New research methods for investigating criminal networks involved in illicit trades of

humans wildlife and drugs

Uni Utrecht

Processing and visualizing patterns in big data sets

23 juni 2015

KIEM Creatieve industrie project nr 314-98-030

Programma

bull Doel van de samenwerking

bull NewsReader technologie

bull De pilot data feiten amp aantallen

bull Bevindingen en visualisaties

KIEM projectbull Haalbaarheidsstudie

bull Kan NewsReader technologie worden ingezet voor het ontrafelen van criminele netwerken op grond van lange-termijn nieuwsberichten

bull Opstap naar grotere projectaanvraag of samenwerking

bull Meer data meer talen meer vragen

bull Aanpassing aan het domein eigen thesauri

bull Monitoring van data streams

Vragenbull Welke (soorten) personen en organisaties zijn betrokken bij

verschillende soorten van trafficking

bull Wie heeft relaties met wie

bull In welke regiorsquos vindt dit plaats

bull Wat zijn de trends in tijd (dynamiek)

bull activiteiten regiorsquos veranderende sociale netwerken

bull wanneer worden nieuwe zaken stoffen personen zichtbaar in regiorsquos en over tijd

bull Wat is de voorspellende waarde van patronen

NewsReader in het kortbull Verwerkt nieuws in 4 Europese talen (Engels Nederlands Spaans

Italiaans) bull Extraheert wat er gebeurd is wie erbij betrokken was waar het

plaatsvond en wanneer bull Verschillende bronnen worden samengevoegd om een zo compleet

mogelijk beeld te geven deduplicatie en aggregatie bull Broninformatie wordt opgeslagen zodat deze altijd getraceerd kan worden bull Uit de verwerkte data worden verhaallijnen gehaald om beleidsmakers en

informatiespecialisten inzicht te geven in gebeurtenissen en relaties daartussen

bull Gefinancieerd door EU FP7 programma beurs 316404 bull Jan 2013 - Dec 2015

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

Programma

bull Doel van de samenwerking

bull NewsReader technologie

bull De pilot data feiten amp aantallen

bull Bevindingen en visualisaties

KIEM projectbull Haalbaarheidsstudie

bull Kan NewsReader technologie worden ingezet voor het ontrafelen van criminele netwerken op grond van lange-termijn nieuwsberichten

bull Opstap naar grotere projectaanvraag of samenwerking

bull Meer data meer talen meer vragen

bull Aanpassing aan het domein eigen thesauri

bull Monitoring van data streams

Vragenbull Welke (soorten) personen en organisaties zijn betrokken bij

verschillende soorten van trafficking

bull Wie heeft relaties met wie

bull In welke regiorsquos vindt dit plaats

bull Wat zijn de trends in tijd (dynamiek)

bull activiteiten regiorsquos veranderende sociale netwerken

bull wanneer worden nieuwe zaken stoffen personen zichtbaar in regiorsquos en over tijd

bull Wat is de voorspellende waarde van patronen

NewsReader in het kortbull Verwerkt nieuws in 4 Europese talen (Engels Nederlands Spaans

Italiaans) bull Extraheert wat er gebeurd is wie erbij betrokken was waar het

plaatsvond en wanneer bull Verschillende bronnen worden samengevoegd om een zo compleet

mogelijk beeld te geven deduplicatie en aggregatie bull Broninformatie wordt opgeslagen zodat deze altijd getraceerd kan worden bull Uit de verwerkte data worden verhaallijnen gehaald om beleidsmakers en

informatiespecialisten inzicht te geven in gebeurtenissen en relaties daartussen

bull Gefinancieerd door EU FP7 programma beurs 316404 bull Jan 2013 - Dec 2015

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

KIEM projectbull Haalbaarheidsstudie

bull Kan NewsReader technologie worden ingezet voor het ontrafelen van criminele netwerken op grond van lange-termijn nieuwsberichten

bull Opstap naar grotere projectaanvraag of samenwerking

bull Meer data meer talen meer vragen

bull Aanpassing aan het domein eigen thesauri

bull Monitoring van data streams

Vragenbull Welke (soorten) personen en organisaties zijn betrokken bij

verschillende soorten van trafficking

bull Wie heeft relaties met wie

bull In welke regiorsquos vindt dit plaats

bull Wat zijn de trends in tijd (dynamiek)

bull activiteiten regiorsquos veranderende sociale netwerken

bull wanneer worden nieuwe zaken stoffen personen zichtbaar in regiorsquos en over tijd

bull Wat is de voorspellende waarde van patronen

NewsReader in het kortbull Verwerkt nieuws in 4 Europese talen (Engels Nederlands Spaans

Italiaans) bull Extraheert wat er gebeurd is wie erbij betrokken was waar het

plaatsvond en wanneer bull Verschillende bronnen worden samengevoegd om een zo compleet

mogelijk beeld te geven deduplicatie en aggregatie bull Broninformatie wordt opgeslagen zodat deze altijd getraceerd kan worden bull Uit de verwerkte data worden verhaallijnen gehaald om beleidsmakers en

informatiespecialisten inzicht te geven in gebeurtenissen en relaties daartussen

bull Gefinancieerd door EU FP7 programma beurs 316404 bull Jan 2013 - Dec 2015

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

Vragenbull Welke (soorten) personen en organisaties zijn betrokken bij

verschillende soorten van trafficking

bull Wie heeft relaties met wie

bull In welke regiorsquos vindt dit plaats

bull Wat zijn de trends in tijd (dynamiek)

bull activiteiten regiorsquos veranderende sociale netwerken

bull wanneer worden nieuwe zaken stoffen personen zichtbaar in regiorsquos en over tijd

bull Wat is de voorspellende waarde van patronen

NewsReader in het kortbull Verwerkt nieuws in 4 Europese talen (Engels Nederlands Spaans

Italiaans) bull Extraheert wat er gebeurd is wie erbij betrokken was waar het

plaatsvond en wanneer bull Verschillende bronnen worden samengevoegd om een zo compleet

mogelijk beeld te geven deduplicatie en aggregatie bull Broninformatie wordt opgeslagen zodat deze altijd getraceerd kan worden bull Uit de verwerkte data worden verhaallijnen gehaald om beleidsmakers en

informatiespecialisten inzicht te geven in gebeurtenissen en relaties daartussen

bull Gefinancieerd door EU FP7 programma beurs 316404 bull Jan 2013 - Dec 2015

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

NewsReader in het kortbull Verwerkt nieuws in 4 Europese talen (Engels Nederlands Spaans

Italiaans) bull Extraheert wat er gebeurd is wie erbij betrokken was waar het

plaatsvond en wanneer bull Verschillende bronnen worden samengevoegd om een zo compleet

mogelijk beeld te geven deduplicatie en aggregatie bull Broninformatie wordt opgeslagen zodat deze altijd getraceerd kan worden bull Uit de verwerkte data worden verhaallijnen gehaald om beleidsmakers en

informatiespecialisten inzicht te geven in gebeurtenissen en relaties daartussen

bull Gefinancieerd door EU FP7 programma beurs 316404 bull Jan 2013 - Dec 2015

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fundWHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

INST

ANCE

SM

ENTI

ON

S

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

INST

ANCE

SM

ENTI

ON

S

WHAT buy_back

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

INST

ANCE

SM

ENTI

ON

S

WHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

httpwwwtelegraphcoukfinancenewsbysectorindustryengineering10125280Porsche-family-buys-back-10pc-stake-from-Qatarhtml

17 Jun 2013

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porsche have bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

INST

ANCE

SM

ENTI

ON

S

WHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

INST

ANCE

SM

ENTI

ON

S

WHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

INST

ANCE

SM

ENTI

ON

S

WHO httpdbpediaorgpageCategoryPorsche_family httpdbpediaorgpageCategoryQatarholding httpdbpediaorgpageCategoryPorscheSE

httpenglishalarabiyanetenbusinessbanking-and-finance20130617Qatar-Holding-sells-10-stake-in-Porsche-to-family-shareholdershtml

Monday 17 June 2013

Qatar Holding sells 10 stake in Porsche to founding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

INST

ANCE

SM

ENTI

ON

S

WHAT sell

Eventbuysell fnSeller

fnCommerce_money_transfer

fnGoods fnMoney

fnBuyerdbpPorsche dbpQatarHolding

Entity10 stake

type

Qatar Holding sells 10 stake in Porsche to founding families

Porsche family buys back 10pc stake from Qatar

httpenglishalarabiyanet httpwwwtelegraphcouk

2013-06-17

semhasTime

Eventbuysell fnSeller

fnCommerce_money_transfer

fnGoods fnMoney

fnBuyerdbpPorsche dbpQatarHolding

Entity10 stake

type

Qatar Holding sells 10 stake in Porsche to founding families

Porsche family buys back 10pc stake from Qatar

httpenglishalarabiyanet httpwwwtelegraphcouk

2013-06-17

semhasTime

Qatar[2] Holding[2] sells[8] 10 stake[5] in Porsche[10] to founding[3] families[8]

dbpQatar_Investment_AuthorityhellipSELLBUYSTAKEhellip dbpPorsche

TIME=2013-06-17 (fnCommerce fnSeller QATAR) (fnCommerce fnBuyer PORSCHE)

(fnCommerce fnGoods 10STAKE)

englishalarabiyanet rarr STATEMENT rarr CERTAIN

WORDS

CONCEPTS

RELATIONS

PROVENANCE SOURCE

From mentions to instances

22851038=38400 concept combinations

LanguageTechnology16 modules

2000 2005 2010 2014

1 MILLION ARCTICLESFROM 30000 SOURCES

100 EVENT MENTIONS PER ARTICLE

5 EVENT INSTANCE PER ARTICLE

ENTITIESPLACES EVENTS

ON A WORKING DAY

1 ARTICLE

Tuesday

0934 February 10

Friday

1015 February 6

1995 96 97 98 99 2000 01 02 03 04 2005 06 07 08 09 2010 11

From text

to RDF

Step 1 Information Extraction at the Document Level

Step 2 Cross-document event

coreference

opinion miner

word sense disambiguation

multiwords tagger

syntactic parser

tokenizer part-of-speech tagger

named entity recognizer

named entity disambiguation

nominal coreference resolution

semantic role labeler

event coreference resolution

time and date recognition

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porschehave bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

All of the common shares in Porsche Automobil Holding SE are now held by the Porsche-Piech family descendants of the eng-

17062013

Qatar Holding sells 10 stake in Porsche tofounding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

Qatar Holding which owns stakes in some of the worldrsquos largest companies said it sold the common shares in the automaker to the Porsche and Piech families It did not disclose the value of the transaction

prefix rdfs lthttpwwww3org200001rdf-schemagt prefix time lthttpwwww3orgTRowl-timegt prefix eso lthttpwwwnewsreader-projecteudomain-ontologygt prefix gaf lthttpgroundedannotationframeworkorggafgt prefix nwrontology lthttpwwwnewsreader-projecteuontologiesgt prefix sem lthttpsemanticwebcsvunl200911semgt prefix fn lthttpwwwnewsreader-projecteuontologiesframenetgt

lthttpwwwnewsreader-projecteuinstancesgt lthttpwwwtelegraphcoukev2gt a semEvent fnCommerce_buy esoBuying rdfslabel buy sell gafdenotedBy lthttpwwwtelegraphcoukchar=1519gt lthttpenglishalarabiyanetchar=1419gt lthttpdbpediaorgresourcePorschegt rdfslabel Porsche founding family gafdenotedBy lthttpwwwtelegraphcoukchar=07gt lthttpenglishalarabiyanetchar=3340gt lthttpenglishalarabiyanetchar=4461gt lthttpwwwnewsreader-projecteudatacarsnon-entities10pc+stakegt rdfslabel 10pc stake 10 stake in Porsche gafdenotedBy lthttpwwwtelegraphcoukchar=2535gt lthttpenglishalarabiyanetchar=2040gt lthttpdbpediaorgresourceQatargt rdfslabel Qatar Qatar Holdings gafdenotedBy lthttpwwwtelegraphcoukchar=4146gt lthttpenglishalarabiyanetchar=013gt

lthttpwwwtelegraphcoukdctgt a timeInterval rdfslabel 2014 gafdenotedBy lthttpwwwtelegraphcoukdctmgt lthttpenglishalarabiyanetdctmgt timeinDateTime lthttpwwwnewsreader-projecteutime2014gt

ltxml version=10 encoding=UTF-8 standalone=yesgtltNAF version=v3 xmllang=engt ltnafHeadergt ltfileDesc creationtime=20130617gt ltpublic uri=5BC0-9GD1-F0JP-W2H2xmlgt ltlinguisticProcessors layer=srlgt ltlp name=ixa-pipe-srl-en timestamp=2014-02-58T192832+0100 version=10gt

temporal relation

extractioncausal relation

extractionfactuality detection

event coreference resolution

ltxml version=10 encoding=UTF-8 standalone=yesgtltNAF version=v3 xmllang=engt ltnafHeadergt ltfileDesc creationtime=20130617gt ltpublic uri=5BC0-9GD1-F0JP-W2H2xmlgt ltlinguisticProcessors layer=srlgt ltlp name=ixa-pipe-srl-en timestamp=2014-02-58T192832+0100 version=10gt

English NLP Pipeline

Event-Centric Knowledge Graphs

in RDF

Vorst Belgium in the newsSOURCE httpwwwautoblognlarchive20061121volkswagen-fabriek-belgie-moet-stoppen-met-de-golf TIME 21-11-2006 om 1507 TEXT Volkswagen fabriek Belgieuml moet stoppen met de Golf hellip Er gingen namelijk geruchten over zware saneringen van 1000 tot 4000 ontslagen

SOURCE httpwwwautointernationaalnlartikelphpid=2868 TIME 21-11-2006 1126 TEXT Bij de Volkswagen fabriek in Vorst verdwijnen zeker 3500 banen

SOURCE httpwwwstandaardbekanaalindexaspxkanaalid=261amppageid=15 TIME Di 21112006 TEXT Tot 4000 banen weg in Vorst Fabriek verliest Golf BRUSSEL - Boze arbeiders blokkeren de poorten van de Volkswagenfabriek in Vorst nadat bekend raakte dat zeker 3500 van de 5300 banen verdwijnen

SOURCE httpnlwikipediaorgwikiAudi_Brussel TIME 13 mrt 2013 om 1324 TEXT Op 21 november 2006 kwam het nieuws dat Volkswagen Vorst de productie van de Golf verliest en er meer dan 3500 van de 5000 banen geschrapt zouden worden

disappear sure 3500 jobs

production of the Golf lost and there more than 3500 of the 5000 jobs canceled should be

sure 3500 of the 5300 jobs disappear

jobs gone in Vorst Plant loses Golf

There were rumours about heavy cuts of 1000 up to 4000 fired

stop with the Golf

2000 2005 2010 2014

1 MILLION ARCTICLESFROM 30000 SOURCES

100 EVENT MENTIONS PER ARTICLE

5 EVENT INSTANCE PER ARTICLE

ENTITIESPLACES EVENTS

ON A WORKING DAY

1 ARTICLE

Tuesday

0934 February 10

Friday

1015 February 6

1995 96 97 98 99 2000 01 02 03 04 2005 06 07 08 09 2010 11

From text

to RDF

Step 1 Information Extraction at the Document Level

Step 2 Cross-document event

coreference

opinion miner

word sense disambiguation

multiwords tagger

syntactic parser

tokenizer part-of-speech tagger

named entity recognizer

named entity disambiguation

nominal coreference resolution

semantic role labeler

event coreference resolution

time and date recognition

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porschehave bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

All of the common shares in Porsche Automobil Holding SE are now held by the Porsche-Piech family descendants of the eng-

17062013

Qatar Holding sells 10 stake in Porsche tofounding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

Qatar Holding which owns stakes in some of the worldrsquos largest companies said it sold the common shares in the automaker to the Porsche and Piech families It did not disclose the value of the transaction

prefix rdfs lthttpwwww3org200001rdf-schemagt prefix time lthttpwwww3orgTRowl-timegt prefix eso lthttpwwwnewsreader-projecteudomain-ontologygt prefix gaf lthttpgroundedannotationframeworkorggafgt prefix nwrontology lthttpwwwnewsreader-projecteuontologiesgt prefix sem lthttpsemanticwebcsvunl200911semgt prefix fn lthttpwwwnewsreader-projecteuontologiesframenetgt

lthttpwwwnewsreader-projecteuinstancesgt lthttpwwwtelegraphcoukev2gt a semEvent fnCommerce_buy esoBuying rdfslabel buy sell gafdenotedBy lthttpwwwtelegraphcoukchar=1519gt lthttpenglishalarabiyanetchar=1419gt lthttpdbpediaorgresourcePorschegt rdfslabel Porsche founding family gafdenotedBy lthttpwwwtelegraphcoukchar=07gt lthttpenglishalarabiyanetchar=3340gt lthttpenglishalarabiyanetchar=4461gt lthttpwwwnewsreader-projecteudatacarsnon-entities10pc+stakegt rdfslabel 10pc stake 10 stake in Porsche gafdenotedBy lthttpwwwtelegraphcoukchar=2535gt lthttpenglishalarabiyanetchar=2040gt lthttpdbpediaorgresourceQatargt rdfslabel Qatar Qatar Holdings gafdenotedBy lthttpwwwtelegraphcoukchar=4146gt lthttpenglishalarabiyanetchar=013gt

lthttpwwwtelegraphcoukdctgt a timeInterval rdfslabel 2014 gafdenotedBy lthttpwwwtelegraphcoukdctmgt lthttpenglishalarabiyanetdctmgt timeinDateTime lthttpwwwnewsreader-projecteutime2014gt

ltxml version=10 encoding=UTF-8 standalone=yesgtltNAF version=v3 xmllang=engt ltnafHeadergt ltfileDesc creationtime=20130617gt ltpublic uri=5BC0-9GD1-F0JP-W2H2xmlgt ltlinguisticProcessors layer=srlgt ltlp name=ixa-pipe-srl-en timestamp=2014-02-58T192832+0100 version=10gt

temporal relation

extractioncausal relation

extractionfactuality detection

event coreference resolution

ltxml version=10 encoding=UTF-8 standalone=yesgtltNAF version=v3 xmllang=engt ltnafHeadergt ltfileDesc creationtime=20130617gt ltpublic uri=5BC0-9GD1-F0JP-W2H2xmlgt ltlinguisticProcessors layer=srlgt ltlp name=ixa-pipe-srl-en timestamp=2014-02-58T192832+0100 version=10gt

English NLP Pipeline

Event-Centric Knowledge Graphs

in RDF

Vorst Belgium in the newsSOURCE httpwwwautoblognlarchive20061121volkswagen-fabriek-belgie-moet-stoppen-met-de-golf TIME 21-11-2006 om 1507 TEXT Volkswagen fabriek Belgieuml moet stoppen met de Golf hellip Er gingen namelijk geruchten over zware saneringen van 1000 tot 4000 ontslagen

SOURCE httpwwwautointernationaalnlartikelphpid=2868 TIME 21-11-2006 1126 TEXT Bij de Volkswagen fabriek in Vorst verdwijnen zeker 3500 banen

SOURCE httpwwwstandaardbekanaalindexaspxkanaalid=261amppageid=15 TIME Di 21112006 TEXT Tot 4000 banen weg in Vorst Fabriek verliest Golf BRUSSEL - Boze arbeiders blokkeren de poorten van de Volkswagenfabriek in Vorst nadat bekend raakte dat zeker 3500 van de 5300 banen verdwijnen

SOURCE httpnlwikipediaorgwikiAudi_Brussel TIME 13 mrt 2013 om 1324 TEXT Op 21 november 2006 kwam het nieuws dat Volkswagen Vorst de productie van de Golf verliest en er meer dan 3500 van de 5000 banen geschrapt zouden worden

disappear sure 3500 jobs

production of the Golf lost and there more than 3500 of the 5000 jobs canceled should be

sure 3500 of the 5300 jobs disappear

jobs gone in Vorst Plant loses Golf

There were rumours about heavy cuts of 1000 up to 4000 fired

stop with the Golf

Step 1 Information Extraction at the Document Level

Step 2 Cross-document event

coreference

opinion miner

word sense disambiguation

multiwords tagger

syntactic parser

tokenizer part-of-speech tagger

named entity recognizer

named entity disambiguation

nominal coreference resolution

semantic role labeler

event coreference resolution

time and date recognition

Porsche family buys back 10pc stake from Qatar

Descendants of the German car pioneer Ferdinand Porschehave bought back a 10pc stake in the company that bears the family name from Qatar Holding the investment arm of the Gulf Statersquos sovereign wealth fund

All of the common shares in Porsche Automobil Holding SE are now held by the Porsche-Piech family descendants of the eng-

17062013

Qatar Holding sells 10 stake in Porsche tofounding families

Qatar Holding the investment arm of the Gulf statersquos sovereign wealth fund has sold its 10 percent stake in Porsche SE to the luxury carmakerrsquos family shareholders four years after it first invested in the firm

Qatar Holding which owns stakes in some of the worldrsquos largest companies said it sold the common shares in the automaker to the Porsche and Piech families It did not disclose the value of the transaction

prefix rdfs lthttpwwww3org200001rdf-schemagt prefix time lthttpwwww3orgTRowl-timegt prefix eso lthttpwwwnewsreader-projecteudomain-ontologygt prefix gaf lthttpgroundedannotationframeworkorggafgt prefix nwrontology lthttpwwwnewsreader-projecteuontologiesgt prefix sem lthttpsemanticwebcsvunl200911semgt prefix fn lthttpwwwnewsreader-projecteuontologiesframenetgt

lthttpwwwnewsreader-projecteuinstancesgt lthttpwwwtelegraphcoukev2gt a semEvent fnCommerce_buy esoBuying rdfslabel buy sell gafdenotedBy lthttpwwwtelegraphcoukchar=1519gt lthttpenglishalarabiyanetchar=1419gt lthttpdbpediaorgresourcePorschegt rdfslabel Porsche founding family gafdenotedBy lthttpwwwtelegraphcoukchar=07gt lthttpenglishalarabiyanetchar=3340gt lthttpenglishalarabiyanetchar=4461gt lthttpwwwnewsreader-projecteudatacarsnon-entities10pc+stakegt rdfslabel 10pc stake 10 stake in Porsche gafdenotedBy lthttpwwwtelegraphcoukchar=2535gt lthttpenglishalarabiyanetchar=2040gt lthttpdbpediaorgresourceQatargt rdfslabel Qatar Qatar Holdings gafdenotedBy lthttpwwwtelegraphcoukchar=4146gt lthttpenglishalarabiyanetchar=013gt

lthttpwwwtelegraphcoukdctgt a timeInterval rdfslabel 2014 gafdenotedBy lthttpwwwtelegraphcoukdctmgt lthttpenglishalarabiyanetdctmgt timeinDateTime lthttpwwwnewsreader-projecteutime2014gt

ltxml version=10 encoding=UTF-8 standalone=yesgtltNAF version=v3 xmllang=engt ltnafHeadergt ltfileDesc creationtime=20130617gt ltpublic uri=5BC0-9GD1-F0JP-W2H2xmlgt ltlinguisticProcessors layer=srlgt ltlp name=ixa-pipe-srl-en timestamp=2014-02-58T192832+0100 version=10gt

temporal relation

extractioncausal relation

extractionfactuality detection

event coreference resolution

ltxml version=10 encoding=UTF-8 standalone=yesgtltNAF version=v3 xmllang=engt ltnafHeadergt ltfileDesc creationtime=20130617gt ltpublic uri=5BC0-9GD1-F0JP-W2H2xmlgt ltlinguisticProcessors layer=srlgt ltlp name=ixa-pipe-srl-en timestamp=2014-02-58T192832+0100 version=10gt

English NLP Pipeline

Event-Centric Knowledge Graphs

in RDF

Vorst Belgium in the newsSOURCE httpwwwautoblognlarchive20061121volkswagen-fabriek-belgie-moet-stoppen-met-de-golf TIME 21-11-2006 om 1507 TEXT Volkswagen fabriek Belgieuml moet stoppen met de Golf hellip Er gingen namelijk geruchten over zware saneringen van 1000 tot 4000 ontslagen

SOURCE httpwwwautointernationaalnlartikelphpid=2868 TIME 21-11-2006 1126 TEXT Bij de Volkswagen fabriek in Vorst verdwijnen zeker 3500 banen

SOURCE httpwwwstandaardbekanaalindexaspxkanaalid=261amppageid=15 TIME Di 21112006 TEXT Tot 4000 banen weg in Vorst Fabriek verliest Golf BRUSSEL - Boze arbeiders blokkeren de poorten van de Volkswagenfabriek in Vorst nadat bekend raakte dat zeker 3500 van de 5300 banen verdwijnen

SOURCE httpnlwikipediaorgwikiAudi_Brussel TIME 13 mrt 2013 om 1324 TEXT Op 21 november 2006 kwam het nieuws dat Volkswagen Vorst de productie van de Golf verliest en er meer dan 3500 van de 5000 banen geschrapt zouden worden

disappear sure 3500 jobs

production of the Golf lost and there more than 3500 of the 5000 jobs canceled should be

sure 3500 of the 5300 jobs disappear

jobs gone in Vorst Plant loses Golf

There were rumours about heavy cuts of 1000 up to 4000 fired

stop with the Golf

Event-Centric Knowledge Graphs

in RDF

Vorst Belgium in the newsSOURCE httpwwwautoblognlarchive20061121volkswagen-fabriek-belgie-moet-stoppen-met-de-golf TIME 21-11-2006 om 1507 TEXT Volkswagen fabriek Belgieuml moet stoppen met de Golf hellip Er gingen namelijk geruchten over zware saneringen van 1000 tot 4000 ontslagen

SOURCE httpwwwautointernationaalnlartikelphpid=2868 TIME 21-11-2006 1126 TEXT Bij de Volkswagen fabriek in Vorst verdwijnen zeker 3500 banen

SOURCE httpwwwstandaardbekanaalindexaspxkanaalid=261amppageid=15 TIME Di 21112006 TEXT Tot 4000 banen weg in Vorst Fabriek verliest Golf BRUSSEL - Boze arbeiders blokkeren de poorten van de Volkswagenfabriek in Vorst nadat bekend raakte dat zeker 3500 van de 5300 banen verdwijnen

SOURCE httpnlwikipediaorgwikiAudi_Brussel TIME 13 mrt 2013 om 1324 TEXT Op 21 november 2006 kwam het nieuws dat Volkswagen Vorst de productie van de Golf verliest en er meer dan 3500 van de 5000 banen geschrapt zouden worden

disappear sure 3500 jobs

production of the Golf lost and there more than 3500 of the 5000 jobs canceled should be

sure 3500 of the 5300 jobs disappear

jobs gone in Vorst Plant loses Golf

There were rumours about heavy cuts of 1000 up to 4000 fired

stop with the Golf

Vorst Belgium in the newsSOURCE httpwwwautoblognlarchive20061121volkswagen-fabriek-belgie-moet-stoppen-met-de-golf TIME 21-11-2006 om 1507 TEXT Volkswagen fabriek Belgieuml moet stoppen met de Golf hellip Er gingen namelijk geruchten over zware saneringen van 1000 tot 4000 ontslagen

SOURCE httpwwwautointernationaalnlartikelphpid=2868 TIME 21-11-2006 1126 TEXT Bij de Volkswagen fabriek in Vorst verdwijnen zeker 3500 banen

SOURCE httpwwwstandaardbekanaalindexaspxkanaalid=261amppageid=15 TIME Di 21112006 TEXT Tot 4000 banen weg in Vorst Fabriek verliest Golf BRUSSEL - Boze arbeiders blokkeren de poorten van de Volkswagenfabriek in Vorst nadat bekend raakte dat zeker 3500 van de 5300 banen verdwijnen

SOURCE httpnlwikipediaorgwikiAudi_Brussel TIME 13 mrt 2013 om 1324 TEXT Op 21 november 2006 kwam het nieuws dat Volkswagen Vorst de productie van de Golf verliest en er meer dan 3500 van de 5000 banen geschrapt zouden worden

disappear sure 3500 jobs

production of the Golf lost and there more than 3500 of the 5000 jobs canceled should be

sure 3500 of the 5300 jobs disappear

jobs gone in Vorst Plant loses Golf

There were rumours about heavy cuts of 1000 up to 4000 fired

stop with the Golf

JOBS DISAPPEAR

PLANTVW

5000

5300

POLO

GOLF

AUDI

VORST BELGIUM

JOBS

1000

120000 annual

autoblognl autointernationaalnl standaardbe nlwikipediaorg

73000 annual

180000 annual

November 2006 March 2013

VW VORST

Knowledge Graph

MAKEOWNS

HAS-NAME

HAS

LOCATION

3500

Nove

mbe

r 200

6

4000

Value range

Date of statement

Date of event

Entiy

Cen

tric

Even

t Cen

tric

JOBS

PLANTVW

2372

AUDI

VORST BELGIUM

ROBOTS

120000 annual

nlwikipediaorg

March 2013

AUDI BRUSSEL

Knowledge Graph

MAKEOWNS

HAS-NAME

HAS

LOCATION

450

2011

Date of statement

Date of event

EVENTS ipv DOCUMENTEN

bull Focus op wat er gebeurd is en niet wat verteld wordt

bull Extreme reductie van informatie deduplicatie

bull Aggregatie over veel verschillende bronnen

bull Verklaart wat er gebeurt ipv alleen weergeven

bull Semantisch bevragen van data

bull Ontelbaar veel mogelijkheden voor data analyse

bull Inzicht in wie wat beweert en welke mening ze hebben

LexisNexis input dataregio periode documentenChina 1999 33169

2000 845332010 83636

Morocco 1999 93982009 209202014 14571

Mexico 1999 997672009 2558732014 218285

Russia 1999 216082009 506932014 41624

TOTAL 934077

Morocco

Table 1

TOTAL DBpedia Dark entities

Locations 25306 5468 19838

Organisations 48469 4505 43964

People 37608 7999 29609

Miscellaneous 7024 4252 2772

Total 118407 22224 96183

Table 1-1

Instancesevents 798355eso events 225587semhasActor 772336semhasPlace 44021semhasTime 861782

Table 1-2

documents 44889

sources linked to 12768

mentions 3815832

Table 1-3

StatementsBackground knowledge 95018320News 111073781TOTAL 206092101

EntitiesLOCATION Mentions ORGANISATION Mentions PERSON Mentions

dbpMorocco 12979 dbpFederal_government_of_the_United_States 1691 dbpE_H_Carr 454dbpSouth_Africa 5364 dbpUnited_Nations 129 dbpGeraint_Jones 436dbpAfrica 4802 dbpUnited_States_Armed_Forces 791 dbpColin_Cowdrey 433

dbpSpain 4564 dbpUnited_Nations_Security_Council 585 dbpLleyton_Hewitt 432dbpEuropean_Union 4255 dbpNissan_Motor_Company 533 nwr-entitiesKhannouchi 417dbpUnited_Kingdom 3493 dbpUnited_States_Marine_Corps 359 dbpSilvio_Berlusconi 379

dbpFrance 2845 dbpAl-Qaeda_in_the_Islamic_Maghreb 349 nwr-entitiesPiccard 360dbpUnited_States 2818 dbpPolitics_of_Iran 335 dbpBashar_al-Assad 347dbpMali 1836 dbpMicrosoft 266 dbpThomas_More 346

dbpAlgeria 1504dbpCooperation_Council_for_the_Arab_States_of_the_Gulf 266 dbpAndre_Agassi 300

dbpChina 1465 dbpGovernment_of_the_United_Kingdom 220 dbpMike_Tyson 286dbpSyria 1281 dbpAl-Qaeda 193 dbpFidel_Castro 282

dbpPakistan 1253 dbpUnited_States_Department_of_Defense 176 nwr-entitiesEl_Guerrouj 258dbpArab_world 1217 dbpTaliban 167 dbpLyndon_B_Johnson 247dbpItaly 1139 dbpInternational_Monetary_Fund 156 dbpMuammar_Gaddafi 224dbpNetherlands 1091 dbpUnited_States_Navy 143 dbpJim_Webb 213dbpIsrael 1034 dbpNATO 141 dbpEarl_Warren 210dbpEgypt 931 dbpBelgacom 140 dbpHaile_Gebrselassie 200

JOBS

PLANTVW

2372

AUDI

VORST BELGIUM

ROBOTS

120000 annual

nlwikipediaorg

March 2013

AUDI BRUSSEL

Knowledge Graph

MAKEOWNS

HAS-NAME

HAS

LOCATION

450

2011

Date of statement

Date of event

EVENTS ipv DOCUMENTEN

bull Focus op wat er gebeurd is en niet wat verteld wordt

bull Extreme reductie van informatie deduplicatie

bull Aggregatie over veel verschillende bronnen

bull Verklaart wat er gebeurt ipv alleen weergeven

bull Semantisch bevragen van data

bull Ontelbaar veel mogelijkheden voor data analyse

bull Inzicht in wie wat beweert en welke mening ze hebben

LexisNexis input dataregio periode documentenChina 1999 33169

2000 845332010 83636

Morocco 1999 93982009 209202014 14571

Mexico 1999 997672009 2558732014 218285

Russia 1999 216082009 506932014 41624

TOTAL 934077

Morocco

Table 1

TOTAL DBpedia Dark entities

Locations 25306 5468 19838

Organisations 48469 4505 43964

People 37608 7999 29609

Miscellaneous 7024 4252 2772

Total 118407 22224 96183

Table 1-1

Instancesevents 798355eso events 225587semhasActor 772336semhasPlace 44021semhasTime 861782

Table 1-2

documents 44889

sources linked to 12768

mentions 3815832

Table 1-3

StatementsBackground knowledge 95018320News 111073781TOTAL 206092101

EntitiesLOCATION Mentions ORGANISATION Mentions PERSON Mentions

dbpMorocco 12979 dbpFederal_government_of_the_United_States 1691 dbpE_H_Carr 454dbpSouth_Africa 5364 dbpUnited_Nations 129 dbpGeraint_Jones 436dbpAfrica 4802 dbpUnited_States_Armed_Forces 791 dbpColin_Cowdrey 433

dbpSpain 4564 dbpUnited_Nations_Security_Council 585 dbpLleyton_Hewitt 432dbpEuropean_Union 4255 dbpNissan_Motor_Company 533 nwr-entitiesKhannouchi 417dbpUnited_Kingdom 3493 dbpUnited_States_Marine_Corps 359 dbpSilvio_Berlusconi 379

dbpFrance 2845 dbpAl-Qaeda_in_the_Islamic_Maghreb 349 nwr-entitiesPiccard 360dbpUnited_States 2818 dbpPolitics_of_Iran 335 dbpBashar_al-Assad 347dbpMali 1836 dbpMicrosoft 266 dbpThomas_More 346

dbpAlgeria 1504dbpCooperation_Council_for_the_Arab_States_of_the_Gulf 266 dbpAndre_Agassi 300

dbpChina 1465 dbpGovernment_of_the_United_Kingdom 220 dbpMike_Tyson 286dbpSyria 1281 dbpAl-Qaeda 193 dbpFidel_Castro 282

dbpPakistan 1253 dbpUnited_States_Department_of_Defense 176 nwr-entitiesEl_Guerrouj 258dbpArab_world 1217 dbpTaliban 167 dbpLyndon_B_Johnson 247dbpItaly 1139 dbpInternational_Monetary_Fund 156 dbpMuammar_Gaddafi 224dbpNetherlands 1091 dbpUnited_States_Navy 143 dbpJim_Webb 213dbpIsrael 1034 dbpNATO 141 dbpEarl_Warren 210dbpEgypt 931 dbpBelgacom 140 dbpHaile_Gebrselassie 200

EVENTS ipv DOCUMENTEN

bull Focus op wat er gebeurd is en niet wat verteld wordt

bull Extreme reductie van informatie deduplicatie

bull Aggregatie over veel verschillende bronnen

bull Verklaart wat er gebeurt ipv alleen weergeven

bull Semantisch bevragen van data

bull Ontelbaar veel mogelijkheden voor data analyse

bull Inzicht in wie wat beweert en welke mening ze hebben

LexisNexis input dataregio periode documentenChina 1999 33169

2000 845332010 83636

Morocco 1999 93982009 209202014 14571

Mexico 1999 997672009 2558732014 218285

Russia 1999 216082009 506932014 41624

TOTAL 934077

Morocco

Table 1

TOTAL DBpedia Dark entities

Locations 25306 5468 19838

Organisations 48469 4505 43964

People 37608 7999 29609

Miscellaneous 7024 4252 2772

Total 118407 22224 96183

Table 1-1

Instancesevents 798355eso events 225587semhasActor 772336semhasPlace 44021semhasTime 861782

Table 1-2

documents 44889

sources linked to 12768

mentions 3815832

Table 1-3

StatementsBackground knowledge 95018320News 111073781TOTAL 206092101

EntitiesLOCATION Mentions ORGANISATION Mentions PERSON Mentions

dbpMorocco 12979 dbpFederal_government_of_the_United_States 1691 dbpE_H_Carr 454dbpSouth_Africa 5364 dbpUnited_Nations 129 dbpGeraint_Jones 436dbpAfrica 4802 dbpUnited_States_Armed_Forces 791 dbpColin_Cowdrey 433

dbpSpain 4564 dbpUnited_Nations_Security_Council 585 dbpLleyton_Hewitt 432dbpEuropean_Union 4255 dbpNissan_Motor_Company 533 nwr-entitiesKhannouchi 417dbpUnited_Kingdom 3493 dbpUnited_States_Marine_Corps 359 dbpSilvio_Berlusconi 379

dbpFrance 2845 dbpAl-Qaeda_in_the_Islamic_Maghreb 349 nwr-entitiesPiccard 360dbpUnited_States 2818 dbpPolitics_of_Iran 335 dbpBashar_al-Assad 347dbpMali 1836 dbpMicrosoft 266 dbpThomas_More 346

dbpAlgeria 1504dbpCooperation_Council_for_the_Arab_States_of_the_Gulf 266 dbpAndre_Agassi 300

dbpChina 1465 dbpGovernment_of_the_United_Kingdom 220 dbpMike_Tyson 286dbpSyria 1281 dbpAl-Qaeda 193 dbpFidel_Castro 282

dbpPakistan 1253 dbpUnited_States_Department_of_Defense 176 nwr-entitiesEl_Guerrouj 258dbpArab_world 1217 dbpTaliban 167 dbpLyndon_B_Johnson 247dbpItaly 1139 dbpInternational_Monetary_Fund 156 dbpMuammar_Gaddafi 224dbpNetherlands 1091 dbpUnited_States_Navy 143 dbpJim_Webb 213dbpIsrael 1034 dbpNATO 141 dbpEarl_Warren 210dbpEgypt 931 dbpBelgacom 140 dbpHaile_Gebrselassie 200

LexisNexis input dataregio periode documentenChina 1999 33169

2000 845332010 83636

Morocco 1999 93982009 209202014 14571

Mexico 1999 997672009 2558732014 218285

Russia 1999 216082009 506932014 41624

TOTAL 934077

Morocco

Table 1

TOTAL DBpedia Dark entities

Locations 25306 5468 19838

Organisations 48469 4505 43964

People 37608 7999 29609

Miscellaneous 7024 4252 2772

Total 118407 22224 96183

Table 1-1

Instancesevents 798355eso events 225587semhasActor 772336semhasPlace 44021semhasTime 861782

Table 1-2

documents 44889

sources linked to 12768

mentions 3815832

Table 1-3

StatementsBackground knowledge 95018320News 111073781TOTAL 206092101

EntitiesLOCATION Mentions ORGANISATION Mentions PERSON Mentions

dbpMorocco 12979 dbpFederal_government_of_the_United_States 1691 dbpE_H_Carr 454dbpSouth_Africa 5364 dbpUnited_Nations 129 dbpGeraint_Jones 436dbpAfrica 4802 dbpUnited_States_Armed_Forces 791 dbpColin_Cowdrey 433

dbpSpain 4564 dbpUnited_Nations_Security_Council 585 dbpLleyton_Hewitt 432dbpEuropean_Union 4255 dbpNissan_Motor_Company 533 nwr-entitiesKhannouchi 417dbpUnited_Kingdom 3493 dbpUnited_States_Marine_Corps 359 dbpSilvio_Berlusconi 379

dbpFrance 2845 dbpAl-Qaeda_in_the_Islamic_Maghreb 349 nwr-entitiesPiccard 360dbpUnited_States 2818 dbpPolitics_of_Iran 335 dbpBashar_al-Assad 347dbpMali 1836 dbpMicrosoft 266 dbpThomas_More 346

dbpAlgeria 1504dbpCooperation_Council_for_the_Arab_States_of_the_Gulf 266 dbpAndre_Agassi 300

dbpChina 1465 dbpGovernment_of_the_United_Kingdom 220 dbpMike_Tyson 286dbpSyria 1281 dbpAl-Qaeda 193 dbpFidel_Castro 282

dbpPakistan 1253 dbpUnited_States_Department_of_Defense 176 nwr-entitiesEl_Guerrouj 258dbpArab_world 1217 dbpTaliban 167 dbpLyndon_B_Johnson 247dbpItaly 1139 dbpInternational_Monetary_Fund 156 dbpMuammar_Gaddafi 224dbpNetherlands 1091 dbpUnited_States_Navy 143 dbpJim_Webb 213dbpIsrael 1034 dbpNATO 141 dbpEarl_Warren 210dbpEgypt 931 dbpBelgacom 140 dbpHaile_Gebrselassie 200

Morocco

Table 1

TOTAL DBpedia Dark entities

Locations 25306 5468 19838

Organisations 48469 4505 43964

People 37608 7999 29609

Miscellaneous 7024 4252 2772

Total 118407 22224 96183

Table 1-1

Instancesevents 798355eso events 225587semhasActor 772336semhasPlace 44021semhasTime 861782

Table 1-2

documents 44889

sources linked to 12768

mentions 3815832

Table 1-3

StatementsBackground knowledge 95018320News 111073781TOTAL 206092101

EntitiesLOCATION Mentions ORGANISATION Mentions PERSON Mentions

dbpMorocco 12979 dbpFederal_government_of_the_United_States 1691 dbpE_H_Carr 454dbpSouth_Africa 5364 dbpUnited_Nations 129 dbpGeraint_Jones 436dbpAfrica 4802 dbpUnited_States_Armed_Forces 791 dbpColin_Cowdrey 433

dbpSpain 4564 dbpUnited_Nations_Security_Council 585 dbpLleyton_Hewitt 432dbpEuropean_Union 4255 dbpNissan_Motor_Company 533 nwr-entitiesKhannouchi 417dbpUnited_Kingdom 3493 dbpUnited_States_Marine_Corps 359 dbpSilvio_Berlusconi 379

dbpFrance 2845 dbpAl-Qaeda_in_the_Islamic_Maghreb 349 nwr-entitiesPiccard 360dbpUnited_States 2818 dbpPolitics_of_Iran 335 dbpBashar_al-Assad 347dbpMali 1836 dbpMicrosoft 266 dbpThomas_More 346

dbpAlgeria 1504dbpCooperation_Council_for_the_Arab_States_of_the_Gulf 266 dbpAndre_Agassi 300

dbpChina 1465 dbpGovernment_of_the_United_Kingdom 220 dbpMike_Tyson 286dbpSyria 1281 dbpAl-Qaeda 193 dbpFidel_Castro 282

dbpPakistan 1253 dbpUnited_States_Department_of_Defense 176 nwr-entitiesEl_Guerrouj 258dbpArab_world 1217 dbpTaliban 167 dbpLyndon_B_Johnson 247dbpItaly 1139 dbpInternational_Monetary_Fund 156 dbpMuammar_Gaddafi 224dbpNetherlands 1091 dbpUnited_States_Navy 143 dbpJim_Webb 213dbpIsrael 1034 dbpNATO 141 dbpEarl_Warren 210dbpEgypt 931 dbpBelgacom 140 dbpHaile_Gebrselassie 200

EntitiesLOCATION Mentions ORGANISATION Mentions PERSON Mentions

dbpMorocco 12979 dbpFederal_government_of_the_United_States 1691 dbpE_H_Carr 454dbpSouth_Africa 5364 dbpUnited_Nations 129 dbpGeraint_Jones 436dbpAfrica 4802 dbpUnited_States_Armed_Forces 791 dbpColin_Cowdrey 433

dbpSpain 4564 dbpUnited_Nations_Security_Council 585 dbpLleyton_Hewitt 432dbpEuropean_Union 4255 dbpNissan_Motor_Company 533 nwr-entitiesKhannouchi 417dbpUnited_Kingdom 3493 dbpUnited_States_Marine_Corps 359 dbpSilvio_Berlusconi 379

dbpFrance 2845 dbpAl-Qaeda_in_the_Islamic_Maghreb 349 nwr-entitiesPiccard 360dbpUnited_States 2818 dbpPolitics_of_Iran 335 dbpBashar_al-Assad 347dbpMali 1836 dbpMicrosoft 266 dbpThomas_More 346

dbpAlgeria 1504dbpCooperation_Council_for_the_Arab_States_of_the_Gulf 266 dbpAndre_Agassi 300

dbpChina 1465 dbpGovernment_of_the_United_Kingdom 220 dbpMike_Tyson 286dbpSyria 1281 dbpAl-Qaeda 193 dbpFidel_Castro 282

dbpPakistan 1253 dbpUnited_States_Department_of_Defense 176 nwr-entitiesEl_Guerrouj 258dbpArab_world 1217 dbpTaliban 167 dbpLyndon_B_Johnson 247dbpItaly 1139 dbpInternational_Monetary_Fund 156 dbpMuammar_Gaddafi 224dbpNetherlands 1091 dbpUnited_States_Navy 143 dbpJim_Webb 213dbpIsrael 1034 dbpNATO 141 dbpEarl_Warren 210dbpEgypt 931 dbpBelgacom 140 dbpHaile_Gebrselassie 200

ENTITY BY TYPE

bull fileUserspiekDesktopKIEMKIEM-stats-kslinking-stats-1000html

ENTITY BY TYPE

bull fileUserspiekDesktopKIEMKIEM-stats-kslinking-stats-1000html

ENTITY BY TYPE

EVENTS 50 coverage 25 coverageWords Instances FrameNet Instances ESO Instanceshave 7262 fnStatement 20918 esoIntentionalEvent 55852say 5922 fnArriving 12250 esoMotion 32558make 5563 fnChange_position_on_a_scale 10994 esoGetting 22728include 4651 fnBringing 10872 esoTranslocation 22717take 4616 fnAwareness 10772 esoPlacing 18224come 4388 fnChoosing 9975 esoTransportation 17623get 3865 fnSelf_motion 9818 esoGiving 16431see 3691 fnText_creation 9024 esoQuantityChange 14666use 3587 fnIntentionally_create 8910 esoRemoving 12617find 3198 fnGrasp 8749 esoArriving 12199know 3035 fnRequest 8123 esoConstructing 11175give 2849 fnPossession 7985 esoSocialInteraction 10759look 2805 fnInclusion 7976 esoCreating 10042want 2803 fnGetting 7681 esoMerging 8533start 2791 fnCategorization 7421 esoHavingInPossession 7985need 2775 fnPerception_active 7406 esoMeeting 7609help 2739 fnCausation 7341 esoManufacturing 7529end 2681 fnPerception_experience 7250 esoChangeOfLeadership 7207call 2638 fnOpinion 7224 esoChangingShape 6290work 2602 fnChange_of_leadership 7207 esoTaking 5883set 2463 fnBecoming_aware 6871 esoInjuring 4968meet 2440 fnCause_change 6648 esoBuying 4640tell 2396 fnActivity_start 6435 esoLeaving 4283show 2382 fnAttempt 6411 esoOrganizationalEvent 4281think 2361 fnRemoving 6257 esoBeingAtAPlace 4101lead 2286 fnScrutiny 6223 esoLeavingAnOrganization 3897bring 2269 fnPath_shape 6110 esoJoiningAnOrganization 3752try 2185 fnManufacturing 6065 esoDamaging 3417

ESO EVENT amp SITUATION ONTOLOGY ChangeOfPossession FinancialTransaction 589 Buying 2211 Paying 1346 Selling 2274 Getting 20366 Borrowing 79 Renting 74 Taking 6356 Stealing 600 Giving 15897 Lending 385 RentingOut 18 IntentionalEvent 37398 Attacking 1694 OrganizationalEvent 4548 ChangeOfLeadership 7790 JoiningAnOrganization1118 LeavingAnOrganization 4133 Replacing 1237 SocialInteraction 11332 ChangeOfRelationship 1385 Meeting 6343

InternalChange ChangingShape 5143 Creating 6897 Constructing 8140 Manufacturing 4255 Damaging 3605 Injuring 4623 Destroying 2859 Killing 2837 Merging 4118 QuantityChange 13995 Separating 2004 Motion 26524 Translocation 19772 Arriving 2887 Distribution 741 Leaving 4581 Escaping 933 Placing 15349 Installing 257 Removing 13356 Transportation 14896ht

tp

www

news

read

er-p

rojec

teu

dom

ain-o

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ogy

ESO EVENT amp SITUATION ONTOLOGY ChangeOfPossession FinancialTransaction 589 Buying 2211 Paying 1346 Selling 2274 Getting 20366 Borrowing 79 Renting 74 Taking 6356 Stealing 600 Giving 15897 Lending 385 RentingOut 18 IntentionalEvent 37398 Attacking 1694 OrganizationalEvent 4548 ChangeOfLeadership 7790 JoiningAnOrganization1118 LeavingAnOrganization 4133 Replacing 1237 SocialInteraction 11332 ChangeOfRelationship 1385 Meeting 6343

InternalChange ChangingShape 5143 Creating 6897 Constructing 8140 Manufacturing 4255 Damaging 3605 Injuring 4623 Destroying 2859 Killing 2837 Merging 4118 QuantityChange 13995 Separating 2004 Motion 26524 Translocation 19772 Arriving 2887 Distribution 741 Leaving 4581 Escaping 933 Placing 15349 Installing 257 Removing 13356 Transportation 14896ht

tp

www

news

read

er-p

rojec

teu

dom

ain-o

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E_H_Carr Geraint_Jones Silvio_Berlusconi

adoptgrowfollow dbpAfricaallegesayaddappealpleadtell A_lot_of_people appear dbpGeorge_Clooney

art The_Japanese arrivedbpNorthern_Sotho_language changereplace Prime_Minister_Mario_Monti

buy at_a_car_fair_in_Paris becomedbpKamila_Skolimowska

convictsentenceconviction dbpItaly

confinecontrol to_any_single_country chanceSYDNEY_Australia_-_Marion_Jones dominate dbpItaly

copemeetgroupgathergain for_these_terror_groups chasetrack Brussels_Belgium favor

for_keeping_the_affair_under_wraps

flee dbpAlgeriaclearpickgettakefoot

dbpVyacheslav_Voronin lawyer dbpMyspace

forcepressure dbpBrazil competeWalnut_Calif_Bursting lawyerattorney dbpNiccolograve_Ghedini

gift holiday_gift compete France_ measurestep dbpEuropean_Union

give any_legitimacy completefinishdbpSacramento_California offer

her_money_and_other_favors

impose dbpAustralia convertinto_a_propulsive_leap pay

for_sex_with_an_underage_woman

lack the_logic_of_violence dreamambition dbpOlympic_Games paygain Italy_

loveall_religions_and_all_ethnic_groups

extendperformanceoperationcareer dbpDom_people

politicssystemgovernment his_government

placecarrytransportconsidertake hashish

fallsetdecisionlose her_sights

powerofficeforce to_the_regions

prevent dbpIran fight dbpMuhammad_Ali relationtraffic The_75-year-oldprojectventurebusinesssee dbpFiber_to_the_x fight on_her_hands return

for_keeping_the_affair_under_wraps

resistancedrag large_armies finish dbpLeslie_Knope trial Italy_Turnabout

supply of_fuel fire Mainrsquos_right_post trialBerlusconirsquos_trial_for_underage_prostitution

SEMANTIC QUERIES

ESO

dbpPerson7999

esoDestroying2859

dbpE_H_Carrmurder

dbpMilitaryPerson126

dbpDrug25

esoTranslocation19772

carry hashish

Events Entities

esoKilling2859

esoMotion26524

1995 96 97 98 99 2000 01 02 03 04 2005 06 07 08 09 2010 11

Event Participant Mentionescape A0nwrthe_plucky_heroine nwr55WV-G8K1-JDPF-N2T4xmlchar=363370 nwr55WV-G8K1-JDPF-N2T3xmlchar=363370

escape A0nwrThe_robbery nwr58CX-9881-F072-450Hxmlchar=804810 nwr58CX-6G41-DXDT-6228xmlchar=804810

escape A0dbprobbery nwr57HF-R4P1-JBSM-84PKxmlchar=32123219

escape A0nwrDRUG nwr4S22-BBR0-TX4X-W093xmlchar=848854 nwr40V2-TX80-007C-60SXxmlchar=6270 nwr40V2-TX80-007C-60SXxmlchar=811817 nwr4S22-BBR0-TX4X-W093xmlchar=104112

flee A0nwrDrug_trafficker_John_Traynor_and_Veroncia_Geurin

nwr40YH-HX10-0017-F01Fxmlchar=304308 nwr40YH-HX10-0017-F01Nxmlchar=289293 nwr4S22-BG60-TX4X-W0DHxmlchar=300304 nwr4S22-BG60-TX4X-W0DRxmlchar=285289

flee A0nwrthe_drug_traffickers nwr57RT-PXV1-F03R-N215xmlchar=27802784

flee A0nwrthe_drug_traffickers nwr57RM-NJ11-JB1X-W1SGxmlchar=26822686

flee A0dbpTheft nwr59R2-2K71-JBVM-Y472xmlchar=15541558

refugee A1nwrfor_drug_smugglers_and_Afghan_refugees

nwr441W-7SR0-00SH-B287xmlchar=14581466

Event Participant Mentionsteal A1nwrof_a_stolen_vehicle nwr3YN0-N530-009F-S162xmlchar=25122518 nwr3YN0-MFK0-009F-R0M7xmlchar=25122518

steal A2nwrfrom_banks_around_the_globe nwr58HT-9781-JD6S-R2PHxmlchar=27322740 nwr58HR-XF21-JBSS-S0B6xmlchar=27372745 nwr58HR-XDW1-JBPX-W01Txmlchar=27142722

steal A1nwrall_the_money_and_the_cocaine nwr59N9-NTB1-JD6S-R3NPxmlchar=33233328 nwr593V-JRX1-DY2D-K1YDxmlchar=33063311

theft A1nwrmotor_vehicle nwr457T-8NB0-01BN-X180xmlchar=57395744

steal A1nwrto_report_the_vehicle_as_stolen nwr5BBR-VV71-JD6S-R54Cxmlchar=26082614

steal A1nwronersquos_money nwr57M0-F5F1-JDKC-R2NNxmlchar=37883793 nwr57M0-F5F1-JDKC-R2NNxmlchar=25312539

theft A1nwrvehicle_theft nwr5573-TC91-JCW9-X2Y0xmlchar=20182023

lift A1nwrdrug_patent nwr4KXN-BS20-TXJ2-N2N7xmlchar=16681672

lift A1nwrthe_drugs nwr57DP-G321-JC60-C4CGxmlchar=19621968

steal A1nwrstolen_cars_arms_and_drugs nwr57HV-DXV1-DXY4-X18Gxmlchar=49024908

steal A1nwrall_the_money nwr54DM-9KP1-F0YS-04MKxmlchar=206212

seizesnatchcapture A1nwrtheir_own_cash

nwr44HX-DNC0-00GG-M0H0xmlchar=38473855 nwr44HX-DNC0-00GG-M0H0xmlchar=16011607 nwr44HX-DNC0-00GG-M0H0xmlchar=16411647 nwr44HX-DNC0-00GG-M0H0xmlchar=680688 nwr44HX-DNC0-00GG-M0H0xmlchar=12081213

esoEscaping

esoStealing instances mentions

Analysesbull Welke entiteiten spelen een rol soorten aantallen van

mentions trends in de tijd en regiorsquos bull Welke gebeurtenissen vinden plaats soorten en aantallen

trends in de tijd en regiorsquos bull Welke veranderingen zijn van toepassing op een persoon

regio organisatie in de tijd bull Welke relaties tussen entiteiten en gebeurtenissen op

niveau van individuele personen of categorieeumln van personen op het niveau van soorten gebeurtenissen

bull Welke sociale netwerken zijn er te zien afgezet tegen de tijd regiorsquos en op grond van welke gebeurtenissen (zelfde document gebeurtenis)

Key assetsbull Instance versus mention

bull Event versus document

bull Deduplication across mentions

bull Aggregation from different mentions

bull Semantic querying over types time and places

bull Adaptation to your own ontologies for events entities non-entities

SEMANTIC QUERIES

ESO

dbpPerson7999

esoDestroying2859

dbpE_H_Carrmurder

dbpMilitaryPerson126

dbpDrug25

esoTranslocation19772

carry hashish

Events Entities

esoKilling2859

esoMotion26524

1995 96 97 98 99 2000 01 02 03 04 2005 06 07 08 09 2010 11

Event Participant Mentionescape A0nwrthe_plucky_heroine nwr55WV-G8K1-JDPF-N2T4xmlchar=363370 nwr55WV-G8K1-JDPF-N2T3xmlchar=363370

escape A0nwrThe_robbery nwr58CX-9881-F072-450Hxmlchar=804810 nwr58CX-6G41-DXDT-6228xmlchar=804810

escape A0dbprobbery nwr57HF-R4P1-JBSM-84PKxmlchar=32123219

escape A0nwrDRUG nwr4S22-BBR0-TX4X-W093xmlchar=848854 nwr40V2-TX80-007C-60SXxmlchar=6270 nwr40V2-TX80-007C-60SXxmlchar=811817 nwr4S22-BBR0-TX4X-W093xmlchar=104112

flee A0nwrDrug_trafficker_John_Traynor_and_Veroncia_Geurin

nwr40YH-HX10-0017-F01Fxmlchar=304308 nwr40YH-HX10-0017-F01Nxmlchar=289293 nwr4S22-BG60-TX4X-W0DHxmlchar=300304 nwr4S22-BG60-TX4X-W0DRxmlchar=285289

flee A0nwrthe_drug_traffickers nwr57RT-PXV1-F03R-N215xmlchar=27802784

flee A0nwrthe_drug_traffickers nwr57RM-NJ11-JB1X-W1SGxmlchar=26822686

flee A0dbpTheft nwr59R2-2K71-JBVM-Y472xmlchar=15541558

refugee A1nwrfor_drug_smugglers_and_Afghan_refugees

nwr441W-7SR0-00SH-B287xmlchar=14581466

Event Participant Mentionsteal A1nwrof_a_stolen_vehicle nwr3YN0-N530-009F-S162xmlchar=25122518 nwr3YN0-MFK0-009F-R0M7xmlchar=25122518

steal A2nwrfrom_banks_around_the_globe nwr58HT-9781-JD6S-R2PHxmlchar=27322740 nwr58HR-XF21-JBSS-S0B6xmlchar=27372745 nwr58HR-XDW1-JBPX-W01Txmlchar=27142722

steal A1nwrall_the_money_and_the_cocaine nwr59N9-NTB1-JD6S-R3NPxmlchar=33233328 nwr593V-JRX1-DY2D-K1YDxmlchar=33063311

theft A1nwrmotor_vehicle nwr457T-8NB0-01BN-X180xmlchar=57395744

steal A1nwrto_report_the_vehicle_as_stolen nwr5BBR-VV71-JD6S-R54Cxmlchar=26082614

steal A1nwronersquos_money nwr57M0-F5F1-JDKC-R2NNxmlchar=37883793 nwr57M0-F5F1-JDKC-R2NNxmlchar=25312539

theft A1nwrvehicle_theft nwr5573-TC91-JCW9-X2Y0xmlchar=20182023

lift A1nwrdrug_patent nwr4KXN-BS20-TXJ2-N2N7xmlchar=16681672

lift A1nwrthe_drugs nwr57DP-G321-JC60-C4CGxmlchar=19621968

steal A1nwrstolen_cars_arms_and_drugs nwr57HV-DXV1-DXY4-X18Gxmlchar=49024908

steal A1nwrall_the_money nwr54DM-9KP1-F0YS-04MKxmlchar=206212

seizesnatchcapture A1nwrtheir_own_cash

nwr44HX-DNC0-00GG-M0H0xmlchar=38473855 nwr44HX-DNC0-00GG-M0H0xmlchar=16011607 nwr44HX-DNC0-00GG-M0H0xmlchar=16411647 nwr44HX-DNC0-00GG-M0H0xmlchar=680688 nwr44HX-DNC0-00GG-M0H0xmlchar=12081213

esoEscaping

esoStealing instances mentions

Analysesbull Welke entiteiten spelen een rol soorten aantallen van

mentions trends in de tijd en regiorsquos bull Welke gebeurtenissen vinden plaats soorten en aantallen

trends in de tijd en regiorsquos bull Welke veranderingen zijn van toepassing op een persoon

regio organisatie in de tijd bull Welke relaties tussen entiteiten en gebeurtenissen op

niveau van individuele personen of categorieeumln van personen op het niveau van soorten gebeurtenissen

bull Welke sociale netwerken zijn er te zien afgezet tegen de tijd regiorsquos en op grond van welke gebeurtenissen (zelfde document gebeurtenis)

Key assetsbull Instance versus mention

bull Event versus document

bull Deduplication across mentions

bull Aggregation from different mentions

bull Semantic querying over types time and places

bull Adaptation to your own ontologies for events entities non-entities

Event Participant Mentionescape A0nwrthe_plucky_heroine nwr55WV-G8K1-JDPF-N2T4xmlchar=363370 nwr55WV-G8K1-JDPF-N2T3xmlchar=363370

escape A0nwrThe_robbery nwr58CX-9881-F072-450Hxmlchar=804810 nwr58CX-6G41-DXDT-6228xmlchar=804810

escape A0dbprobbery nwr57HF-R4P1-JBSM-84PKxmlchar=32123219

escape A0nwrDRUG nwr4S22-BBR0-TX4X-W093xmlchar=848854 nwr40V2-TX80-007C-60SXxmlchar=6270 nwr40V2-TX80-007C-60SXxmlchar=811817 nwr4S22-BBR0-TX4X-W093xmlchar=104112

flee A0nwrDrug_trafficker_John_Traynor_and_Veroncia_Geurin

nwr40YH-HX10-0017-F01Fxmlchar=304308 nwr40YH-HX10-0017-F01Nxmlchar=289293 nwr4S22-BG60-TX4X-W0DHxmlchar=300304 nwr4S22-BG60-TX4X-W0DRxmlchar=285289

flee A0nwrthe_drug_traffickers nwr57RT-PXV1-F03R-N215xmlchar=27802784

flee A0nwrthe_drug_traffickers nwr57RM-NJ11-JB1X-W1SGxmlchar=26822686

flee A0dbpTheft nwr59R2-2K71-JBVM-Y472xmlchar=15541558

refugee A1nwrfor_drug_smugglers_and_Afghan_refugees

nwr441W-7SR0-00SH-B287xmlchar=14581466

Event Participant Mentionsteal A1nwrof_a_stolen_vehicle nwr3YN0-N530-009F-S162xmlchar=25122518 nwr3YN0-MFK0-009F-R0M7xmlchar=25122518

steal A2nwrfrom_banks_around_the_globe nwr58HT-9781-JD6S-R2PHxmlchar=27322740 nwr58HR-XF21-JBSS-S0B6xmlchar=27372745 nwr58HR-XDW1-JBPX-W01Txmlchar=27142722

steal A1nwrall_the_money_and_the_cocaine nwr59N9-NTB1-JD6S-R3NPxmlchar=33233328 nwr593V-JRX1-DY2D-K1YDxmlchar=33063311

theft A1nwrmotor_vehicle nwr457T-8NB0-01BN-X180xmlchar=57395744

steal A1nwrto_report_the_vehicle_as_stolen nwr5BBR-VV71-JD6S-R54Cxmlchar=26082614

steal A1nwronersquos_money nwr57M0-F5F1-JDKC-R2NNxmlchar=37883793 nwr57M0-F5F1-JDKC-R2NNxmlchar=25312539

theft A1nwrvehicle_theft nwr5573-TC91-JCW9-X2Y0xmlchar=20182023

lift A1nwrdrug_patent nwr4KXN-BS20-TXJ2-N2N7xmlchar=16681672

lift A1nwrthe_drugs nwr57DP-G321-JC60-C4CGxmlchar=19621968

steal A1nwrstolen_cars_arms_and_drugs nwr57HV-DXV1-DXY4-X18Gxmlchar=49024908

steal A1nwrall_the_money nwr54DM-9KP1-F0YS-04MKxmlchar=206212

seizesnatchcapture A1nwrtheir_own_cash

nwr44HX-DNC0-00GG-M0H0xmlchar=38473855 nwr44HX-DNC0-00GG-M0H0xmlchar=16011607 nwr44HX-DNC0-00GG-M0H0xmlchar=16411647 nwr44HX-DNC0-00GG-M0H0xmlchar=680688 nwr44HX-DNC0-00GG-M0H0xmlchar=12081213

esoEscaping

esoStealing instances mentions

Analysesbull Welke entiteiten spelen een rol soorten aantallen van

mentions trends in de tijd en regiorsquos bull Welke gebeurtenissen vinden plaats soorten en aantallen

trends in de tijd en regiorsquos bull Welke veranderingen zijn van toepassing op een persoon

regio organisatie in de tijd bull Welke relaties tussen entiteiten en gebeurtenissen op

niveau van individuele personen of categorieeumln van personen op het niveau van soorten gebeurtenissen

bull Welke sociale netwerken zijn er te zien afgezet tegen de tijd regiorsquos en op grond van welke gebeurtenissen (zelfde document gebeurtenis)

Key assetsbull Instance versus mention

bull Event versus document

bull Deduplication across mentions

bull Aggregation from different mentions

bull Semantic querying over types time and places

bull Adaptation to your own ontologies for events entities non-entities

Analysesbull Welke entiteiten spelen een rol soorten aantallen van

mentions trends in de tijd en regiorsquos bull Welke gebeurtenissen vinden plaats soorten en aantallen

trends in de tijd en regiorsquos bull Welke veranderingen zijn van toepassing op een persoon

regio organisatie in de tijd bull Welke relaties tussen entiteiten en gebeurtenissen op

niveau van individuele personen of categorieeumln van personen op het niveau van soorten gebeurtenissen

bull Welke sociale netwerken zijn er te zien afgezet tegen de tijd regiorsquos en op grond van welke gebeurtenissen (zelfde document gebeurtenis)

Key assetsbull Instance versus mention

bull Event versus document

bull Deduplication across mentions

bull Aggregation from different mentions

bull Semantic querying over types time and places

bull Adaptation to your own ontologies for events entities non-entities

Key assetsbull Instance versus mention

bull Event versus document

bull Deduplication across mentions

bull Aggregation from different mentions

bull Semantic querying over types time and places

bull Adaptation to your own ontologies for events entities non-entities