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
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
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
ntol
ogy
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
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
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
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
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
ntol
ogy
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
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
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
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
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
ntol
ogy
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
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
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
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
ntol
ogy
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
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
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
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
ntol
ogy
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
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
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
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
ntol
ogy
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
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
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
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
ntol
ogy
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
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
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
ntol
ogy
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
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
ntol
ogy
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
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
ntol
ogy
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
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
ntol
ogy
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
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
ntol
ogy
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
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