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News Fact-checking: 
One Practical Application of Linked Statistics 
33. 
“Poverty, Trentino remains a happy island” l'Adige.it, 17 Luglio 2012 
LinkedSTAT Tatiana Tarasova tarasova@spaziodati.eu SpazioDati, Trento, Italy 
NEWS FACT-CHECKING is the process of verifying accuracy of facts in publications 
MANUAL FACT-CHECKING – review of the citations' content 
● dedicated fact-checking departments 
- only major infrequent periodicals can afford them (Der Spiegel, The Guardian, Esquire, Forbes); 
http://linkedstat.spaziodati.eu 
ISTAT SDMX SOAP Web Service 
http://sdmx.istat.it/WS_T/NsiStdV20Service.asmx SDMX-ML SDMX-to-RDF XSL transformations 
https://github.com/csarven/linked-sdmx 
Virtuoso 
Quad Store 
http://www.ladige.it/articoli/2012/07/17/poverta-trentino-resta-isola-felice 
Fact-checking is a tedious, time-, resource-consuming and error-prone process 
* The original text is: 
“Nel 2011, secondo i dati Istat, ... 
la provincia di Trento (3,4%), la Lombardia (4,2%), 
la Valle d'Aosta e il Veneto (4,3%) 
presentano i valori più bassi 
dell'incidenza di povertà [relativa].” 
“In 2011, according to Istat, ... 
the province of Trento (3.4%), 
Lombardy (4.2%), Valle d'Aosta and 
Veneto (4.3%) have the lowest value 
of the incidence of [relative] poverty.” * 
RDF/XML 
RDF Data Cube Vocabulary 
PROV-O Ontology 
SKOS and XKOS 
SDMX-RDF, ... 
“In 2011, according to Istat, ... the province of Trento 
(3.4%) ... value of the incidence of [relative] poverty.” 
Dimension Value 
territory 
linked-istat-property:REF_AREA 
“Provincia Autonoma Trento” 
http://linkedstat.spaziodati.eu/code/1.1/ 
CL_REFAREA/ITD2 
reference time period 
linked-istat-property:TIME_PERIOD 
“2011” 
<http://reference.data.gov.uk/id/year/2011> 
statistical indicator 
linked-istat-property:IND_TYPE 
“incidenza di povertà relativa familiare” 
<http://linkedstat.spaziodati.eu/code/1.1/ 
CL_AGGREG_FAMIGLIE/INCID_POVREL_ 
FAM> 
 Fact-checking: How to find a right set of dimension/value 
pairs for a given fact to construct queries for it? 
 ISTAT: new possibilities to disseminate statistics and 
facilitate data certification. 
● DBpedia/Wikipedia: automatic updates of statistical data 
http://linkedstat.spaziodati.eu/sparql 
no budget in small publishing organisations 
- impractical for frequent publications 
● nonprofit fact-checking organisations (FactCheck.org, PolitiFact.com) 
● crowd-checking platforms (FactCheckEU.org) 
What if the facts would be linked to the underlying data sources? 
publishing ISTAT http://dati.istat.it/ as Linked Data 
http://dati.istat.it/ 
All the queries and scripts produced during the LinkedSTAT project are available at 
https: //www.assembla.com/spaces/linked-istat/ 
Fact-checking with LinkedSTAT 
Step1: retrieve the structure of the relevant dataset 
SELECT DISTINCT ?dataset ?title ?structure 
WHERE { 
?dataset a qb:DataSet . 
?dataset dcterms:title ?title . 
FILTER(contains(str(?title), "Incidenza di povertà relativa")) 
?dataset qb:structure ?structure .} 
Step2: retrieve code lists that provide values 
SELECT DISTINCT ?codeList ?p ?o 
WHERE { 
<http://linkedstat.spaziodati.eu/property/REF_AREA> qb:codeList ? 
codeList . 
?codeList ?p ?o} 
Step3: retrieve the value of the required observation 
SELECT DISTINCT ?obs ?value 
WHERE { 
?obs rdf:type qb:Observation . 
?obs linked-istat-property:REF_AREA 
<http://linkedstat.spaziodati.eu/code/1.2/CL_REFAREA/ITD2> . 
?obs linked-istat-property:TIME_PERIOD 
<http://reference.data.gov.uk/id/year/2011> . 
?obs linked-istat-property:IND_TYPE 
<http://linkedstat.spaziodati.eu/code/1.1/CL_AGGREG_FAMIGLIE/INCID_POVREL_FAM> . 
?obs linked-istat-property:OBS_VALUE ?value .} 
Future

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News Fact-checking: One Practical Application of Linked Statistics

  • 1. News Fact-checking: One Practical Application of Linked Statistics 33. “Poverty, Trentino remains a happy island” l'Adige.it, 17 Luglio 2012 LinkedSTAT Tatiana Tarasova tarasova@spaziodati.eu SpazioDati, Trento, Italy NEWS FACT-CHECKING is the process of verifying accuracy of facts in publications MANUAL FACT-CHECKING – review of the citations' content ● dedicated fact-checking departments - only major infrequent periodicals can afford them (Der Spiegel, The Guardian, Esquire, Forbes); http://linkedstat.spaziodati.eu ISTAT SDMX SOAP Web Service http://sdmx.istat.it/WS_T/NsiStdV20Service.asmx SDMX-ML SDMX-to-RDF XSL transformations https://github.com/csarven/linked-sdmx Virtuoso Quad Store http://www.ladige.it/articoli/2012/07/17/poverta-trentino-resta-isola-felice Fact-checking is a tedious, time-, resource-consuming and error-prone process * The original text is: “Nel 2011, secondo i dati Istat, ... la provincia di Trento (3,4%), la Lombardia (4,2%), la Valle d'Aosta e il Veneto (4,3%) presentano i valori più bassi dell'incidenza di povertà [relativa].” “In 2011, according to Istat, ... the province of Trento (3.4%), Lombardy (4.2%), Valle d'Aosta and Veneto (4.3%) have the lowest value of the incidence of [relative] poverty.” * RDF/XML RDF Data Cube Vocabulary PROV-O Ontology SKOS and XKOS SDMX-RDF, ... “In 2011, according to Istat, ... the province of Trento (3.4%) ... value of the incidence of [relative] poverty.” Dimension Value territory linked-istat-property:REF_AREA “Provincia Autonoma Trento” http://linkedstat.spaziodati.eu/code/1.1/ CL_REFAREA/ITD2 reference time period linked-istat-property:TIME_PERIOD “2011” <http://reference.data.gov.uk/id/year/2011> statistical indicator linked-istat-property:IND_TYPE “incidenza di povertà relativa familiare” <http://linkedstat.spaziodati.eu/code/1.1/ CL_AGGREG_FAMIGLIE/INCID_POVREL_ FAM>  Fact-checking: How to find a right set of dimension/value pairs for a given fact to construct queries for it?  ISTAT: new possibilities to disseminate statistics and facilitate data certification. ● DBpedia/Wikipedia: automatic updates of statistical data http://linkedstat.spaziodati.eu/sparql no budget in small publishing organisations - impractical for frequent publications ● nonprofit fact-checking organisations (FactCheck.org, PolitiFact.com) ● crowd-checking platforms (FactCheckEU.org) What if the facts would be linked to the underlying data sources? publishing ISTAT http://dati.istat.it/ as Linked Data http://dati.istat.it/ All the queries and scripts produced during the LinkedSTAT project are available at https: //www.assembla.com/spaces/linked-istat/ Fact-checking with LinkedSTAT Step1: retrieve the structure of the relevant dataset SELECT DISTINCT ?dataset ?title ?structure WHERE { ?dataset a qb:DataSet . ?dataset dcterms:title ?title . FILTER(contains(str(?title), "Incidenza di povertà relativa")) ?dataset qb:structure ?structure .} Step2: retrieve code lists that provide values SELECT DISTINCT ?codeList ?p ?o WHERE { <http://linkedstat.spaziodati.eu/property/REF_AREA> qb:codeList ? codeList . ?codeList ?p ?o} Step3: retrieve the value of the required observation SELECT DISTINCT ?obs ?value WHERE { ?obs rdf:type qb:Observation . ?obs linked-istat-property:REF_AREA <http://linkedstat.spaziodati.eu/code/1.2/CL_REFAREA/ITD2> . ?obs linked-istat-property:TIME_PERIOD <http://reference.data.gov.uk/id/year/2011> . ?obs linked-istat-property:IND_TYPE <http://linkedstat.spaziodati.eu/code/1.1/CL_AGGREG_FAMIGLIE/INCID_POVREL_FAM> . ?obs linked-istat-property:OBS_VALUE ?value .} Future