NFDI4Culture Data Story

Daniel de Lafeuille, Nouvelle Carte D’Italie - Nieuwe Kaart van Italien, Wikimedia Commons, Public Domain
Abstract: This data story illustrates a digital exploration of reserach data on opera holdings of the Doria Pamphilj Archive by the Partitura project of the German Historical Institute in Rome. By enriching the Partitura dataset with established authority sources such as Wikidata, RISM, GeoNames, and transforming it to LOD, new analytical insights into the historical and musicological dimensions of the opera collection are revealed. Leveraging services provided by NFDI4Culture and EOSC, the study exemplifies how data federation with European infrastructures can significantly enhance interoperability of research data and create multimodal research perspectives. Methodologically, the story uses examples ranging from genre distribution analyses to geospatial mappings of opera premiere locations as well as music information retrieval through federated SPARQL queries.
The Archivio Doria Pamphilj in Rome houses a significant yet largely unexplored collection of operatic materials dating from the 16th to the 19th centuries. Originally assembled between 1764 and 1777 by Giorgio Andrea IV Doria Landi Pamphilj (1747–1820), this archive includes approximately 300 bibliographic units encompassing sacred music from the 16th and 17th centuries, vocal and instrumental music from the 18th century, and printed music from the 19th century. Notably, the archive contains 27 complete opera scores, 21 collections of varied arias ("Arie diversi"), and 128 individual aria manuscripts from the late 18th and early 19th centuries.

Palazzo Doria Pamphilj, Rome / 1779, Wikimedia Commons, Public Domain
To facilitate scholarly access and promote deeper musicological research, the German Historical Institute in Rome (DHI) initiated the "Partitura Project," supported by the German Research Foundation (DFG) between 2008 and 2015 under the leadership of Dr Roland Pfeiffer. The project accomplished comprehensive digitisation of opera scores from both the Doria Pamphilj and the Massimo collections, resulting in a digital archive comprising approximately 115,000 images and a database of around 30,000 aria incipits.
Our data story addresses two research questions:
Methodologically, the exploration was designed as a structured experiment, constrained to a 100-hour timeframe spread across four weeks. The investigation exclusively utilised cloud-based European infrastructures, notably those provided by NFDI4Culture and the European Open Science Cloud (EOSC).
A key aspect involved employing artificial intelligence and knowledge graphs, particularly for data curation, semantic enrichment, and assisted programming. Quality control was maintained through a "human-in-the-loop" approach, while data federation occurred in real-time during analyses. The experiment aimed at demonstrating measurable improvements in data interoperability, enhanced discoverability and interpretative value, and the creation of new multimodal interaction opportunities with historical datasets.

Torsten Schrade, Envisaged data federation and methodological approach, CC BY 4.0
Although openly accessible via the Partitura website, the initial metadata set presented significant challenges, such as inconsistent spellings, variations in dates, and non-standardised attribution of composers, operas, and arias. Additionally, the metadata utilised RISM identifiers but lacked further authoritative references or standardised interfaces for data exchange.

Torsten Schrade, Challenges in the Partitura source data, CC BY 4.0
The data preparation adhered strictly to Sir Tim Berners-Lee’s 5 Star Linked Open Data principles, progressing from basic availability as open licensed data online, through structured and standardised formats, ultimately reaching the highest level of interlinking with external datasets using W3C standards (RDF and SPARQL). This process ensured robust semantic interoperability and facilitated scholarly reuse and citation of data.
As a preliminary step, data were systematically transferred into a no-code database environment from NFDI4Culture (NocoDB). This enabled initial data disambiguation and created structured access via APIs suitable for automated processing. The resulting structured dataset consisted of clearly disambiguated entities:
Check out the data interactively: https://nocodb.nfdi4culture.de/dashboard/#/base/c148f081-7a60-4b4e-8da7-deadec7904b0
Subsequent enrichment involved semi-automated linking of entities with authority data sources. The achieved accuracies and efforts involved in linking were documented precisely as follows:
| Entity Type | Linked Source | Accuracy (%) | Duration |
|---|---|---|---|
| Composers | Wikidata | 78.05 | 10 min |
| Composers | RISM | 95.12 | 10 min |
| Locations | Wikidata | 75.00 | 30 min |
| Theatres | Wikidata | 100.00 | 180 min |
| Inventory Entries | RISM | 19.15 | 20 min |
| Operatic Scores | RISM | 27.65 | 0.5 days |
| Additional curation | Manual | - | 1.5 days |
This enrichment process substantially improved the dataset’s scholarly value and interoperability.
The structured data were then annotated using the NFDIcore ontology, which provided a standardised semantic framework specifically designed for representing scholarly data within the NFDI4Culture research data infrastructure. Applying this ontology ensured that metadata about operatic resources and related scholarly information could seamlessly integrate into federated research infrastructures.

Tabea Tietz, NFDIcore and its different modules, CC BY 4.0
Finally, the enriched and structured data were transformed into Linked Data (RDF triples), stored within a Triple Store to facilitate federation and interoperability with other linked datasets. The resulting dataset was made publicly accessible via a dedicated SPARQL endpoint, hosted on the LOD.ACADEMY infrastructure. This transformation allowed live querying and federated analyses, significantly enhancing scholarly accessibility and the potential for novel analytical perspectives.

Torsten Schrade, Final structure of the data as Partitura Knowledge Graph, CC BY 4.0
PREFIX schema: <http://schema.org/>
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX cto: <https://nfdi4culture.de/ontology#>
PREFIX wd: <http://www.wikidata.org/entity/>
SELECT
?item
?label
(COUNT(DISTINCT ?resource) AS ?usageCount)
WHERE {
SERVICE <https://lod.academy/dhi-rom/data/partitura/sparql> {
?resource a cto:Item ;
cto:elementType ?item .
}
FILTER(?item IN (wd:Q208080, wd:Q210675, wd:Q85477))
BIND(
IF(?item = wd:Q208080, "Opera buffa",
IF(?item = wd:Q210675, "Opera seria",
IF(?item = wd:Q85477, "Oratorio", "")))
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PREFIX schema: <http://schema.org/>
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX cto: <https://nfdi4culture.de/ontology#>
PREFIX wd: <http://www.wikidata.org/entity/>
SELECT
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(SUM(IF(?elementType = wd:Q210675, 1, 0)) AS ?operaSeriaCount)
(SUM(IF(?elementType = wd:Q85477, 1, 0)) AS ?oratorioCount)
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IF(?elementType = wd:Q210675, 1, 0) +
IF(?elementType = wd:Q85477, 1, 0)
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WHERE {
SERVICE <https://lod.academy/dhi-rom/data/partitura/sparql> {
?work a cto:Item ;
schema:composer ?composer ;
cto:elementType ?elementType .
?composer rdfs:label ?composerLabel .
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GROUP BY ?composer
ORDER BY DESC(?totalCount)
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Carlo</tspan></text></g><g id=\"Paisiello, Giovanni\" transform=\"translate(129,167.85579614784768)\"><circle fill=\"rgb(142, 182, 227)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Paisiello, Giovanni</tspan></text></g><g id=\"Traetta, Tommaso\" transform=\"translate(129,194.41207687630188)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Traetta, Tommaso</tspan></text></g><g id=\"Sarti, Giuseppe\" transform=\"translate(129,220.17415654554867)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Sarti, Giuseppe</tspan></text></g><g id=\"Fischietti, Domenico\" transform=\"translate(129,245.46279819789012)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Fischietti, Domenico</tspan></text></g><g id=\"Scolari, Giuseppe\" transform=\"translate(129,270.27800183332624)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Scolari, Giuseppe</tspan></text></g><g id=\"Borghi, Giovanni\" transform=\"translate(129,294.5316205141712)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Borghi, Giovanni</tspan></text></g><g id=\"Festa, Andrea\" transform=\"translate(129,318.22365424042516)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Festa, Andrea</tspan></text></g><g id=\"Anfossi, Pasquale\" transform=\"translate(129,341.9156879666791)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Anfossi, Pasquale</tspan></text></g><g id=\"Sales, Pietro Pompeo\" transform=\"translate(129,364.875849931104)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Sales, Pietro Pompeo</tspan></text></g><g id=\"Bertoni, Ferdinando\" transform=\"translate(129,387.1041401337)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Bertoni, Ferdinando</tspan></text></g><g id=\"Colla, Giuseppe \" transform=\"translate(129,409.332430336296)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Colla, Giuseppe </tspan></text></g><g id=\"Myslivecek, Josef\" transform=\"translate(129,431.560720538892)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Myslivecek, Josef</tspan></text></g><g id=\"Lanzi, Petronio\" transform=\"translate(129,453.78901074148797)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Lanzi, Petronio</tspan></text></g><g id=\"Accorimboni, Agostino\" transform=\"translate(129,476.01730094408396)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Accorimboni, Agostino</tspan></text></g><g id=\"Valentini, Giovanni\" transform=\"translate(129,498.2455911466799)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Valentini, Giovanni</tspan></text></g><g id=\"Di Capua, Rinaldo\" transform=\"translate(129,520.4738813492759)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Di Capua, Rinaldo</tspan></text></g><g id=\"De Majo, Gian Francesco\" transform=\"translate(129,542.7021715518717)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">De Majo, Gian Francesco</tspan></text></g><g id=\"Bach, Johann Christian\" transform=\"translate(129,564.9304617544676)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">Bach, Johann Christian</tspan></text></g><g id=\"24\" transform=\"translate(258,15.069538245532298)\"><circle fill=\"rgb(8, 48, 107)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">24</tspan></text></g><g id=\"2\" transform=\"translate(258,50.0528347338705)\"><circle fill=\"rgb(97, 137, 187)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"5\" transform=\"translate(258,81.7290797597667)\"><circle fill=\"rgb(103, 143, 192)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">5</tspan></text></g><g id=\"2\" transform=\"translate(258,111.7917430453727)\"><circle fill=\"rgb(131, 171, 217)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"3\" transform=\"translate(258,140.15854082883547)\"><circle fill=\"rgb(136, 176, 222)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">3</tspan></text></g><g id=\"6\" transform=\"translate(258,167.85579614784768)\"><circle fill=\"rgb(142, 182, 227)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">6</tspan></text></g><g id=\"2\" transform=\"translate(258,194.41207687630188)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"0\" transform=\"translate(258,220.17415654554867)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"3\" transform=\"translate(258,245.46279819789012)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">3</tspan></text></g><g id=\"1\" transform=\"translate(258,270.27800183332624)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"2\" transform=\"translate(258,294.5316205141712)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"0\" transform=\"translate(258,318.22365424042516)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"1\" transform=\"translate(258,341.9156879666791)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"0\" transform=\"translate(258,364.875849931104)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(258,387.1041401337)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(258,409.332430336296)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(258,431.560720538892)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"1\" transform=\"translate(258,453.78901074148797)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"1\" transform=\"translate(258,476.01730094408396)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"0\" transform=\"translate(258,498.2455911466799)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"1\" transform=\"translate(258,520.4738813492759)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"0\" transform=\"translate(258,542.7021715518717)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(258,564.9304617544676)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"6\" transform=\"translate(387,15.069538245532298)\"><circle fill=\"rgb(8, 48, 107)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">6</tspan></text></g><g id=\"10\" transform=\"translate(387,50.0528347338705)\"><circle fill=\"rgb(97, 137, 187)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">10</tspan></text></g><g id=\"8\" transform=\"translate(387,81.7290797597667)\"><circle fill=\"rgb(103, 143, 192)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">8</tspan></text></g><g id=\"6\" transform=\"translate(387,111.7917430453727)\"><circle fill=\"rgb(131, 171, 217)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">6</tspan></text></g><g id=\"4\" transform=\"translate(387,140.15854082883547)\"><circle fill=\"rgb(136, 176, 222)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">4</tspan></text></g><g id=\"0\" transform=\"translate(387,167.85579614784768)\"><circle fill=\"rgb(142, 182, 227)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"2\" transform=\"translate(387,194.41207687630188)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"4\" transform=\"translate(387,220.17415654554867)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">4</tspan></text></g><g id=\"0\" transform=\"translate(387,245.46279819789012)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"2\" transform=\"translate(387,270.27800183332624)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"0\" transform=\"translate(387,294.5316205141712)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"2\" transform=\"translate(387,318.22365424042516)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"1\" transform=\"translate(387,341.9156879666791)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"1\" transform=\"translate(387,364.875849931104)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"1\" transform=\"translate(387,387.1041401337)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"1\" transform=\"translate(387,409.332430336296)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"1\" transform=\"translate(387,431.560720538892)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"0\" transform=\"translate(387,453.78901074148797)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(387,476.01730094408396)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"1\" transform=\"translate(387,498.2455911466799)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"0\" transform=\"translate(387,520.4738813492759)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"1\" transform=\"translate(387,542.7021715518717)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"1\" transform=\"translate(387,564.9304617544676)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">1</tspan></text></g><g id=\"0\" transform=\"translate(516,15.069538245532298)\"><circle fill=\"rgb(8, 48, 107)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"2\" transform=\"translate(516,50.0528347338705)\"><circle fill=\"rgb(97, 137, 187)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">2</tspan></text></g><g id=\"0\" transform=\"translate(516,81.7290797597667)\"><circle fill=\"rgb(103, 143, 192)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,111.7917430453727)\"><circle fill=\"rgb(131, 171, 217)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,140.15854082883547)\"><circle fill=\"rgb(136, 176, 222)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,167.85579614784768)\"><circle fill=\"rgb(142, 182, 227)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,194.41207687630188)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,220.17415654554867)\"><circle fill=\"rgb(153, 193, 237)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,245.46279819789012)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,270.27800183332624)\"><circle fill=\"rgb(159, 199, 242)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,294.5316205141712)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,318.22365424042516)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,341.9156879666791)\"><circle fill=\"rgb(164, 204, 247)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,364.875849931104)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,387.1041401337)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,409.332430336296)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,431.560720538892)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,453.78901074148797)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,476.01730094408396)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,498.2455911466799)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,520.4738813492759)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,542.7021715518717)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"0\" transform=\"translate(516,564.9304617544676)\"><circle fill=\"rgb(170, 210, 252)\" r=\"5\"></circle><text text-anchor=\"end\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"-8\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: normal;\">0</tspan></text></g><g id=\"30\" transform=\"translate(645,15.069538245532298)\"><circle fill=\"rgb(8, 48, 107)\" r=\"10\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"12\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">30</tspan></text></g><g id=\"14\" transform=\"translate(645,50.0528347338705)\"><circle fill=\"rgb(97, 137, 187)\" r=\"6.831300510639732\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"8.831300510639732\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">14</tspan></text></g><g id=\"13\" transform=\"translate(645,81.7290797597667)\"><circle fill=\"rgb(103, 143, 192)\" r=\"6.5828058860438325\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"8.582805886043833\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">13</tspan></text></g><g id=\"8\" transform=\"translate(645,111.7917430453727)\"><circle fill=\"rgb(131, 171, 217)\" r=\"5.163977794943223\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"7.163977794943223\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">8</tspan></text></g><g id=\"7\" transform=\"translate(645,140.15854082883547)\"><circle fill=\"rgb(136, 176, 222)\" r=\"4.83045891539648\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"6.83045891539648\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">7</tspan></text></g><g id=\"6\" transform=\"translate(645,167.85579614784768)\"><circle fill=\"rgb(142, 182, 227)\" r=\"4.472135954999579\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"6.472135954999579\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">6</tspan></text></g><g id=\"4\" transform=\"translate(645,194.41207687630188)\"><circle fill=\"rgb(153, 193, 237)\" r=\"3.651483716701107\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"5.651483716701107\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">4</tspan></text></g><g id=\"4\" transform=\"translate(645,220.17415654554867)\"><circle fill=\"rgb(153, 193, 237)\" r=\"3.651483716701107\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"5.651483716701107\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">4</tspan></text></g><g id=\"3\" transform=\"translate(645,245.46279819789012)\"><circle fill=\"rgb(159, 199, 242)\" r=\"3.162277660168379\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"5.162277660168379\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">3</tspan></text></g><g id=\"3\" transform=\"translate(645,270.27800183332624)\"><circle fill=\"rgb(159, 199, 242)\" r=\"3.162277660168379\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"5.162277660168379\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">3</tspan></text></g><g id=\"2\" transform=\"translate(645,294.5316205141712)\"><circle fill=\"rgb(164, 204, 247)\" r=\"2.5819888974716116\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"4.581988897471612\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">2</tspan></text></g><g id=\"2\" transform=\"translate(645,318.22365424042516)\"><circle fill=\"rgb(164, 204, 247)\" r=\"2.5819888974716116\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"4.581988897471612\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">2</tspan></text></g><g id=\"2\" transform=\"translate(645,341.9156879666791)\"><circle fill=\"rgb(164, 204, 247)\" r=\"2.5819888974716116\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"4.581988897471612\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">2</tspan></text></g><g id=\"1\" transform=\"translate(645,364.875849931104)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,387.1041401337)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,409.332430336296)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,431.560720538892)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,453.78901074148797)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,476.01730094408396)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,498.2455911466799)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,520.4738813492759)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,542.7021715518717)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g><g id=\"1\" transform=\"translate(645,564.9304617544676)\"><circle fill=\"rgb(170, 210, 252)\" r=\"1.8257418583505536\"></circle><text text-anchor=\"start\" dominant-baseline=\"text-before-edge\" transform=\"translate(0,-6)\"><tspan x=\"3.8257418583505536\" y=\"0\" dy=\"0\" style=\"font-family: Arial, sans-serif; font-size: 10px; fill: black; font-weight: bold;\">1</tspan></text></g></g></g></svg>",
"summary": {
"version": "1.2",
"chartId": "rawgraphs.lineardendrogram",
"chartName": "Linear dendrogram",
"rowCount": 23,
"columnCount": 6
}
}
Statistics on opera buffa, opera seria and oratorio in the Doria Pamphilj dataset
PREFIX schema: <http://schema.org/>
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX nfdicore: <https://nfdi.fiz-karlsruhe.de/ontology/>
PREFIX cto: <https://nfdi4culture.de/ontology#>
SELECT
(SAMPLE(?latitudeValue) AS ?latitude)
(SAMPLE(?longitudeValue) AS ?longitude)
?opera
(?composerLabel AS ?composer)
(SAMPLE(?theaterLabel) AS ?theater)
(SAMPLE(?locationLabel) AS ?location)
(SAMPLE(?yearValue) AS ?year)
(COUNT(DISTINCT ?resource) AS ?partitura)
WHERE {
SERVICE <https://lod.academy/dhi-rom/data/partitura/sparql> {
?resource a cto:Item .
?resource rdfs:label ?opera .
?resource cto:relatedOrganization ?theaterResource .
?resource cto:relatedEvent ?event .
?resource schema:composer ?composerResource .
?composerResource rdfs:label ?composerLabel .
?theaterResource rdfs:label ?theaterLabel .
?theaterResource cto:relatedLocation ?locationResource .
?locationResource rdfs:label ?locationLabel .
?locationResource schema:latitude ?latitudeValue .
?locationResource schema:longitude ?longitudeValue .
?event nfdicore:startDate ?yearValue .
}
}
GROUP BY ?opera ?composerLabel
ORDER BY ?opera ?composerLabel
MAP
#defaultView:Graph
PREFIX schema: <http://schema.org/>
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX nfdicore: <https://nfdi.fiz-karlsruhe.de/ontology/>
PREFIX cto: <https://nfdi4culture.de/ontology#>
PREFIX wd: <http://www.wikidata.org/entity/>
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
PREFIX wikibase: <http://wikiba.se/ontology#>
PREFIX bd: <http://www.bigdata.com/rdf#>
SELECT
(SAMPLE(?latitudeValue) AS ?latitude)
(SAMPLE(?longitudeValue) AS ?longitude)
(?theaterLabel AS ?title)
(SAMPLE(?locationLabel) AS ?description)
(?theater AS ?link)
(SAMPLE(?image) AS ?url)
WHERE {
SERVICE <https://nfdi4culture.de/sparql> {
SERVICE <https://lod.academy/dhi-rom/data/partitura/sparql> {
?theater a nfdicore:Organization .
?theater rdfs:label ?theaterLabel .
FILTER(STRSTARTS(STR(?theater), "http://www.wikidata.org/entity/"))
?theater cto:relatedLocation ?location .
?location schema:latitude ?latitudeValue .
?location schema:longitude ?longitudeValue .
?location rdfs:label ?locationLabel .
}
}
BIND(IRI(STR(?theater)) AS ?wd_item)
SERVICE <https://query.wikidata.org/sparql> {
?wd_item wdt:P18 ?image .
}
}
GROUP BY ?theater ?theaterLabel
ORDER BY ?theaterLabel
PREFIX schema: <http://schema.org/>
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX nfdicore: <https://nfdi.fiz-karlsruhe.de/ontology/>
PREFIX cto: <https://nfdi4culture.de/ontology#>
PREFIX wd: <http://www.wikidata.org/entity/>
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
PREFIX wikibase: <http://wikiba.se/ontology#>
PREFIX bd: <http://www.bigdata.com/rdf#>
SELECT
(SAMPLE(?latitudeValue) AS ?latitude)
(SAMPLE(?longitudeValue) AS ?longitude)
?opera
(SAMPLE(?theaterLabel) AS ?description)
(SAMPLE(?resource) AS ?link)
(SAMPLE(?image) AS ?url)
WHERE {
SERVICE <https://lod.academy/dhi-rom/data/partitura/sparql> {
?resource a cto:Item .
?resource rdfs:label ?opera .
?resource cto:relatedOrganization ?theater .
?resource cto:relatedEvent ?event .
?resource schema:composer ?composer .
?composer rdfs:label ?composerLabel .
?theater rdfs:label ?theaterLabel .
?theater cto:relatedLocation ?location .
?location rdfs:label ?locationLabel .
?location schema:latitude ?latitudeValue .
?location schema:longitude ?longitudeValue .
?event nfdicore:startDate ?year .
}
BIND(IRI(STR(?theater)) AS ?wd_item)
SERVICE <https://query.wikidata.org/sparql> {
?wd_item wdt:P18 ?image .
}
}
GROUP BY ?opera ?composerLabel
ORDER BY ?opera ?composerLabel

Torsten Schrade, Find all operas in the Doria Pamphilj collection that are based on libretti of Pietro Metastasio., CC BY 4.0
PREFIX schema: <http://schema.org/>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX nfdicore: <https://nfdi.fiz-karlsruhe.de/ontology/>
PREFIX cto: <https://nfdi4culture.de/ontology/>
PREFIX partCto: <https://nfdi4culture.de/ontology#>
SELECT
(?partituraLabel AS ?opera)
(?composerLabel AS ?composer)
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Torsten Schrade, Alluvial diagram showing the relation between works and places of premiere, CC BY 4.0
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"summary": {
"version": "1.2",
"chartId": "rawgraphs.beeswarm",
"chartName": "Beeswarm plot",
"rowCount": 55,
"columnCount": 7
}
}
PREFIX schema: <http://schema.org/>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX nfdicore: <https://nfdi.fiz-karlsruhe.de/ontology/>
PREFIX cto: <https://nfdi4culture.de/ontology/>
PREFIX partCto: <https://nfdi4culture.de/ontology#>
SELECT
?partitura
(SAMPLE(?signatureValue) AS ?signature)
(SAMPLE(?partituraLabel) AS ?title)
(SAMPLE(?composerLabel) AS ?composer)
(SAMPLE(?lyricistLabel) AS ?lyricist)
(SAMPLE(?renderedValue) AS ?rendered)
(SAMPLE(?incipitTitleValue) AS ?incipitTitle)
(SAMPLE(?locationLabelValue) AS ?locationLabel)
(SAMPLE(?yearValue) AS ?year)
(SAMPLE(?rismItemResource) AS ?rismItem)
(SAMPLE(?latitudeValue) AS ?latitude)
(SAMPLE(?longitudeValue) AS ?longitude)
WHERE {
SERVICE <https://lod.academy/dhi-rom/data/partitura/sparql> {
SELECT
?partituraResource
?partituraLabel
?signatureValue
?composerLabel
?rismItemResource
?locationLabelValue
?latitudeValue
?longitudeValue
?yearValue
WHERE {
?partituraResource a partCto:Item .
?partituraResource rdfs:label ?partituraLabel .
?partituraResource schema:identifier ?signatureValue .
?partituraResource schema:composer ?composerResource .
?composerResource rdfs:label ?composerLabel .
OPTIONAL {
?partituraResource partCto:relatedLocation ?locationResource .
?locationResource rdfs:label ?locationLabelValue .
?locationResource schema:latitude ?latitudeValue .
?locationResource schema:longitude ?longitudeValue .
}
OPTIONAL {
?partituraResource partCto:relatedEvent ?eventResource .
?eventResource nfdicore:startDate ?yearValue .
}
?partituraResource partCto:relatedItem ?rismItemResource .
}
}
BIND(?partituraResource AS ?partitura)
?rismItemResource cto:CTO_0001010 ?holdingOrganization .
?holdingOrganization nfdicore:NFDI_0001006 <https://rism.online/institutions/30001904> .
?rismItemResource cto:CTO_0001065 ?incipit .
?incipit cto:CTO_0001063 ?pattern .
FILTER(REGEX(?pattern, "B.*?B.*?B.*?B.*?"))
OPTIONAL { ?incipit rdfs:label ?incipitTitleValue . }
OPTIONAL { ?incipit cto:CTO_0001021 ?renderedValue . }
OPTIONAL { ?rismItemResource schema:lyricist/rdfs:label ?lyricistLabel . }
}
GROUP BY ?partitura

Torsten Schrade, Relation between RISM incipits and resources from Partitura, CC BY 4.0
The digital data exploration experiment described in this data story has successfully demonstrated the scholarly value and feasibility of federating the operatic holdings of the Doria Pamphilj Archive with broader European data infrastructures. The data preparation process involved extensive semantic enrichment, ultimately achieving an average enrichment quotient of 64.3%. Starting from an original metadata table of 154 rows and 13 columns, the data evolved through two distinct integration stages: firstly, into a relational database comprising 2,849 records, and subsequently into a knowledge graph containing 3,400 semantic statements.
The technical implementation required approximately 1,400 lines of program code, notably supported by AI-assisted programming tools (co-piloting). Data preparation utilised 432 lines of code (around 90% AI-generated), data integration required 211 lines of code (also approximately 90% AI-assisted), and analysis scripts comprised 757 lines of code (around 30% AI-generated). Importantly, the federated data workflows leveraged infrastructures spanning four European countries: Germany, Italy, Poland, and Switzerland.
In broader terms, the experiment achieved its primary objectives by demonstrating the practical benefits of federating cultural data with European data spaces. The use of cloud-based European research infrastructures and linked data services (such as NFDI4Culture, EOSC, and related authority data services) proved highly productive. Artificial Intelligence, especially in data preprocessing and assisted programming tasks, significantly enhanced efficiency, although manual curation efforts remained unexpectedly high. Nevertheless, this manual work yielded additional exploratory analytical insights, suggesting a valuable symbiosis between automated and manual curation processes.
Finally, the project underscored the need for developing new quality assurance methods suitable for federated research data, an ongoing discussion within the research data community. The NFDI framework provides a vital platform for dialogue among researchers, funding bodies, and policymakers. Through federation with external sources like RISM, Corago, and NFDI4Culture, several promising new research perspectives on operatic and music-historical scholarship emerged, offering substantial avenues for future scholarly investigation.

Nicoló Piccinni, Demofoonte, Bibl. del Cons. di Musica S. Pietro a Majella, Public Domain