CIDOC-CRM
model. The ontology provides the developers with a model of management and semantic representation
of knowledge bases, allowing the definition of a set of relevant concepts and the description of the
fundamental relationships between them. The goal of data modelling is to formalise the knowledge (i.e.:
translate it into a formal language), to minimise its ambiguity (typical of natural language) and make it
“computable”, or machine readable, through a module called reasoner, so that the calculator can make
inferences about it. Through the modelling, data becomes structured according to the rules of the
reference ontology, which will form the basis for the transformation of the datasets into triples.</p>
    </sec>
    <sec id="sec-7">
      <title>3.1.1. Mapping and Implementation details</title>
      <p>
        The conversion of the original data into triples is done using custom parsers, implemented in the
Python programming language. The first parser in the workflow takes as input the original data sources
in XML format (e.g., according to the EAD, EAC, ICCD or TEI standards) and returns them in the form
of tables encoded in CSV format, following a 1:1 ratio (a corresponding CSV file is produced for each
original file). The next stage of data processing involves transforming the information contained in the
CSV tables into triples, in TTL format. This stage is also accomplished using a parser implemented ad
hoc. The triplification of data, i.e., the conversion of the data from the table format (CSV) into triples
(TTL), involves further analysis of the data, which allows the information to be modelled according to
the ontology and a set of reference vocabularies [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
      </p>
      <p>The conversion of the original ingested data transforms the reference standard to the CIDOC CRM
model. The process has been performed for EAD and EAC, on the basis of the technical documentation
of reference29, and each XML EAD element conversion to the CIDOC CRM has been also shared by
the Archive domain experts. First of all, the mapping involved the overall table-structure of the
hierarchy of the elements and their attributes as it is expressed by the EAD standard for the entire
archival resource, and each of those parts were converted into a CIDOC CRM Class system where
Elements, Attributes and their relationships are expressed by a CIDOC Class, either a Property (“P”+n)
or an Entity (“E”+n) or even a Subclass (“E” or “P”+n) of correspondence into the CIDOC CRM
system. A full and complete description of the selected CIDOC Classes used for the RESTORE
Mapping and Modeling (4) is available open access in a precedent devoted contribution, and also made
visible in the integrated double view table under the “Mappatura” section published on the RESTORE
platform at the following link: http://restore.ovi.cnr.it/standard.html, where it is possible to click on the
two tables “EAD TO CIDOC”, and “ICCD TO CIDOC” to access the overview of Mapping.
3.2.</p>
    </sec>
    <sec id="sec-8">
      <title>Vocabularies and thesauri</title>
      <p>Besides the ontology, vocabularies and thesauri were also important elements of the data integration
process. The common entities that occur in the different datasets will therefore have to share the link to
the reference vocabulary. Through the references to vocabularies, it was possible to identify and index
toponyms and anthroponyms, two of the entities identified as points of contact between the various
datasets. In this way, the integration of data related to entities that refer to the same anthroponym or
toponym is achieved. In fact, if entities belonging to different datasets refer to the same URI, they will
be automatically linked also through the same vocabularies. Another point of contact was represented
by people, for which the ULAN30 and VIAF31 vocabularies were used. Then the Iconclass32 system was
already a documented field of the work of art records. See Table 1 for details on vocabularies used in
the RESTORE project.</p>
      <p>Table 1</p>
      <sec id="sec-8-1">
        <title>Vocabularies and thesauri</title>
      </sec>
      <sec id="sec-8-2">
        <title>Vocabulary</title>
      </sec>
      <sec id="sec-8-3">
        <title>Art &amp; Architecture</title>
      </sec>
      <sec id="sec-8-4">
        <title>Thesaurus (AAT)</title>
      </sec>
      <sec id="sec-8-5">
        <title>Union List of Artist</title>
      </sec>
      <sec id="sec-8-6">
        <title>Names (ULAN)</title>
      </sec>
      <sec id="sec-8-7">
        <title>Getty Thesaurus of</title>
      </sec>
      <sec id="sec-8-8">
        <title>Geographic Names (TGN)</title>
      </sec>
      <sec id="sec-8-9">
        <title>Virtual International</title>
      </sec>
      <sec id="sec-8-10">
        <title>Authority File (VIAF)</title>
      </sec>
      <sec id="sec-8-11">
        <title>Iconclass system</title>
      </sec>
      <sec id="sec-8-12">
        <title>Description</title>
      </sec>
      <sec id="sec-8-13">
        <title>Controlled vocabulary for describing art historical and demo-ethno</title>
        <p>anthropological resources (artworks, architecture and material culture).</p>
      </sec>
      <sec id="sec-8-14">
        <title>It refers to broad, generalised concepts (e.g., painting, book, cathedral), but not to specific places, people, events.</title>
      </sec>
      <sec id="sec-8-15">
        <title>Controlled vocabulary containing mainly biographical type references related to artists. It includes proper names, art names and pseudonyms, lexical, spelling and temporal variants, and translations of biographical data into multiple languages.</title>
      </sec>
      <sec id="sec-8-16">
        <title>Controlled vocabulary containing names and information associated</title>
        <p>with places. It includes references to political-administrative entities and
their physical features, current and historical places.</p>
      </sec>
      <sec id="sec-8-17">
        <title>International Authority File constituting a database of controlled</title>
        <p>authority entries from different national catalogues.</p>
      </sec>
      <sec id="sec-8-18">
        <title>Iconographic classification system, structured by themes and motifs</title>
        <p>related to the Western artistic tradition designed for art and
iconography. It contains “classes” of concepts organised hierarchically.
3.3.</p>
      </sec>
    </sec>
    <sec id="sec-9">
      <title>Browsing resources</title>
      <p>Once the data modelling based on the CIDOC-CRM ontology is completed, the data are converted
in triples (TTL format) and uploaded to the Virtuoso triplestore. Data access is performed through some
features that have been implemented for RESTORE:
• SPARQL endpoint (http://dev.restore.ovi.cnr.it:8890/sparql/): a service that lets the users write</p>
      <p>SPARQL query to send their requests and obtain results as a response to the queries.
• Virtuoso Faceted Browser (http://dev.restore.ovi.cnr.it:8890/fct/): a facility service for
browsing the resources in the Triplestore. It lets the users type keywords in a search bar to start
navigation.
• LodLive instance of RESTORE (http://dev.restore.ovi.cnr.it/lodlive/): a visual resource
browser enhancing RDF data quality by making it efficiently visualised through navigable
graphs.</p>
      <p>The data can be downloaded from the websites of the original providers at their discretion and
according to their licenses33. On the RESTORE side the data modeled according to the CIDOC-CRM
ontology can be accessed and downloaded from the SPARQL endpoint in the preferred format such as
TTL, CSV, etc. Moreover, the platform allows the user to generate a citation snippet or to acquire the
hyperlink of the resource to disseminate the results of their queries. These three tools are very versatile
and allow in-depth semantic searches; however, they are unlikely to be used by a vast part of our target
audience. In fact, the selected target is very heterogeneous in terms of digital literacy, ranging from
unexpert citizens interested in research activities to experts working in a memory, research or
conservation organization. It is therefore necessary to have more or less specialised search options,
30 Union List of Artist Names - ULAN: https://www.getty.edu/research/tools/vocabularies/ulan/
31 Virtual International Authority File - VIAF: https://viaf.org/
32 Iconclass: https://iconclass.org/
33 See http://restore.ovi.cnr.it/termini.html for more details
depending on the targeted user’s familiarity with surfing the net, and on the level of expertise in the
topic object of the webquest.</p>
    </sec>
    <sec id="sec-10">
      <title>4. Visualisation Tools</title>
      <p>In this section, the latest version of the RESTORE visualisation platform will be presented, focusing
on the features that support research in heritage science and humanities. Updates will also be provided
compared to the works presented in previous IRCDL editions, where different aspects of the
stilldeveloping RESTORE project were presented, including the mapping and modeling of data and the
developed workflow. The data visualization solutions proposed in this contribution are the result of
collaboration with domain experts for an effective presentation of semantic data. Providing a
userfriendly interface, where data consultation and browsing does not require high level digital expertise or
knowledge of the SPARQL language, becomes a crucial requisite for the project. The RESTORE
platform thus offers a wide range of data visualisation solutions, bringing into focus the description and
visualisation of the relationships made between the various entities mentioned in the collections, each
intended to meet the needs of a certain target audience.</p>
      <p>4.1.</p>
    </sec>
    <sec id="sec-11">
      <title>Custom visualisation records</title>
      <p>RESTORE developed a user-friendly interface to let users browse the data regardless of their web
literacy. The interface is, nonetheless, one of the means, though the more intuitive and visually
appealing, by which the users interact with the data in the Virtuoso triplestore. The interface manages
the users’ queries and allows them to navigate the semantic relationships existing between different
items and concepts, represented in the data CIDOC-CRM ontology. The aim of the platform is to have
different ways of visualising and browsing the data, so that the user can find the resource of interest and
access the information directly on the institution website that provided it. Infact, RESTORE doesn’t
want to build a mere visualisation tool focused on archival entries or artwork entries, given that those
are already made available by the partners’ interfaces. What the project intended to achieve is the
integration of semantic data in an integrated environment that will activate new ways to reveal
information through the relationships mapped during the stages of the work done. In this perspective,
the purpose of the RESTORE interface was to make this browsing activity simple for all users, and to
effectively link the resource in a multifaceted context. First of all, a search interface connected to the
SPARQL endpoint of the project, managing the user queries and the interaction with the underlying
triplestore was implemented. The results of the search consume the data loaded into the Virtuoso
triplestore in the form of triples. As for the appearance of the search results, a classic view in tabular
form of the occurrences of what is sought, with related information and links to the resource, will appear
after the search is launched. What was missing were pages where resource information was aggregated
to gather all connected data and their links to empower the navigation into a semantic environment.
Therefore, for each resource resulting from the search, it was made possible to access a specialised
view. Each page, describing a specific type of resource or context, reports:
• A label describing the resource;
• The indication of the domain of reference;
• Four action buttons to:
o access the original resource through its link,
o save the hyperlink of the resource,
o save a citation,
o access the navigation graph (LodLive tool).</p>
      <p>Aside from these common elements each page shows information related to the item, together with
links to other resources, original domains and vocabularies. With the interconnections between
resources being indicated, the triplified resources enable the transition from a conventional display (i.e.
lists of results) to a representation of items in a data graph with their semantic implications. This process
helps to explore the graph by creating a network of paths that, starting from an entity (single data),
allows the user to browse every data connected to it. It's always possible to switch to a simpler data
navigation system and, eventually, return to the original data provider website. As previously
mentioned, specific views were provided for each resource class, including Object (primarily archival
documents), Artwork, Letter, Person, and Place. Some various representation options were introduced
depending on the type of data.</p>
      <p>4.2.</p>
      <p>Time and space visualisation: timeline and maps in a semantic
environment</p>
      <p>In typical Kantian fashion, RESTORE considered time and space as reliable dimensions for the sake
of data aggregation and representation, since they could be used to consider different resources
regardless of their nature, type and context of creation. Moreover, using vocabularies, we have shared
identifiers that can be used also outside the context of the RESTORE project. From the technical point
of view, the maps were built on top of the Leaflet.js library34, while the timelines were custom made
using javascript and jquery and styled with CSS3. From the data perspective, in RESTORE data related
to places has been integrated to provide the following information:
• Geographical localization on a map using Global Positioning System (GPS) coordinates: in the
“place” custom view the user can see the exact location of the selected place on a map, given
that coordinates were provided;
• Connections with other places: in the “place” custom view it is also possible to browse
additional information about places such as province, municipality, country, micro toponym,
etc. as well as relationships between different places.
• Localization of events related to objects and people (e.g.,: production, creation and
transformation of objects, movements of artefacts, place of birth and death for individuals,
workplace, travel place, etc.). Through the use of CIDOC it was possible to define and model
a great variety of events. For each event (if available) RESTORE will present information such
as: chronology, place where the event happened, people involved in the event etc.</p>
      <p>When both spatial and chronological data is present for the same type of resource, an aggregated
visualisation - including both a map and a timeline - is available: the map shows the location of the
items involved throughout their coordinates, while the timeline shows their distribution in the
chronological scheme. Both the map and the timeline are browsable and change dynamically when an
element is selected. To keep track of the elements involved there is also a section with information
about the resources in textual form that dynamically changes according to a time or place being selected
by the user. When a particular place is selected only the resources produced in that specific place are
shown. As for the timeline, it starts with granularity set to “years”; by selecting a specific year, the
result set is filtered down to show only the relevant dates for that year. By selecting a date only, the
corresponding resources are shown, and the markers on the map are also filtered to match the data. By
shuffling between these parameters, it is possible to visualise only the resources of interest on the time
and space axes. Each resource comes with a link to the original website or information system of
provenance, so that the user can check it.</p>
      <p>Within RESTORE, resources of the “document” type have been processed to extract contextual
information needed to implement the style of visualisation described before, such as:
• Temporal information: complete date, day, month, year;
• Spatial information: placename, coordinates;
• Textual information: subject, text.</p>
      <p>
        Since both temporal and spatial data have been collected it was possible to manage them at the same
time, implementing dynamic timelines and maps based on the same data array, exploiting the
connection to the SPARQL endpoint to launch specific queries. The needed information is gathered via
the SPARQL endpoint collected into a multidimensional array and then used to feed the visualisation
tools. See below an example of an element of the array:
[
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] {
evento: "Invio"
giorno: "13"
mese: "1"
anno: "1384"
luogo: "Pisa"
soggetto: "DATINI FRANCESCO DI MARCO E COMP. a BASCIANO DA PESCINA"
testo: "[...]”
uri_info: "http://datini.archiviodistato.prato.it[...]/ASPO00163311/E73_OVI"
uri_luogo: "http://dev.restore.ovi.cnr.it/vocabularies/places/273"
uri_soggetto: http://datini.archiviodistato.prato.it/[...]/ASPO00163311
}
(1)
      </p>
      <p>Spatial and temporal information have been integrated in the RESTORE knowledge base
regardless the context of provenance therefore the results obtained by searching for these data
encompass different domains: if a domain is not specified, users can see all the resources connected to
a given date or place regardless of the source. For example, the lemma “vino” appears in 156
documents among the resources collected into the RESTORE dataset. Each document was produced
at a specific time and in a specific place. So, for the lemma “vino”, the documents that have it in their
text present a chronological indication between 1384 and 1411. For the geographical distribution we
can count a total of 12 different places where the documents have their origin. These data are
represented in the time-space visualization interface: the 12 places are distributed on the map and a
timeline with range 1384-1411 is generated. At the side of the map are reported the texts of the
documents with the lemma “vino”. All this information is connected (text to place and to time) so, by
clicking a place, only the documents with the lemma “vino” with origin in that place remain and the
timeline also shuffles to have only the dates connected to the remaining documents. At the same time,
if a year on the timeline is selected the timeline changes to show a more detailed view of dates within
that year so that the user can select only the chronological reference of interest. While doing so the
text are reorganized to show only the texts with the lemma “vino” with that chronological reference.
4.3.</p>
      <p>Collection of works of art (painting collections, image catalogues,
image documentation, historical inventories)</p>
      <p>Since the data ingestion process related to works of art and the related documentation included the
need to display original images of each collection piece, it was necessary to implement a tool to provide
a smooth visualisation experience. The choice fell on the OpenSeaDragon35 viewer for its highly
customizable properties, the IIIF36 support, and eventually the possibility to implement it within the
EVT37 tool, used by RESTORE for the visualisation of textual material. In the RESTORE project most
of the images were scanned images and photographic records of documents: images of documental
material comprising historical guidebooks dated back to 1858 and 1888 (the ‘Guida 1858’, ‘Guida
1888’ labels); digitised inventories entries that goes from 1970s to 1990s (the ‘Scheda Storica’ or the
‘Inventario 1956’ labels); digitised Museum catalogues complete of critical texts and tables, so that the
documents are in direct relationship with the information that image convey; those images are defined
as visual representation of documents in our mapping schema. To summarize, within the RESTORE
project, data about works of art and images were provided for the most part by the Museo di Palazzo
Pretorio of Prato. The Museum provided data for: i) the original record in historical inventories for each
collection piece, ii) 1858 guidebook38, iii) 1888 guidebook39, iv) 1912 guidebook40, v) 1956 inventory,
vi) 1958 guidebook41. For each piece of this documentation, the related images of the pages
documenting it, were provided by the Museum, and also by the Archivio di Stato di Prato with regard
to user’s guide sources. In the template we created for works of art (‘Scheda opera d’arte’), the written
records are organised into the following four sections: i) General information (‘Informazioni’); ii)
35 OpenSeaDragon - OSD: https://openseadragon.github.io/
36 International Image Interoperability Framework - IIIF: https://iiif.io/
37 EVT is distributed as open-source software, all current code base is available on GitHub: https://github.com/evt-project/evt-viewer-angular
38 Guasti, G., Alcuni quadri della Galleria Comunale di Prato, Prato, Tipografia Guasti, 1858.
39 Guasti, G., I quadri della Galleria e altri oggetti d'arte del Comune di Prato, Prato, Tipografia Giachetti, figlio e c., 1888.
40 Papini, R., Catalogo della Galleria Comunale di Prato, Bergamo, Istituto Italiano d'Arti Grafiche, 1912.
41 Marchini, G., La Galleria Comunale di Prato, Firenze, Arnaud, 1958.</p>
      <p>Visualisation of the image of the work of art (‘Immagine Opera’); iii) Historical records, analyses, and
notes of art criticism (‘Notizie Storico-Critiche’); iv) Bibliography (‘Bibliografia’). The General
Information section includes many different “labels”, through which the user can navigate resources
connected to the documentation about the work of art and its available original sources and digitised
materials. First of all, in this first section it is possible to read the following information: Author (name,
dates related); Datation; Subjects; Iconclass codes; Type; Material and Technique; Measures; Custodian
Institution; Conservation Status; National catalographic ID; Image Provenance and License. Data in
this section is useful to provide a general understanding of the work of art according to the format in
which it is usually catalogued following the ICCD (Istituto Centrale per il Catalogo e la
Documentazione) guidelines: it documents the unique identifier (NCT) number of the work of art (i.e.
the ID connecting the work of art to the National database), its title, subject, chronology and other
information useful to physically locate the piece and to get at its actual status. The section is dynamically
populated with the information associated with the resource in the semantic environment. The second
section displays an instance of the aforementioned OpenSeaDragon viewer. This tool was integrated in
order to have a high-definition and zoomable environment for the visualisation of the images connected
to the resource. These images include the work of art’s digital reproduction, which is shown in the main
section, as well as the digitised pages of historical guidebooks and inventories, made accessible by a
navigation menu at the top of the General Information section, allowing to browse between the different
tabs and therefore providing a solid scholarly contextualization of the artwork. By selecting a menu
item, the General Information section and the Image Viewer section change dynamically showing the
requested data: for instance, when a user gets through the General Information section, choosing a
specific guidebook or inventory to navigate, the section will show, if available, information about:
Author; Date; Subject; Bibliographic ID; Description; Notes; Provenance and Image Licensing. All the
documentation, both in textual and image form, is provided in an integrated interface, allowing the users
to visualise different kind of resources and get comprehensive information about the artwork. This
customised visualisation system allows contextual consultation of different documents, together with
advanced image support, gathering all the documents in one place. Since it is highly customizable it is
possible to continue adding related documentation and set the viewer for the most effective fruition
experience. Furthermore, the “historical and critical notes” section provides additional information,
originally only available in handwritten form. The last section is dedicated to bibliography and collects
all the documented publications, books, essays, magazines, articles connected to that resource.
4.4.</p>
    </sec>
    <sec id="sec-12">
      <title>Letters, integrated views for documents</title>
      <p>Letters, as a type of document, have a custom view. Data about a set of letters (3012 documents)
came from two different domains, namely Archivio di Stato di Prato and Opera del Vocabolario
Italiano. In terms of metadata (items descriptions), the two sources are reporting mostly the same kind
of information, with the latter (CNR-OVI) offering extensive lemmatization of the texts. RESTORE
wanted for both the domains to be represented into the template without confusing the sources of
information, so that the user could comfortably compare them. Therefore, an alternating views
visualisation mode has been implemented, allowing the different sets of information - one for the
Archivio di Stato di Prato and one for Opera del Vocabolario Italiano - to be browsed through the
buttons on the top of the page. This kind of visualisation also makes it possible (if necessary) to add
other domains, easily browsable by the user. Below the information section there is the transcription
section (when available). In this case too it is possible to switch between different versions/editions if
provided42. The third section contains a table with the list of lemmas marked in the document. Some of
the lemmas came with a link to the Tesoro della Lingua Italiana (TLIO43) Vocabulary, also managed
by OVI. For lemmas some information to ease their identification (type, part of speech, hyperlemma)
is also provided, together with links to the TLIO vocabulary’s entry (when available) and another
custom view specifically realised for lexicographic entries. Lastly all information is conveyed to the
Edition Visualization Technology (EVT) tool, that provides a custom view for critical editions.
42 For the RESTORE project we have only the transcription provided by Opera del Vocabolario Italiano.
43 Tesoro della Lingua Italiana delle origini - TLIO: http://tlio.ovi.cnr.it/TLIO/</p>
    </sec>
    <sec id="sec-13">
      <title>EVT, a tool for digital scholarly editions</title>
      <p>
        Developed by a team of students at the University of Pisa which includes a researcher currently part
of the RESTORE development team, Edition Visualization Technology (EVT) is an open-source
software for publishing digital editions based on the Text Encoding Initiative (TEI) encoding scheme.
From its origins, it aims to enable production and dissemination of digital scholarly editions by
requiring minimal computer knowledge, so that it is accessible to the philologist and does not require
the intervention of the computer scientist. Due to the features described just above, the user-friendly
interface and the applicability to different kinds of editions, the software gave rise to several
collaborations extending and enriching it, and finally leading to the redefinition of its infrastructure
[
        <xref ref-type="bibr" rid="ref8">8</xref>
        ][
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. EVT was chosen because it meets the following requirements: it is a lightweight, open-source
tool specifically designed to create digital editions from encoded texts in the XML format, allowing the
user to browse, explore and study the digital editions through a user-friendly interface. The work on
implementing EVT for OVI resources is part of the effort to develop new methodologies for text
visualisation and analysis. The goal of EVT implementation is to offer advanced navigation methods
that allow users to explore in detail the lexicographic aspects of a text.
      </p>
      <p>4.6.</p>
    </sec>
    <sec id="sec-14">
      <title>State of the art</title>
      <p>The latest version of the software, EVT 3, is currently in active development - by the EVT
development team, and as already indicated by one of the authors of the article who is a part of it - and
differs from the previous one for increased flexibility in handling the many, sometimes very complex,
features, and for adopting the Angular44 framework, which incorporates most of the good software
design patterns and encourages best practices related to web application development, updating
standard technologies. A remarkable consequence of the adoption of the new Angular framework is
reflected in the new XML/TEI parser implemented in EVT 3. The parser is charged with transforming
one or more valid XML/TEI documents into a Typescript Object Model that represents the actual subset
of encoded information that EVT can handle and visualise. The architecture is designed to be as modular
as possible in order to allow the arrangement of small building blocks that cooperate in the construction
of new views that, in turn, will handle the display of different levels of edition and features.
4.7.</p>
    </sec>
    <sec id="sec-15">
      <title>Features and improvements</title>
      <sec id="sec-15-1">
        <title>Distributed Facsimiles</title>
        <p>Compared to the previous version, EVT 3 implements a component that can display digital
facsimiles described in a IIIF manifest.json file. The manifest can be local to the displayed edition, or
it can be available remotely as an URI. The image viewer is based on the well-established
OpenSeaDragon viewer. In addition, support for viewing images in static mode (local storage) has been
added. The mode of document image input (text-image display mode) can therefore be done with a IIIF
manifest or, alternatively, by indicating the local folder path. In order to implement these two image
management modes, the following components were added:
• dynamic mode image display support (IIIF framework): component for displaying digital
facsimiles described in an IIIF manifest.json file. The manifest can be local to the displayed
edition, or it can be available remotely as a URI;
• support for displaying images in static mode (local or remote storage).</p>
      </sec>
      <sec id="sec-15-2">
        <title>Interpretive edition with lexicographical apparatus</title>
        <p>A new feature implemented in EVT 3 is the support for the management and visualisation of a
lexicographic apparatus; this functionality allows the user to visualise and analyse lemmatised texts in
detail. As part of the RESTORE project, the resources provided by OVI represent the use case for the
development of an integrated component to support the visualisation of an interpretive edition with
lexicographic apparatus. EVT has been implemented in order to accommodate lexicographic elements
(lemmas, hyperlemmas and additional associated information) using XML-TEI to carry specific
encoding for lemmas and detailed descriptions of them. Such an implementation makes it possible to
examine all the different occurrences of lemmas in the same text, their normalised form, grammatical
category etc. In addition, the newly implemented display mode allows the user to have a text-image
view, facilitating the consultation of digital facsimiles and text transcription in the same browsing
environment.</p>
      </sec>
      <sec id="sec-15-3">
        <title>Selection of lexicographic elements</title>
        <p>By using the appropriate selectors, it is possible to select the grammatical categories and
hyperlemmas to be highlighted in the text. Particular emphasis has been placed on the possibility of
customising the elements of the final interface: therefore, the tools for selecting lexicographic elements
have also been managed in order to allow their complete configuration by the editor. The available
grammatical categories and hyperlemmas are defined in the edition configuration file
“edition_config.json” In the file, lemmas to be displayed in the selector are declared, entering values in
the “lemsSelectItems” parameter. The hyperlemmas to be displayed in the selector are declared in the
file by entering the values in the “iperlemsSelectItems” parameter. The tool for displaying grammatical
categories and hyperlemmas in the text is accessible through special selectors placed at the bottom
within the frame containing the text, so that the user can choose which elements to highlight in the text.
Clicking on the drop-down menu will show a list of existing grammatical categories within the
configuration file, each represented by its own identifier.</p>
        <p>Once the lists are open, it will be possible to select the desired items using the check box provided. In
the window containing the text, each selected category will be highlighted with its corresponding
color.</p>
      </sec>
      <sec id="sec-15-4">
        <title>Detailed view on lexicographic elements</title>
        <p>This feature is available due to the newly implemented visualisation mode, which allows to compare
the text with detailed lexicographic information within a single interface. Support for detailed
visualisation of lexicographic elements provides for each lemma all available information reported in
the encoding:
• Normalised form: as shown in the TLIO vocabulary (e. g. singular masculine or feminine for
nouns; singular masculine for adjectives; present infinitive for verbs etc.);
• Hyperlemmas: conceptual categories identifying specific semantic fields such as economy and
finance, buildings and architecture, animals, medicine, sailing etc.;
• Grammatical category: parts of speech, named entities (person and place names) etc.;
• Notes: editorial notes, if useful for understanding lemmatization choices, and observations on
the uses of some place names;
• Link to external vocabularies and resources: with reference to the specific lexicographic entry
in the TLIO vocabulary
In addition, the number of occurrences and their position in the text can be displayed for each lemma.</p>
      </sec>
    </sec>
    <sec id="sec-16">
      <title>5. Conclusions and future outcomes</title>
      <p>
        The RESTORE project [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] officially ended on 31 August 2022. The final deliverable is a full set of
tools for transforming data from the original format to semantic triples, navigable in an integrated
platform that provides specific visualisation modes. Due to its architecture composed of highly
integrated and customizable components for a variety of data encoded with different standards, the
workflow can be replicated and applied to other resources in other contexts. Even if the project is closed
its technology continues to be used.
      </p>
    </sec>
    <sec id="sec-17">
      <title>6. Acknowledgements</title>
      <p>The RESTORE project was co-financed by the Region of Tuscany and coordinated by the Istituto
Opera del Vocabolario Italiano of the Italian CNR (National Research Council of Italy). The project
collaborated with national Cultural Heritage institutions, such as the State Archives and the Museum of
Palazzo Pretorio of Prato, the Archival and Bibliographic Superintendency of Tuscany, and the SPACE
SpA software company. The data displayed on the platform as a result of the search are provided under
a Creative Commons License 1.0 Universal Public Domain Dedication (CC0 1.045).</p>
      <p>Original images provided by partners and visualised on the platform in their original, unprocessed
format, (such as images) have an attribution Non-Commercial Share Alike (CC BY-NC-SA46).</p>
      <p>7. References</p>
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