ARES Analysis

ARES Analysis is nonprofit NLP research project developing 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). For example sentence "Trump meets Putin" is extracted as Trump(subject) -> meets (verb relation) -> Putin (object). The software is being written in Java.

Extraction is based on chunking (Shallow Parsing), so resulting model must be improved in the future with Deep Parsing approach. Shallow Parsing processes text as flat structure (not tree structure that is domain of Deep Parsing). Regarding extraction data, you can choose between chunks and superChunks. Chunks are less acurate then superChunks in regard to searching terms but contain more context data then superChunks.

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 combination of custom ARES algorithm and 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 model is still in the process of training.

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: 156, processed URLs: 181, finished time: 2019-10-21-07-23-52
Reuters --> processed sentences: 985, processed URLs: 294, finished time: 2019-10-21-07-33-13
Subject Verb relation Object Sentence Select extraction mode: Select sentiment Date (YYYY-MM-DD)
Entity statistics

Aggregated frequencies of international relations entities

EntityFrequency in news
U.S.204663
China99655
Russia50132
EU42513
Iran32303
Britain31763
Syria27891
Facebook24848
Japan21898
Mexico21053
Turkey20774
Germany20737
France20605
Israel19847
India17895
Canada16469
Australia14920
Apple14091
Ireland11821
Amazon11795
Google11664
Italy11559
Uber11383
Brazil10381
U.N.10311
Iraq8892
Egypt7936
Singapore7351
Myanmar7244
Taiwan7005
Libya6986
FBI6613
Poland6576
Tesla6498
Pakistan6492
Yemen6484
OPEC6327
Spain6300
Nigeria6257
Ukraine6249
Lebanon5608
Venezuela5528
Ford5409
Zimbabwe5016
Kenya4903
Samsung4645
Indonesia4588
Switzerland4519
Afghanistan4489
Vietnam4406
Huawei4357
Philippines4314
Bangladesh4233
Sudan4127
Hezbollah4013
Greece3854
Microsoft3848
ECB3812
Malaysia3783
Taliban3773
Alphabet3630
Jordan3523
Volkswagen3464
Argentina3436
Netherlands3423
NATO3405
Alibaba3403
Sweden3199
Ethiopia3132
Toyota3119
Hungary3016
Belgium2998
JPMorgan2831
Thailand2825
BMW2736
Norway2636
Hamas2621
Georgia2556
Mitsubishi2514
Chile2512
WTO2423
Austria2421
Cuba2365
Uganda2361
Vatican2312
Hyundai2273
Exxon2259
Tunisia2229
Morocco2097
Sony2093
Bahrain2067
Siemens2018
Waymo1998
Mercedes1996
Honda1962
Somalia1906
Peru1888
Kuwait1872
Colombia1854
IMF1845
Romania1835
SpaceX1799
Portugal1796
Nokia1769
Haiti1767
Audi1714
Guinea1710
Tencent1638
BOJ1628
Cambodia1586
Algeria1577
Denmark1559
Ghana1556
IBM1508
Serbia1478
Xiaomi1477
Tanzania1468
Mali1422
Finland1373
Honduras1373
Sinopec1362
Niger1355
Chad1294
Panama1293
Luxembourg1265
Bulgaria1253
Peugeot1246
Cameroon1242
Kazakhstan1220
Jaguar1213
Opel1189
G201185
Rwanda1137
Kosovo1080
Suzuki1076
Zambia1063
Mozambique1003
Guatemala996
Cyprus992
Malta958
Oman954
Macedonia934
Maldives913
Iceland895
Citroen887
Eritrea871
Senegal847
Croatia809
Uruguay781
Botswana752
Slovakia744
Palestine744
Angola740
Djibouti733
Nepal727
Ecuador716
Jamaica695
General Motors683
Wallmart683
European Commission683
Royal Dutch Shell683
Liberia676
ASEAN675
Mongolia644
Gazprom640
Estonia620
Belarus616
Burundi615
Latvia586
Montenegro568
Bolivia557
Albania533
Lithuania530
Gambia497
Azerbaijan485
Namibia470
Brunei459
APEC449
Armenia445
Laos438
Malawi412
OECD412
Comoros390
Slovenia384
Nicaragua383
Fiji377
Paraguay374
Madagascar374
Mauritius361
Nauru343
Seychelles332
Uzbekistan314
Benin293
Moldova260
Togo259
Mauritania258
Monaco251
Gabon241
Samoa222
Swaziland216
Barbados208
Vanuatu202
Mercosur199
Bahamas196
Lesotho192
Guyana186
Tajikistan168
Kyrgyzstan163
Turkmenistan162
Belize144
Palau139
Kurd137
Tonga128
Grenada111
Kiribati104
Liechtenstein100
Bhutan91
Eurozone69
Micronesia57
Dominica52
Suriname33
Niue15
Andorra10
Tuvalu8





Aggregated frequencies of NER entities

EntityFrequency in news
US38323
United States14248
China14133
Reuters11442
EU9580
UK9416
Trump9205
Chinese8812
Brexit8165
Russia7109
Russian5983
Iran5572
British5042
Britain4852
BBC4819
London4724
European4714
Washington4672
Syria4502
European Union4469
Europe4323
White House4107
Twitter3810
French3456
Facebook3401
Chinas3243
Beijing3239
German3238
Mexico3020
Japan2955
North Korea2935
Congress2834
Turkey2695
India2661
Germany2631
France2529
American2504
Israel2439
Japanese2432
Syrian2375
Saudi Arabia2369
UN2357
US President Donald Trump2351
Moscow2328
England2282
Canada2272
Republican2233
Democrats2209
New York2161
Iranian2134
TV2062
Trumps2016
President Donald Trump1997
Saudi1983
House1976
Israeli1858
Australia1836
Turkish1817
Senate1754
Italy1742
Canadian1707
Mr Trump1700
Brazil1668
MPs1634
California1618
Republicans1608
Paris1597
Britains1583
Im1580
Indian1577
Italian1569
South Korea1561
Amazon1549
Islamic State1543
Australian1500
Mexican1483
United Nations1477
Brussels1459
Democratic1445
Apple1413
African1387
North Korean1385
Africa1359
Mr1340
Asia1321
FBI1308
Bank1290
Tehran1290
Middle East1270
Google1270
Americans1248
Supreme Court1227
Boeing1227
OPEC1212
Asian1197
Hong Kong1193
University1189
Western1176
Iraq1154
Venezuela1146
Brazilian1138
Huawei1124
GMT1108
Wall Street1100
Singapore1086
Wales1063
Christmas1050
Labour1042
World Cup1042
Swiss1033
Northern Ireland1024
Russias1018
Irans1014
Ukraine1010
European Commission1004
Florida997
Uber992
Ireland991
Scotland974
Department970
Taiwan970
Representatives956
Irish948
Spain943
America932
USChina924
North923
Yemen919
South Korean912
Pakistan909
Palestinian901
Justice901
UKs891
Egypt873
Libya865
Tesla856
Palestinians854
Pyongyang854
Texas854
Gulf846
President Donald Trumps843
Justice Department833
Muslim828
Spanish825
Jan818
Jerusalem812
South Africa805
Dec798
Brent792
English788
Instagram788
Nigeria785
Kremlin785
Brazils780
Afghanistan775
Ive770
Treasury760
CEO756
Islamist746
Damascus744
Feb740
Taliban739
Turkeys737
Commission733
Tokyo720
Pentagon715
Kim713
Poland712
Federal Reserve699
YouTube696
ECB695
Japans687
Airbus686
MAX683
Myanmar675
Hollywood674
Parliament666
Dutch657
Congo655
Los Angeles652
Gaza650
Donald Trump645
NHS644
Nov639
Democrat638
New Zealand638
Europes636
Mueller628
Putin622
Indias619
Italys614
Russians613
EUs612
IPO605
South605
Oct595
State Mike Pompeo595
Netflix595
Kim Jong Un592
Nissan589
NAFTA587
NATO586
West580
Idlib580
BST575
Argentina569
Ministry565
Berlin564
IS560
Ghouta558
Arab558
Netherlands556
Indonesia555
Vietnam554
Ankara554
Riyadh554
AFP552
Nikkei550
US Department541
Shanghai540
US President Donald Trumps540
State Department537
Kenya536
President Trump535
Sept534
US Treasury530
Lebanon530
Commons530
Mexicos528
Iraqi518
Istanbul518
Kurdish518
DNA513
Qatar512
Ethiopia512
Chicago511
South African510
Renault507
Venezuelan506
Earth505
No503
Wall Street Journal503
Korean503
Afghan498
Theresa May497
European Central Bank495
Philippines493
Zimbabwe491
Greece491
BBC News489
Prime Minister Theresa May487
Seoul485
Americas485
European Parliament483
US House478
Afrin477
Jewish476
Scottish476
North America476
Jamal Khashoggi474
New York Times471
Switzerland467
Tripoli464
G20463
Malaysia456
Thomson Reuters Foundation455
Sweden453
United Arab Emirates452
UAE452
Thailand449
Ebola447
Nasdaq447
US Senate446
Home Office444
World War Two443
Belgium441
Hamas440
Germanys438
Muslims436
United Kingdom436
Washingtons435
Egyptian433
Deutsche Bank433
Swedish430
Mr Trumps428
US Supreme Court426
Oscar426
Vatican425
IMF423
Rohingya423
Houthis418
STOXX417
North Koreas417
Nigerian415
Bangladesh413
Islamic411
Ukrainian411
Cambridge Analytica409
Christian407
Cohen407
Aug405
Democratic Republic405
Israels404
Church404
Libyan403
Polish402
US Congress400
Ford398
Australias397
Douma395
Labour Party394
SEC393
Manhattan390
Rome387
Beijings384
Id383
Hezbollah383
Russian President Vladimir Putin383
Erdogan383
Lopez Obrador380
Conservative378
Mays377
WTO375
AI373
Mrs May373
Latin America373
Queen372
Oscars370
Sundays370
God369
Jeremy Corbyn369
GDP366
MP364
Conservatives363
Toronto363
South China Sea362
Human Rights361
San Francisco359
Sydney359
Xi358
Jordan357
Sky357
Dubai356
Greek356
Saudiled354
Drug Administration352
Qualcomm351
Salisbury350
Mediterranean350
AsiaPacific350
Norwegian349
Xinhua349
Pemex349
CNN348
GM347
Salman347
Bolsonaro347
Bloomberg347
Geneva345
Georgia345
Disney345
Sudan344
Westminster343
Manchester343
Syrias342
President342
Assad342
Goldman Sachs341
Houthi340
Virginia340
Fridays340
State340
UN Security Council337
Volkswagen336
Manafort336
Macron335
FDA333
HIV333
Facebooks333
Venezuelas332
USled331
West Bank329
PM328
Maduro328
Pennsylvania328
ANC327
Fox327
WhatsApp325
Barclays324
Kavanaugh324
Conservative Party324
Cuba323
Pacific323
Arizona323
World Trade Organization322
Washington Post322
LNG322
Tuesdays321
Mexico City321
International Monetary Fund321
CCTV321
League320
Colombia319
Commerce316
BOJ315
Rio314
High Court314
Chinese President Xi Jinping314
Jews313
Feds312
Dr311
Johnson309
Venezuelans308
Edinburgh307
US Food306
North American Free Trade Agreement306
Canadas306
Moon305
Cairo305
Chile304
Muellers303
Indonesian303
Alabama303
US State Department302
Century302
US Federal Reserve302
Catholic301
Crimea301
Saudi Arabias300
Norway300
Uganda300
Organization299
Morgan Stanley298
Bitcoin298
Exchange Commission297
Inc297
New York City297
Microsoft296
LCOc1296
Birmingham295
USMexico295
Republic294
YPG293
Washington DC292
North Carolina290
Morocco289
Samsung288
Vienna288
Thai288
CLc1285
CBS284
Islam284
Model283
Kenyan283
World Health Organization282
Lebanese282
Apple Inc280
Pompeo280
USbased280
Boris Johnson279
Hungary279
Obama278
Health277
Apples277
US Secretary276
Dow275
Iranians274
Commerzbank274
Thursdays274
LGBT273
United272
Hodeidah272
Austria270
Dublin268
CIA268
Frances268
Daimler267
Xinjiang266
Bahrain265
Britons265
Mondays265
Musk264
VW262
Boko Haram262
Somalia261
Sarah Sanders260
Glasgow260
Pakistani259
Kim Jongun258
Portugal258
Japans Nikkei258
Olympics258
BBC Radio258
Olympic257
Danish257
Communist Party257
Wednesdays257
Africas256
Fox News256
Times255
Boston255
Khartoum255
UBS254
Nairobi254
Mr Kim252
Office252
Downing Street251
Belgian251
DUP250
Games250
City249
Melbourne249
Cambridge249
Baghdad249
FAA248
Channel248
Saturdays247
FTSE247
Peru247
Khashoggi247
Ill246
New Jersey244
Walmart243
Algeria243
IT242
ZTE242
Duke241
Rusal241
Delhi241
Googles239
Brett Kavanaugh239
Alibaba239
Petroleum Exporting Countries238
BMW238
SDF238
Michael Cohen237
Prince Harry237
US Justice Department237
Las Vegas237
Colorado236
World235
EPA234
Austrian234
Liverpool233
FCC233
Denmark233
Madrid233
Central American233
Secretary233
French President Emmanuel Macron233
Holocaust232
Kabul231
World Bank231
President Donald230
South Carolina229
SPD229
North American228
Merkel228
Ghosn227
Spotify227
Army227
British Prime Minister Theresa May226
Caribbean225
Meghan Markle225
Ryanair224
Android223
Mali223
Sanaa223
Financial Times223
G7222
Abe222
Paul Manafort220
Ohio220
South Africas219
Max218
Ethiopian218
Houston217
Weinstein217
Philadelphia216
Nato216
Tanzania215
RUSSIAN215
Mars215
Nazi215
Harvey Weinstein214
Sao Paulo214
Malaysian214
Koreas214
Group214
Eastern Ghouta213
Atlantic213
Frankfurt212
Belfast212
Yemens211
Eritrea211
Tunisia210
Davos210
Catalan210
GE209
Hillary Clinton209
Europeans209
Michel Barnier208
Massachusetts208
Yemeni208
BJP207
RIA207
Saudis207
President Vladimir Putin206
WHO206
Michigan206
Gaza Strip206
Huaweis205
Duchess203
Southeast Asia203
Court203
Hindu202
Ms202
Prime Minister Theresa Mays202
FCA202
F35201
European Unions201
Homeland Security200
Guatemala200
Barcelona200
Petrobras200
BoE199
Cuban199
Wisconsin198
Welsh198
Nigerias198
Sri Lanka198
Formula One198
Sky News198
Congolese197
Winter Olympics197
Latin American196
Illinois196
Oxford195
Soviet195
President Bashar195
Netanyahu194
Institute194
El Salvador194
Silicon Valley194
Tel Aviv194
Toyota193
Mozambique193
Facebook Inc192
Union191
Interfax191
Hawaii191
Moscows191
Ghana190
South Koreas190
Mercedes189
President Tayyip Erdogan188
CO2188
Ferrari188
Jair Bolsonaro188
Maryland188
Romania188
Ottawa188
Novichok187
State Rex Tillerson187
Silva187
JPMorgan186
Mumbai186
US Securities186
Obamacare186
Puerto Rico186
Democratic Party185
President Xi Jinping185
South Sudan184
Mr Johnson183
Harry183
Argentine183
Dmitry Peskov183
Honduras183
North Koreans183
Comcast182
Harare182
Amnesty International182
Egypts182
Elliott182
European Court182
BBCs182
Tesco182
Arctic181
Tencent181
Kiev181
Zuma180
ABC179
Cambodia179
CNBC179
James178
Foreign Office178
Iowa178
Sergei Skripal178
Cold War178
Mugabe178
Londons177
Bristol177
Special Counsel Robert Mueller177
Amsterdam177
Bayer177
Canadians176
Sun176
Grab176
Tehrans176
Commonwealth176
Islamic Republic175
Central America175
Prince175
Article174
Portuguese174
Abu Dhabi174
Cameroon173
ITV173
Tory173
Intel172
Medicare172
Investigation172
Metropolitan Police172
Monsanto172
Sudanese171
Christians171
Meghan171
Transport171
Pope171
Minnesota170
Malta170
Hanoi170
Social Democrats170
NRA169
Alaska169
Teslas169
Serbia169
Missouri169
Kelly168
Somali168
Royal Statistical Society Hetan Shah168
Janeiro167
Jefferies167
US Treasuries166
Moore166
Israelis166
Refinitiv166
South American166
South America166
Robert Mugabe166
US Circuit Court166
Vietnamese166
Libyas166
Jackson165
Radio165
Iraqs165
Caracas165
Milan165
Weibo164
Norths164
German Chancellor Angela Merkel164
Cardiff164
St163
Starbucks163
Syrian Observatory163
Academy163
Larry Kudlow163
Vladimir Putin163
Boeing Co163
Pope Francis162
US President Donald162
People162
Security Council161
Finland161
SpaceX161
Haiti161
Appeals161
Amazons161
Syrians161
Barack Obama160
Syrian President Bashar160
Glencore160
AfricanAmerican160
Kuwait160
Bollywood160
Snapchat160
President Barack Obama159
ICO159
Philip Hammond159
Victoria159
UKbased159
Luxembourg158
RBS158
Vivendi158
Total157
PBOC157
LNA156
John156
Williams156
Commerce Department156
Boeings156
Powell156
GP155
Detroit155
Soviet Union155
Berkshire155
West Africa155
Wang154
Red Cross154
Oman154
Londonbased154
Road154
Barr154
Sussex153
Johannesburg153
Lula153
Movement153
Federal Bureau153
Athens153
Mnangagwa152
Khashoggis152
Ukraines152
World Economic Forum151
Oklahoma151
Manbij151
Aramco151
Stockholm150
Mr Mugabe150
Dreamers150
Shell150
David150
Wells Fargo149
Andres Manuel Lopez Obrador149
Lee149
Thomson Reuters149
Mississippi149
OK148
Labours148
Windsor148
Rakhine148
Pakistans148
Mr Corbyn147
Committee147
Cyprus147
Crown Prince Mohammed147
Daniels147
Catholic Church147
Belt147
PDVSA147
Beirut146
Mogadishu146
World War One146
Journal146
African National Congress146
Credit Suisse146
NOC145
Emirates145
Congos145
Wall Streets145
PMI144
Nassar144
Skripals143
Grenfell Tower143
JGB143
Warsaw143
Addis Ababa143
Easter143
Croatia143
Korea143
Pyongyangs143
Stormy Daniels143
Taiwanese143
John Bolton142
GKN142
Nazis142
Human Rights Watch142
Telegram142
Donald Trumps142
New Delhi142
Ramaphosa142
Indians142
Jones142
Buenos Aires141
Obamaera141
Global141
Hong Kongs141
Osaka141
Vancouver141
Mr Musk141
Airbnb141
Nigerians140
Indian Ocean140
Internet140
Shenzhen140
JP Morgan140
Lyft140
Moodys140
Disease Control140
Leave140
Sisi140
Rosneft139
Gibraltar139
Deutsche139
Council139
Treasuries138
Leeds138
US Navy137
Siemens137
Smith137
Lion Air137
Australians137
Citi136
Zimbabwes136
Carlos Ghosn136
Niger136
Goldman136
Guaido136
Korean War136
Rwanda135
Taiwans135
Prevention135
Global Times135
HSBC135
Defence135
US Constitution135
Sainsburys135
Islamabad135
FX134
FTC134
Mattis134
Sessions134
Catalonia134
Islamists134
Seattle134
S400134
Novartis134
Sudans133
Met Office133
Lords133
Alphabet133
Kosovo133
Debenhams133
Czech132
Asias132
Brazilians132
Heathrow132
Agriculture132
Michael131
Cornwall131
Californias131
National Guard131
Vodafone131
Old Bailey131
Kashmir131
Li130
Iceland130
Wimbledon130
FIFA130
Elon Musk130
Ofcom130
US District Court130
Kentucky130
Center130
Kurds130
Bombardier129
Chilean129
Broadcom129
Bulgaria129
Yulia129
Mr Maduro129
Kansas129
Fraser129
HNA128
Uber Technologies Inc128
Finnish128
Freedom128
President Maduro128
Panama128
Asda128
Louisiana128
Zimbabweans127
Liu127
Alitalia127
Jakarta127
Qatari127
SoftBank127
Bolton127
Mr Putin126
Hamilton126
Thomas126
Saudi Aramco126
Anadolu125
Quebec125
Essex125
Association125
Tennessee125
Today125
Bolsonaros125
Miami125
Oxfam124
Qaeda124
Queensland124
Capitol Hill124
Atlanta124
President Trumps124
Xerox124
Nevada123
Special Counsel Robert Muellers123
Met Police123
Scotlands123
NBC123
Pittsburgh123
Helsinki123
Fiat Chrysler123
President Nicolas Maduro123
ACLU123
Chequers123
Revolutionary Guards123
UKIP123
Buffett123
Odebrecht122
ICE122
Spains122
Honda122
NASA122
Colombian122
Cabinet122
Republican Party122
Macedonia122
Cannes122
Audi122
Associated Press122
SNP121
Tesla Inc121
Game121
Jacob Zuma121
Red Sea121
Utah120
WTI120
Blackstone120
Buckingham Palace120
Strait120
Kims120
Topix120
Sheffield120
WeChat120
President Jair Bolsonaro120
Budget120
EV119
Mosul119
Rouhani119
Black Sea119
Oscarwinning119
Defense119
Bangkok119
Doha118
CMA118
ICC118
Polands118
Germans118
Mr Modi118
Reuters Health117
Algerian117
A380117
BP116
NFL116
Trudeau116
Ecuador116
Time Warner116
Hungarian116
Organisation116
Alexa116
East Jerusalem116
Arabic116
ID115
ECBs115
Latin Americas115
International Criminal Court115
Jeremy Hunt115
Greens115
Southern California115
America Merrill Lynch115
North Sea115
Royal College115
Embraer114
Cape Town114
Munich114
Medicaid114
American Civil Liberties Union114
Senegal114
Southeast Asian114
Melrose113
New Mexico113
South Korean President Moon Jaein113
Interpol113
Workers Party113
Indonesias113
Kerala112
President Emmanuel Macron112
HBO112
Florence112
KPMG112
Forbes112
Mrs Mays112
Premier League111
Scott111
IHS Markit111
Nordic111
Uighurs111
Ubers111
Brooklyn111
St Petersburg111
Tunisian111
Zambia111
Star111
Sears110
TMobile110
Xi Jinping110
UNHCR110
Shiite110
Ethiopias110
Hyundai110
Ethiopian Airlines109
East109
Jared Kushner109
WPP109
Czech Republic109
Broadway109
Constitution109
Nike109
Philippine108
US Embassy108
ONS108
Bouteflika108
Appeal108
West African108
US Trade Representative Robert Lighthizer108
Novembers108
Israeli Prime Minister Benjamin Netanyahu108
Turkish President Tayyip Erdogan108
Mr Macron108
Capital Economics108
Roche108
Kinshasa107
Windrush107
Kent107
Oregon107
OPECled107
Flipkart107
OPCW107
Theresa Mays107
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