ARES Analysis

ARES Analysis is information extraction system that process, analyzes and aggregates news from BBC and Reuters on daily basis. It extracts triples in the form: subject(noun) - relation(verb) - object (noun)

Extraction is based on chunking (shallow parsing), so resulting model must be improved in the future (probably with deep parsing approach)

For example sentence "Trump meets Putin" is extracted as Trump(subject) -> meets (verb relation) -> Putin (object). However significant percentage of overall news sentence are more complicated. ARES Analysis gives you opportunity to perform search on news data in different ways. For example you can search for every place,person,event etc. (object) that U.S. President Donald Trump visits/visited/will visit if you type subject:Trump verb relation: visit. Or you can search for all interactions/verb relations between EU and China if you type subject: EU object:China. If you want to perform just simple full text search on all news sentences in database, just type something into "Sentence" field.

ARES Analysis uses Recursive Neural Network for sentiment analysis of sentences. It means you can search for example for all data that contains verb relation "invest" and have positive sentiment. Please be aware that sentiment data are not 100% accurate because our sentiment analysis algorithm is still under development.

If you want to have a look on overall statistics of some entity, let's say "Japan", just type the keyword into "Entity statistics" field and you will get statistics based on subject, verb relation, object and sentiment data.

This is a link for accessing Ares Relationships Matrix that display relations between entities in adjacency matrix (graph theory)

Last extraction algorithm runs:

BBC --> processed sentences: 787, processed URLs: 56, finished time: 2019-02-23-01-17-29
Reuters --> processed sentences: 1159, processed URLs: 269, finished time: 2019-02-23-01-29-15
Subject Verb relation Object Sentence Select sentiment Date (YYYY-MM-DD)
Entity statistics

Aggregated frequencies of international relations entities

EntityFrequency in news
U.S.165361
China78278
Russia40278
EU31190
Britain25225
Iran25204
Syria22883
Facebook19110
Japan17411
Turkey16940
Germany16815
Mexico16407
France16397
Israel16308
India14193
Canada13034
Australia12011
Apple11009
Ireland9410
Uber9383
Amazon9219
Italy9081
Google9057
U.N.8645
Brazil8017
Iraq7247
Egypt6611
Myanmar6312
Singapore5860
Libya5796
Poland5557
Taiwan5554
Yemen5397
Pakistan5277
Nigeria5103
Spain5064
FBI5031
Ukraine5023
Lebanon4876
Tesla4699
OPEC4660
Zimbabwe4286
Ford4141
Venezuela4084
Kenya4078
Samsung3802
Switzerland3759
Bangladesh3691
Indonesia3656
Philippines3650
Afghanistan3615
Vietnam3550
Hezbollah3379
Sudan3375
Greece3166
Microsoft3145
Malaysia3010
Alphabet3000
ECB2925
Taliban2890
Alibaba2884
Jordan2827
Netherlands2757
Volkswagen2688
Argentina2639
Hungary2594
NATO2569
Toyota2568
Sweden2538
Ethiopia2439
Belgium2362
JPMorgan2343
Huawei2300
BMW2235
Thailand2227
Mitsubishi2166
Norway2158
Chile2089
Hamas2024
Georgia2005
Austria1953
WTO1944
Cuba1929
Exxon1929
Tunisia1910
Uganda1896
Vatican1825
Hyundai1819
Waymo1801
Sony1798
Siemens1703
Mercedes1691
Morocco1690
Honda1688
Bahrain1641
Haiti1579
Nokia1573
Romania1561
Kuwait1556
Somalia1555
Peru1548
SpaceX1517
Audi1483
Portugal1426
Guinea1424
Colombia1410
Cambodia1328
IBM1325
IMF1313
Xiaomi1300
Ghana1299
Serbia1241
BOJ1225
Sinopec1222
Algeria1215
Denmark1203
Tanzania1177
Peugeot1160
Tencent1138
Niger1131
Mali1129
Finland1129
Opel1107
Honduras1087
Chad1086
Jaguar1082
Kazakhstan1061
Panama1046
Luxembourg1032
Cameroon1008
Bulgaria1003
Suzuki1001
Rwanda930
Kosovo883
Zambia878
Citroen857
Maldives797
Cyprus792
Macedonia746
Malta724
Oman722
Mozambique708
Iceland690
Wallmart683
General Motors683
European Commission683
Royal Dutch Shell683
Guatemala679
Senegal661
G20649
Palestine633
Djibouti633
Botswana631
Angola629
Uruguay622
ASEAN614
Eritrea605
Croatia602
Slovakia602
Nepal602
Jamaica576
Liberia573
Ecuador540
Mongolia538
Belarus528
Burundi509
Latvia501
Montenegro488
Gazprom481
Estonia465
Bolivia460
Albania451
Gambia425
Lithuania417
APEC416
Namibia398
Azerbaijan394
Armenia369
Brunei365
Laos362
Comoros325
Slovenia313
Fiji301
OECD296
Malawi295
Mauritius291
Seychelles289
Madagascar288
Nicaragua280
Paraguay277
Uzbekistan263
Benin252
Nauru248
Togo217
Moldova208
Mauritania199
Gabon190
Monaco181
Samoa178
Barbados173
Swaziland167
Lesotho163
Guyana150
Bahamas150
Vanuatu146
Turkmenistan134
Kyrgyzstan132
Mercosur132
Tajikistan130
Belize114
Kurd113
Palau112
Grenada99
Kiribati94
Tonga91
Liechtenstein75
Bhutan64
Eurozone54
Micronesia41
Dominica40
Suriname19
Niue7
Andorra4
Tuvalu3





Aggregated frequencies of NER entities

EntityFrequency in news
US28634
United States10316
China10020
Reuters8100
UK7055
EU6905
Trump6504
Chinese6276
Russia5760
Brexit5042
Russian4816
Iran4192
Syria3795
BBC3744
London3681
British3681
Britain3651
European3416
Washington3341
Europe3219
European Union3181
White House3155
Twitter2850
Facebook2589
French2468
German2418
North Korea2399
Beijing2328
Chinas2272
Turkey2136
Syrian2125
Mexico2033
Germany2033
Japan2018
Israel1986
Saudi Arabia1923
India1914
UN1853
American1843
Moscow1826
Republican1817
England1817
France1794
Congress1786
US President Donald Trump1786
Canada1728
Japanese1641
Iranian1627
Saudi1618
TV1595
New York1588
Turkish1506
Israeli1486
President Donald Trump1458
Democrats1446
Italy1414
House1392
Senate1377
Australia1369
Trumps1351
Mr Trump1349
Republicans1281
Canadian1245
Italian1228
South Korea1213
Islamic State1187
California1183
Paris1177
Brazil1150
United Nations1148
Indian1140
Australian1124
Brussels1121
North Korean1121
Mr1107
FBI1090
Im1072
Africa1071
Amazon1045
African1033
Apple1024
MPs1020
Asia1020
OPEC1016
Mexican982
Bank969
Christmas965
Asian964
World Cup964
Supreme Court963
Middle East957
Britains949
Google933
Tehran917
Western899
University879
Singapore872
Americans870
Wall Street866
Iraq864
Democratic842
Wales827
Florida819
GMT816
North810
Uber802
Ukraine795
Yemen794
Ireland790
Spain777
Northern Ireland777
Brazilian769
Swiss765
European Commission747
Jerusalem744
Russias740
Pyongyang739
Scotland732
Taiwan731
Department704
Irans704
Dec700
Hong Kong700
Palestinian700
Egypt699
South Korean698
Palestinians694
Damascus692
America689
Justice689
South Africa682
Labour674
Irish672
Representatives653
Brent648
Libya647
Spanish639
Jan634
Nigeria628
UKs627
Kremlin624
Texas624
Tesla623
Myanmar610
Pakistan609
English606
Nov597
Boeing597
Treasury588
Muslim585
Commission582
Afghanistan579
NAFTA572
Poland569
South562
Ghouta558
Taliban557
Kim557
Gulf556
Islamist555
CEO553
Hollywood553
Venezuela548
Gaza548
Justice Department543
Instagram534
President Donald Trumps533
Ive522
YouTube519
Brazils518
Idlib516
Donald Trump515
Russians513
Putin513
ECB508
NHS508
Turkeys504
Italys501
Congo498
Riyadh494
Pentagon493
Los Angeles491
Argentina489
BST488
Airbus487
Kim Jong Un485
Tokyo478
Nikkei474
Afrin473
Federal Reserve468
Feb465
Kurdish458
Ministry457
Berlin454
West454
Democrat451
USChina451
Oct451
EUs450
Lebanon450
NATO448
South African445
Sept444
Dutch442
Europes436
IPO434
President Trump430
Arab429
Greece424
Korean424
Netherlands416
Shanghai404
AFP403
Japans403
Ankara401
Jamal Khashoggi401
Iraqi400
Kenya399
US Treasury398
Parliament398
US Department395
Douma392
Netflix392
State Mike Pompeo388
Rohingya387
Qatar386
Cambridge Analytica386
US President Donald Trumps385
Philippines382
State Department380
DNA379
Afghan377
No375
Scottish375
Seoul373
Jewish372
Zimbabwe371
Earth371
Hamas370
New Zealand369
Istanbul369
Nasdaq368
Commons367
New York Times366
Indonesia365
Wall Street Journal362
Malaysia361
US Senate361
Belgium360
European Central Bank359
North America357
Indias357
IS356
Mexicos351
Americas348
Houthis347
Bangladesh347
Ethiopia347
Vietnam346
Prime Minister Theresa May344
Home Office344
Nigerian343
Vatican342
Egyptian342
Sweden342
Islamic340
Thomson Reuters Foundation339
Switzerland335
World War Two332
US Supreme Court332
UAE331
Salisbury331
Thailand329
BBC News328
Libyan326
Theresa May326
US House325
IMF324
Christian324
Ukrainian324
Polish323
Chicago321
Sky320
Kavanaugh318
Erdogan318
Hezbollah316
Democratic Republic315
Mr Trumps313
Russian President Vladimir Putin313
Aug312
Human Rights312
Assad312
United Arab Emirates311
Washingtons311
Jordan309
Saudiled309
Swedish307
Muslims307
Oscar307
US Congress306
Germanys305
Mueller304
Church302
Syrias301
United Kingdom301
South China Sea299
Fox298
Huawei298
European Parliament298
Australias297
Ebola294
Salman294
Toronto294
Houthi293
CNN293
WTO293
Greek293
Israels291
Rome290
North Koreas290
North American Free Trade Agreement287
AsiaPacific287
UN Security Council286
Sydney286
Disney286
Dubai284
ANC284
LCOc1282
Cohen281
STOXX281
AI280
God280
Mediterranean280
Beijings280
Queen279
MP278
Manchester277
GDP277
Sundays276
Xinhua275
SEC275
Macron274
Ford272
Pennsylvania272
Manhattan271
Drug Administration270
Arizona269
Geneva268
President267
Lopez Obrador265
Qualcomm264
Bitcoin262
YPG262
Id261
Goldman Sachs260
Deutsche Bank260
San Francisco259
League258
CLc1258
Latin America257
Venezuelan256
Crimea255
Georgia255
Nissan255
USled252
North Carolina252
Virginia251
High Court251
CCTV251
GM249
World Trade Organization249
Commerce248
Bloomberg248
State248
Washington Post247
G20247
International Monetary Fund247
Westminster246
Jeremy Corbyn246
Xi245
Vienna244
Pacific243
Chile243
Manafort243
Organization240
Dow240
LNG239
Iranians239
Saudi Arabias239
Jews239
Moon238
BOJ238
West Bank238
Morocco237
WhatsApp236
Mrs May236
Cairo236
Century236
Games235
Republic235
Tuesdays234
Bolsonaro233
Lebanese232
CIA231
Edinburgh231
US Food230
President Donald230
CBS230
US State Department230
Fridays230
Mexico City229
FDA228
Tripoli227
New York City227
Olympics227
Indonesian227
Catholic226
Brett Kavanaugh225
Barclays225
Rio225
Washington DC225
Birmingham224
Hodeidah224
Hungary224
ZTE223
PM222
Colombia222
Mays221
Austria221
Venezuelans220
Morgan Stanley219
Alabama219
Rusal219
Norwegian219
Portugal218
Boko Haram217
Khashoggi217
Norway217
HIV216
Sarah Sanders216
Samsung215
Uganda215
Meghan Markle215
Conservative215
USbased215
United215
Exchange Commission214
Microsoft213
Eastern Ghouta213
Volkswagen213
Kenyan213
Facebooks213
Dr212
Merkel212
Canadas212
Conservatives211
Obama211
Oscars210
Thai210
Health209
Mr Kim209
Cuba208
US Secretary208
Labour Party208
World Health Organization208
Prince Harry208
Cambridge206
City205
Olympic205
Dublin204
Inc203
South Carolina202
FTSE202
SPD202
Baghdad202
New Jersey202
Japans Nikkei201
Model200
Peru200
Office199
Somalia198
Danish198
Apple Inc198
Glasgow198
Secretary197
Koreas196
Islam196
Kim Jongun196
FCC195
Petroleum Exporting Countries194
Communist Party194
Weinstein194
Channel193
Winter Olympics193
Denmark193
Eritrea192
World192
Spotify192
Belgian192
Sanaa192
G7191
Liverpool191
Harvey Weinstein191
Thursdays191
Ryanair191
Musk190
Feds190
US Federal Reserve190
LGBT190
Boston189
VW188
Nato188
Las Vegas188
Kabul187
Chinese President Xi Jinping186
Apples186
Delhi186
Pompeo186
Renault185
Times185
State Rex Tillerson184
Austrian184
Paul Manafort184
Ms183
Alibaba183
Catalan183
Gaza Strip183
French President Emmanuel Macron182
Duke181
Novichok181
Walmart181
Africas181
Saudis181
Fox News181
BBC Radio181
Sudan180
Britons180
Tunisia180
Mondays178
Conservative Party178
Pakistani178
South Africas177
Frances177
President Bashar177
Colorado177
IT176
EPA175
Atlantic175
Hillary Clinton174
RIA174
Holocaust174
Comcast174
Melbourne174
Michel Barnier173
Mars173
DUP173
Nairobi173
Bahrain172
Nazi172
UBS172
Jair Bolsonaro172
Saturdays171
BMW170
Caribbean170
Frankfurt169
Southeast Asia169
Belfast169
Philadelphia169
Royal Statistical Society Hetan Shah168
Yemeni168
President Vladimir Putin167
Sergei Skripal167
Michael Cohen167
Wednesdays167
Houston166
Zuma166
Mugabe166
Hindu165
Yemens164
Malaysian164
Army164
Daimler163
Massachusetts163
President Tayyip Erdogan163
Madrid162
Hawaii162
Mali161
Googles161
Abe160
Ghana160
Barcelona160
US President Donald160
Duchess159
Silva159
Ill158
USMexico158
Commonwealth158
Interfax158
GE157
Robert Mugabe156
Dmitry Peskov156
Xinjiang156
Court155
European Court155
North American154
Johnson154
Welsh154
Syrian Observatory153
Downing Street153
South Sudan152
Soviet152
Ohio152
British Prime Minister Theresa May151
Tanzania151
Maryland151
Kiev151
Davos150
US Justice Department150
Amnesty International150
President Xi Jinping150
Mr Mugabe149
US Treasuries149
BoE149
Argentine149
Oxford149
Sao Paulo148
Institute148
NRA147
Grab147
Investigation147
Manbij147
Vladimir Putin147
Andres Manuel Lopez Obrador146
Social Democrats146
Lula145
Boris Johnson145
Group144
Congolese144
Prince144
Puerto Rico143
Cambodia143
Android143
Romania143
World Bank143
North Koreans143
Silicon Valley143
GKN142
Syrian President Bashar142
Tencent142
Muellers142
Portuguese142
Michigan142
JPMorgan141
Skripals141
Mumbai141
Harry141
Grenfell Tower141
Netanyahu141
Cameroon141
Windsor141
CO2141
Nassar141
Norths141
Syrians141
Harare140
Cold War140
Glencore140
Foreign Office139
Pope139
Sky News139
Pemex139
Kuwait139
Starbucks138
Moscows138
Serbia138
European Unions138
Iraqs137
Londons136
Federal Bureau136
Bristol136
Security Council135
Radio135
Mr Johnson135
US Securities135
Algeria135
Amsterdam135
Christians135
Islamic Republic134
Dreamers134
Facebook Inc134
Sun134
WHO134
Homeland Security133
Croatia133
ABC133
Mnangagwa133
Tel Aviv133
Milan133
Latin American133
Obamacare133
German Chancellor Angela Merkel132
Thomson Reuters132
Honduras132
Europeans132
Malta132
Petrobras132
Formula One131
Transport131
Somali131
Athens131
Luxembourg130
Metropolitan Police130
Israelis130
Victoria130
Stormy Daniels130
John130
Financial Times130
Total130
Haiti129
Arctic129
Venezuelas129
Moore129
SDF129
Mattis129
Egypts129
CNBC129
UKbased129
President Barack Obama128
Movement128
ICO128
ITV128
Rakhine128
Red Cross128
Aramco128
Tehrans128
Intel127
Beirut127
World War One127
Ferrari127
Cuban127
Ethiopian127
David126
African National Congress126
BBCs126
Khashoggis125
HNA125
Appeals125
Mercedes125
Abu Dhabi125
Vivendi125
El Salvador125
Telegram125
US Circuit Court124
Mr Corbyn123
Illinois123
Xerox123
Yulia122
RBS122
PBOC122
Snapchat122
Johannesburg122
Alaska122
Buenos Aires122
Ottawa122
Mr Musk122
Lee121
Emirates121
Cardiff121
Vietnamese121
Chequers121
Democratic Party121
St120
Wells Fargo120
Commerce Department120
James120
JGB120
Weibo120
Finland120
Nigerias120
Londonbased120
Catalonia120
Toyota120
People120
South America120
Tory120
South Koreas120
Barack Obama119
Elliott119
Jefferies119
Obamaera119
Central American119
Fraser119
GP118
Teslas118
Oklahoma118
Shell118
Pope Francis118
Wang117
Union117
Missouri117
Special Counsel Robert Mueller117
Soviet Union117
Broadcom117
Janeiro116
Iceland116
Amazons116
Ramaphosa116
Sessions116
Shenzhen116
Mogadishu116
Mississippi116
Williams116
Crown Prince Mohammed116
PMI115
Daniels115
Indian Ocean115
Warsaw115
Bayer115
Wisconsin114
FCA114
Lords114
Bollywood113
Melrose113
FIFA113
Journal113
Ghosn113
Leeds113
Helsinki113
Kurds113
OK112
Ofcom112
Philip Hammond112
AfricanAmerican112
Airbnb112
Sussex111
Berkshire111
West Africa111
Korean War111
Sisi111
Topix111
Jackson110
Meghan110
Korea110
Nazis110
Oxfam110
Pittsburgh110
South American110
Academy110
Powell110
Detroit109
Commerzbank109
Jacob Zuma109
Panama109
Chilean109
Minnesota108
Smith108
Cyprus108
US Navy108
Thomas107
Niger107
Wall Streets107
Global Times107
Workers Party107
Australians107
Pakistans107
RUSSIAN107
Quebec106
JP Morgan106
Sri Lanka106
World Economic Forum106
Prime Minister Theresa Mays106
Time Warner106
Treasuries106
Internet106
Kansas106
Catholic Church106
Heathrow106
Sheffield105
John Bolton105
Red Sea105
Saudi Aramco105
Leave105
Taiwanese105
Budget105
Stockholm104
Committee104
Elon Musk104
Donald Trumps104
Mr Putin104
Libyas104
Council104
Larry Kudlow104
Anadolu103
WeChat103
Kerala103
Kosovo103
OPCW103
Pyongyangs103
Defence103
Addis Ababa103
North Sea103
Tesco103
CFPB103
Bulgaria103
WTI102
SpaceX102
Florence102
Kentucky102
Cornwall101
Czech101
Qatari101
NOC101
South Korean President Moon Jaein101
Shire101
Republican Party101
Today101
Michael100
Utah100
Santos100
Shiite100
SoftBank100
Organisation100
Finnish100
Islamabad100
Gibraltar100
Congos99
Canadians99
Embraer99
Ecuador99
Ms Markle99
Tillerson99
Cabinet99
Uber Technologies Inc99
HSBC99
New Delhi99
Met Office99
Road99
Qaeda99
Skripal99
UKIP99
Li98
Rwanda98
NBC98
WPP98
Cape Town98
Bombardier98
Pyeongchang98
Brazilians98
Jones98
Ukraines98
Islamists98
Scott97
Rosneft97
President Jacob Zuma97
Zimbabweans97
Wimbledon97
Seattle97
Nigerians97
NFL97
SNP97
USA Gymnastics97
Bolton97
Tennessee97
Novembers97
Queensland97
Human Rights Watch97
Kelly96
David Davis96
Taiwans96
Odebrecht96
Mr Zuma96
Asias96
Jakarta95
Cosby95
Christmas Day95
Goldman95
New95
ONS95
Article95
Old Bailey95
Disease Control95
Blackstone95
Carillion95
Credit Suisse95
Association95
New Year95
Ryan95
Black Sea95
Center95
FX94
Prevention94
Oscarwinning94
Miami94
ACLU94
Alexa94
Alphabet94
President Trumps94
Maduro94
Philippine93
Mozambique93
Austin93
Rouhani93
Iowa93
Macedonia93
Audi93
East Jerusalem93
Associated Press93
ID92
Windrush92
BJP92
Monsanto92
Indians92
Central America92
Novartis92
Prince Mohammed91
Senegal91
Californias91
President Emmanuel Macron91
Met Police91
Germans91
Donald91
Paul91
US District Court91
Bali91
Kinshasa90
Turkish President Tayyip Erdogan90
US Embassy90
Guatemala90
Turks90
Uruguay90
Labours89
F3589
Zimbabwes89
Hariri89
Medicare89
Atlanta89
US Constitution89
Sinai89
Czech Republic89
St Petersburg88
Kavanaughs88
Siemens88
East88
Aleppo88
Flipkart88
ICE88
Liu88
PRI88
Mr Macron88
Global88
Bannon88
ZanuPF88
United Nations Security Council88
West Virginia88
Vancouver88
KPMG88
Sinn88
Kims88
Citi87
Nevada87
Mosul87
Moodys87
Gates87
Zambia87
Northern87
Buffett87
MSCI86
MAX86
Capitol Hill86
Greens86
Star Wars86
Chancellor Angela Merkel86
Roche86
Hamilton86
Agriculture86
Israeli Prime Minister Benjamin Netanyahu85
Punjab85
Mohammed85
Seven85
Italians85
Mr Mnangagwa85
Prohibition85
Southeast Asian85
Africans85
ZTE Corp85
Aden85
Sainsburys85
Myanmars85
Freedom85
Revolutionary Guards85
Kent85
MSCIs85
Ethiopias85
International Criminal Court84
New Mexico84
OPECled84
Maldives84
Scotlands84
Mrs84
Appeal84
Education84
Munich84
West African84
Defense84
Macrons84
Belt84
Southern California83
Tunisian83
Easter83
Centre83
Bush83
Brooklyn82
Premier League82
Jaish82
Forbes82
FTC82
Englands82
Hungarian82
Sudanese82
RAF82
Kuala Lumpur82
Interpol82
UNHCR82
BP81
Broadway81
Cruz81
Colombian81
Emerging81
Children81
Central African Republic81
CMA81
Parkland81
Mr Moore81
Windsor Castle81
Deraa81
Spains81
America Merrill Lynch81
Papua New Guinea81
IHS Markit81
Pence81
Star81
Sanofi80
Senate Judiciary Committee80
NYSE80
Kurdish YPG80
Reuters Health80
Essex80
Havana80
Caracas80
William80
District80
Air Force80
Waymo80
Surrey79
Comey79
Zuckerberg79
Law79
Hudaydah79
Pfizer79
A38079
Medicaid79
Cannes79
Fernando Haddad79
Arabic79
Wa Lone79
DACA79
Ubers79
Musks79
Oregon78
Clinton78
Deutsche78
GPS78
PKK78
Newcastle78
Buckingham Palace78
Development78
Jack78
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