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.

If you want to use logical operators in search boxes (subject, verb relation, object, sentence) you can use AND OR operators. For example: Trump OR Putin visit OR meet Merkel AND Macron. Each field can contain either AND or OR operator but not both.

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.

Ares Frequency Relations Matrix: displays N-ary relations with frequencies among entities in adjacency matrix (graph theory)

Ares Relations Aggregation: displays aggregated binary relations between entities

Last extraction algorithm runs:

BBC --> processed sentences: 177, processed URLs: 175, finished time: 2020-05-26-08-30-14
Reuters --> processed sentences: 1222, processed URLs: 326, finished time: 2020-05-26-08-41-21
Subject Verb relation Object Sentence Select extraction mode: Select sentiment Date (YYYY-MM-DD)
Entity statistics

Aggregated named entities statistics

EntityFrequency in news
U.S.24318
United States16189
China14938
US10402
Trump10238
Chinese9154
EU7580
Brexit6585
Russia6451
Iran5385
Russian5309
Washington5032
European4730
Britain4621
European Union4481
Syria4214
British4111
Europe3916
White House3685
Beijing3678
Chinas3621
UK3576
Japan3129
Mexico3070
German3010
Twitter2929
French2893
London2780
Congress2707
Turkey2676
Japanese2535
North Korea2490
Trumps2380
Facebook2371
Germany2334
Saudi Arabia2307
Democrats2278
Moscow2255
American2237
President Donald Trump2200
Republican2084
Israel2078
Syrian2073
France2067
Iranian2040
India2025
New York2000
U.S. President Donald Trump1928
Saudi1915
Hong Kong1879
Brazil1826
Canada1815
House1799
Turkish1753
Democratic1712
Israeli1622
Senate1614
Britains1586
Amazon1560
Mexican1547
Islamic State1544
Italian1510
United Nations1489
Republicans1481
Italy1468
South Korea1446
Canadian1410
California1401
Ukraine1386
Boeing1380
OPEC1361
TV1337
Tehran1321
Slovakia1319
Paris1292
Asia1289
Asian1277
Apple1229
Middle East1221
Brazilian1218
U.S.China1211
African1211
Huawei1190
Australia1177
Brussels1176
Wall Street1171
North Korean1158
Bank1157
Iraq1138
Americans1128
Representatives1111
Australian1101
Indian1091
Western1091
U.N.1087
Dec1086
England1053
Irans1051
Africa1035
Google1034
Venezuela1025
Russias1010
Taiwan1008
Singapore978
Im974
Swiss974
Oct961
FBI957
European Commission940
President Donald Trumps940
Supreme Court937
MAX933
Jan928
Gulf925
Justice Department899
Uber885
Brazils877
Nov852
Tokyo847
World Cup838
South Korean836
Japans823
CEO820
Libya816
MPs813
Yemen813
IPO804
GMT797
UN788
Palestinian788
Tesla775
Turkeys772
Florida768
Egypt767
Kremlin762
NATO759
ECB756
Federal Reserve754
Feb753
Brent748
University744
Commission735
Texas733
Sept731
Pentagon729
Kim727
Justice712
Treasury706
Pyongyang696
Palestinians682
America681
Putin681
Airbus680
Ankara668
Department663
Islamist662
Jerusalem658
State Mike Pompeo657
Europes654
Congo651
Pakistan649
Irish647
Democrat646
Damascus645
Poland630
Kim Jong Un627
State Department623
North623
Slovak619
Mexicos619
Afghanistan619
South Africa614
Spanish613
Shanghai604
Taliban603
Lebanon603
Nikkei602
Nissan600
Nigeria598
Mueller597
Ireland583
Italys582
Spain575
Labour572
NAFTA569
Muslim561
Gaza560
Los Angeles557
Riyadh555
Ghouta553
Renault551
European Central Bank548
English544
Indias542
U.S. President Donald Trumps532
Wall Street Journal530
EUs529
US President Donald Trump522
New Zealand521
Argentina519
Iraqi513
Arab510
Thomson Reuters Foundation508
Dutch506
Vietnam504
Aug494
Netflix494
Indonesia494
Berlin492
Northern Ireland491
Idlib488
Christmas486
Myanmar484
Chicago479
Tripoli477
Qatar477
Seoul476
Lopez Obrador475
Russians472
Kurdish470
West467
Ebola467
Washingtons465
G20463
United Arab Emirates460
Bratislava456
Beijings456
Istanbul456
Venezuelan455
Hollywood455
Ukrainian451
Germanys449
Deutsche Bank444
Instagram440
Nasdaq439
Mr Trump438
Erdogan438
U.S. House437
UAE433
Bolsonaro431
U.S. Treasury431
Pemex430
STOXX429
Ministry427
Hezbollah424
United Kingdom424
Donald Trump423
Philippines423
Ethiopia422
Bloomberg422
GM421
European Parliament421
Prime Minister Theresa May417
Americas416
Korean416
Manhattan416
South African415
North America412
No407
South407
Xi406
Jamal Khashoggi406
Drug Administration403
Ive399
Netherlands396
Kenya395
Houthis395
Johnson394
FDA394
SEC392
Malaysia392
North Koreas391
Israels388
Greece388
Russian President Vladimir Putin387
Xinhua383
Democratic Republic383
LNG380
Ford378
GDP377
U.S. Department376
New York Times375
Swedish373
YouTube372
TASR.371
BOJ370
WTO370
UKs369
Cohen368
Libyan368
South China Sea368
IMF367
Macron365
Mays363
Chinese President Xi Jinping362
Latin America362
AsiaPacific361
Afghan360
Switzerland357
Organization356
Volkswagen352
Australias350
Feds350
Goldman Sachs350
Islamic350
Hamas349
Lebanese349
Scotland349
Afrin343
FAA343
Zimbabwe342
Egyptian341
Rome341
Maduro341
Norwegian339
Pompeo339
Thailand336
Inc335
Sundays330
Fridays330
Vatican329
Saudi Arabias328
Sweden327
Labour Party327
LCOc1327
Sudan326
Qualcomm324
World Trade Organization323
Mexico City323
International Monetary Fund323
Muslims323
Syrias322
Jewish322
Exchange Commission321
Assad321
Dubai320
Dr318
Xinjiang318
Parliament317
Venezuelas316
Salman316
Pacific315
Nigerian314
Geneva314
Tuesdays313
West Bank313
Commerce311
Vienna311
Apple Inc308
Mediterranean308
U.S. Supreme Court307
Manafort307
Muellers305
San Francisco304
Baghdad304
Morgan Stanley303
United303
Netanyahu298
Sme.298
CLc1298
Facebooks298
Pennsylvania296
Polish296
State295
Saudiled294
Sme292
Cairo292
Belgium291
U.S. Senate290
Jordan290
Christian290
Commerzbank289
Houthi288
Conservative288
Douma287
Biden287
Virginia286
Bangladesh285
Oscar285
Cuba284
World War Two284
North American Free Trade Agreement284
New York City282
Musk282
Conservative Party282
Petroleum Exporting Countries281
Canadas281
Barclays280
Greek279
Japans Nikkei279
Rio277
Wales277
Abe275
Thursdays275
Model274
Hodeidah274
Daimler273
Communist Party273
League273
Mondays271
Frances271
Norway271
Earth270
Hong Kongs270
U.S. Federal Reserve269
U.S. Food269
World Health Organization268
U.S. Congress268
Alibaba266
EPA265
Kavanaugh265
UBS263
Human Rights262
Washington Post261
G7260
Georgia260
IS259
Dow259
President Trump259
Chile258
Wednesdays258
Aramco258
Medicare257
Arizona257
HIV256
Morocco254
Uganda254
AI253
Mali252
YPG252
North American251
Bahrain251
Moon251
Conservatives251
RIA250
Formula One250
U.S. State Department250
Indonesian249
Crimea249
CNN249
Sydney248
BBC.248
Disney247
DNA246
Cambridge Analytica246
Hungary245
President244
French President Emmanuel Macron244
World Bank244
Boris Johnson243
Obama243
Financial Times243
Sky242
VW241
Microsoft241
Merkel241
Apples240
Fox239
Ghosn238
WhatsApp237
Rusal237
Algeria237
Khartoum237
Africas236
Alabama234
Commons234
SDF233
Iranians233
North Carolina233
IT232
Moscows232
Iowa232
Petrobras232
CBS230
God230
Church230
Group229
Rohingya228
Southeast Asia227
Austria227
Central American227
South Koreas227
Samsung226
Walmart226
Jeremy Corbyn226
Olympic225
FCA225
FCC225
FTSE225
Ohio225
ANC224
Interfax224
European Unions223
Colorado223
Toronto223
Boston222
U.S.Mexico222
Facebook Inc221
British Prime Minister Theresa May221
Yemens220
Mercedes220
ZTE218
Danish217
Olympics217
Sao Paulo217
Theresa May217
Thai217
SITA.216
Secretary216
Britons215
Europeans215
Houston214
Huaweis214
Jews214
World213
President Tayyip Erdogan212
Oscars212
TASR212
JPMorgan211
F35211
Ferrari211
Khashoggi211
Somalia210
President Donald210
Refinitiv210
Massachusetts209
Frankfurt209
GE207
BoE206
Kuciak206
U.S. Secretary206
WHO205
Boeings205
Fox News205
President Vladimir Putin204
New Jersey204
Austrian203
Vivendi203
Googles202
South Carolina201
U.S.led200
Max200
Tehrans200
Prime Minister Theresa Mays199
Colombia199
Kenyan199
Portugal199
Ethiopian199
Elliott198
PBOC198
Malaysian198
Michael Cohen198
Michigan198
BMW197
Saturdays196
Abu Dhabi196
Ottawa196
Iraqs195
Beirut194
Yemeni194
Brexit.193
South Africas192
UK.192
Ukraines192
Kiev192
Venezuelans191
Sanaa190
Paul Manafort190
Grab189
Islam189
President Xi Jinping189
Catholic189
Toyota189
Gaza Strip189
Wang188
Bayer188
Dmitry Peskov186
Tanzania186
Larry Kudlow186
Latin American185
Libyas185
Madrid185
Brett Kavanaugh184
Scottish184
South American184
Boeing Co184
Tunisia183
Games183
Slovaks183
US.182
Smer182
Islamic Republic181
Tencent181
Jefferies181
Egypts181
CNBC181
LNA180
Mozambique180
Congolese180
Czech179
Warren179
Zuma179
Mugabe179
Total179
U.S. Justice Department178
SPD178
SoftBank178
Investigation178
Saudis178
Wisconsin177
Illinois177
PMI177
Nairobi177
Weinstein177
Cuban177
CIA176
Sarah Sanders176
Glencore176
Philadelphia176
Puerto Rico175
Sudanese175
Guatemala175
Milan175
Id174
Lebanons174
Times174
Saudi Aramco174
German Chancellor Angela Merkel173
President Bashar173
Health172
Credit Suisse172
Democratic Party172
Pakistani172
AFP170
Union170
Belgian170
St169
Boko Haram169
Kabul169
Michel Barnier168
FTC168
Silva168
Constitutional Court167
Canadians167
Silicon Valley167
Security Council166
U.S.based166
Hawaii165
Homeland Security164
Taiwans164
Moodys164
Barr164
City163
Jair Bolsonaro163
Denmark163
Office162
President Jair Bolsonaro162
Amazons162
Central America162
Slovakias162
Slovakia.162
LGBT162
PM161
Teslas161
Californias161
Ill160
Global160
Institute160
Obamacare160
South Sudan159
Holocaust159
March.159
Minnesota158
Android158
Federal Bureau158
JGB158
State Rex Tillerson158
New Delhi158
Kashmir158
Special Counsel Robert Mueller158
Doha157
Movement157
Thomson Reuters157
Disease Control157
Melbourne157
Dublin156
Janeiro156
Luxembourg156
NOC156
Tel Aviv156
Novartis156
Li155
Appeals155
Global Times155
Internet155
Maryland155
Powell155
Wall Streets154
Mnangagwa154
Atlantic154
Monsanto154
Sudans154
Oklahoma154
Sky News154
Spotify154
Congos153
Wells Fargo153
Hanoi153
Lyft153
Kelly153
John Bolton153
Commerce Department153
Caribbean153
NHS153
Las Vegas153
Shenzhen153
Kuwait153
Belt153
Sanders152
Londons152
U.N. Security Council152
Czech Republic152
El Salvador152
Shell151
S400151
Syrians151
FX150
Rosneft150
Court150
Prevention150
Blackstone150
Road150
Syrian President Bashar149
Uighurs149
Crown Prince Mohammed149
Citi148
U.S. Securities148
Ramaphosa148
The Slovak Spectator.148
Strait148
Qaeda148
Mr Trumps148
PDVSA148
Bolsonaros147
Andres Manuel Lopez Obrador147
Treasuries147
Liu147
Reuters Health147
Cyprus147
Vietnamese147
Nigerias146
Latin Americas146
Rouhani146
Sisi146
NASA145
EU.145
Honduras145
Detroit145
Alitalia145
Zelenskiy144
FIFA144
Deutsche144
Journal144
Hariri144
US President Donald144
Davos143
Libra143
Sri Lanka143
Intel143
Soviet143
Ryanair143
ECBs142
Lee142
Somali142
Peru142
Fiat Chrysler142
US House142
Jackson141
Khashoggis141
U.S141
Philip Hammond141
Martina141
Sessions141
Monday.141
Southeast Asian141
Alaska141
Guaido141
Trudeau141
Mrs May140
Arctic140
BBC News140
Malta140
US Senate140
Aden140
Lion Air140
Williams140
BJP139
US Congress139
Uber Technologies Inc139
Republic139
US Department138
Goldman138
West Africa138
Koreas138
Oman138
Daniels138
Norths138
Turkish President Tayyip Erdogan137
Harvey Weinstein137
Warsaw137
May.136
Cameroon136
Argentine136
Israelis136
Asias136
Manbij136
Christians136
Agriculture136
Hillary Clinton135
Zimbabwes135
Shiite135
Finland135
Missouri135
WeWork135
Social Democrats135
Cambodia134
Article134
Taiwanese134
Siemens133
Comcast133
Meghan Markle133
Cold War133
Friday.133
North Koreans133
EV132
Carlos Ghosn132
Stockholm132
Emirates132
Tesla Inc132
Bashir131
Moore131
Republican President Donald Trump131
AfricanAmerican131
CCTV131
Xerox131
Starbucks130
Queen130
Pyongyangs130
Berkshire130
Harare130
SpaceX130
Amnesty International130
Center130
Bulgaria130
Eritrea129
Londonbased129
Mattis129
IPOs129
Council129
Soviet Union129
US Treasury128
Korea128
Pelosi128
Syrian Observatory128
Serbia128
Peoples Bank128
Mogadishu128
Amsterdam128
Home Office128
Buffett128
Weibo127
HSBC127
Romania127
Salisbury127
Mexicans127
Revolutionary Guards127
MSCIs127
Constitution126
Hungarian126
WTI126
Southern California126
U.S. Circuit Court126
America Merrill Lynch126
Bouteflika125
UN Security Council125
Bolton125
Obamaera125
Embraer124
Special Counsel Robert Muellers124
DUP124
Red Sea124
Johannesburg124
Capital Economics124
Defense124
Jones124
Osaka124
U.S. Constitution124
President Barack Obama123
Ethiopian Airlines123
Qatari123
Portuguese123
Broadcom123
Human Rights Watch123
MSCI122
JP Morgan122
Vodafone122
Dreamers122
Athens122
West African122
Roche122
District122
Kurds122
Louisiana122
Anadolu121
Nevada121
Ghana121
President Nicolas Maduro121
African National Congress121
Addis Ababa121
Hamilton121
Robert Mugabe120
Niger120
TMobile120
U.S. Treasuries120
National Guard120
Joe Biden120
Honda120
Macrons120
Kentucky120
Harry119
RBS119
Chapter119
Brazilians119
Army119
Kims119
Wednesday.118
Academy118
TASS118
MP117
Meghan117
Mars117
Barack Obama117
Eskom117
Winter Olympics117
China.117
Federal Reserves116
Mediaset116
Seven116
Bombardier116
Medicaid116
UNHCR116
Association116
Atlanta116
Interior Ministry116
Westminster115
Croatia115
Navy115
Committee115
HNA115
NRA115
UAW115
Algerian115
Geng Shuang115
Hormuz115
Miami115
Finnish115
Buenos Aires115
Alphabet115
Haftar115
Giuliani115
Topix115
Gazprom114
BP114
PSA114
Caracas114
Vladimir Putin114
Gibraltar114
Hyundai114
Barcelona113
Carrie Lam113
Chilean113
Audi113
Mississippi113
Islamists113
Pope Francis113
Polands112
London.112
High Court112
Airbnb112
South America112
Khan112
Jakarta111
Indonesias111
Seattle111
ABC111
Citigroup111
NBA111
USled111
Star111
World Economic Forum110
OPECled110
Smith110
NHK110
Indian Ocean110
Donald Trumps110
Freedom110
Helsinki110
Tuesday.109
Brooklyn109
New Mexico109
Cabinet109
Downing Street109
U.S. Trade Representative Robert Lighthizer109
Ankaras109
Sanofi108
Rwanda108
Japanese Prime Minister Shinzo Abe108
CO2108
ICE108
House Democrats108
Pellegrini108
Vancouver108
Foreign Ministry108
Thursday.108
Facebook.108
Fitch108
Defence Ministry107
AMS107
Zuckerberg107
European Court107
Zambia107
April.107
Burkina Faso106
Chevron106
Birmingham106
Nordic106
Air Force106
Musks106
Nazi105
OECD105
Jacob Zuma105
Nissans105
Red Cross105
Kansas105
Nokia105
Pakistans105
Black Sea105
Algiers104
Edinburgh104
ACLU104
Pence104
SUVs104
Taipei104
Telegram104
Israeli Prime Minister Benjamin Netanyahu103
Utah103
Assange103
Jeremy Hunt103
Finance Ministry103
Columbia103
Maduros103
Sprint103
Roundup103
South Korean President Moon Jaein103
Aussie103
A380103
United Nations Security Council103
Ross103
Bangkok103
Lufthansa103
Ubers103
Exxon102
Ghosns102
Huawei Technologies Co Ltd102
McConnell102
Leyen102
RUSSIAN102
New York No101
Republican Party101
Saudi Arabian101
Briton101
Khalifa Haftar100
Bolivia100
Senegal100
Jared Kushner100
Tillerson100
Sergei Skripal100
Alphabet Incs Google100
Northern Irish100
U.S. Navy100
Hua Chunying100
Nord Stream100
Development100
Prince Harry100
China Daily100
New Yorkbased99
Quebec99
Benghazi99
Emerging99
Modi99
ICC99
Bernstein99
U.S. District Court99
Delhi99
Huawei Technologies99
Panama99
Roma99
ZTE Corp99
People99
Brasilia99
Santos98
Prince Mohammed98
President Emmanuel Macron98
GKN98
Elon Musk98
Peugeot98
Pittsburgh98
Lighthizer98
Interpol98
Budapest98
Korean War98
Ethiopias98
Lula97
Treasury Secretary Steven Mnuchin97
CMA97
Sun97
Sunday.97
IAAF97
Stormy Daniels97
Lopez Obradors97
Philippine96
Oregon96
Mumbai96
Muammar Gaddafi96
Flipkart96
ANZ96
Sears96
Time Warner96
HBO96
Capitol Hill96
Harris96
Kenyas96
Chancellor Angela Merkel96
IHS Markit96
Shabaab96
Peter96
Merck95
Treasury Department95
NBC95
TIM95
Federal Communications Commission95
OPECs95
North Sea95
Rudy Giuliani95
Tennessee95
Uruguay95
American Civil Liberties Union95
Debenhams95
DACA95
Duke94
Manchester94
Law94
Pfizer94
SITA94
Easter94
East Jerusalem94
Tasnim94
Securities94
AK Party94
WeChat93
Meng93
Channel93
Saturday.93
Apollo93
ING93
Martin93
SUV93
Organisation93
Corbyn93
US State Department93
Gates93
Indians93
Argentinas93
Mr Johnson93
Delaware93
Basra93
Sunni92
Juan Guaido92
Eni92
KKR92
Kurdish YPG92
Midwest92
U.S. Embassy92
Federal Aviation Administration92
Macau92
Ugandan92
Tesco92
Nestle92
UKbased92
TikTok91
International Criminal Court91
Haiti91
Didi91
Wimbledon91
NTSB91
Bitcoin91
Mosul91
Game91
Bidens91
Xi Jinping91
Turks91
New York Stock Exchange91
CFPB91
Hindu90
Mnuchin90
Salvini90
Washington D.C.90
EVs90
Kosovo90
New90
Snapchat90
Walt Disney Co90
January.90
Federal Trade Commission89
Germans89
Societe Generale89
Middle Eastern89
Munich89
Mr Maduro89
Nassar89
Southwest89
Whitaker89
North African89
Dallas89
Arabic89
President Andres Manuel Lopez Obrador88
Alzheimers88
Government88
Britains FTSE88
CFIUS88
Algerias88
Pemexs88
Spains88
West Virginia88
Skripal88
Asda88
Catalan88
WikiLeaks88
Lunar New Year88
MW87
Stone87
Renaults87
Clinton87
Baltic87
Phoenix87
US Supreme Court87
Elizabeth Warren87
Glasgow87
KPMG87
Sainsburys87
Montreal87
Foxconn87
Ivory Coast86
Rabobank86
Nike86
IBM86
WPP86
Rakhine86
Greens86
Celsius86
February.86
Tunisian86
African Union86
Thanksgiving86
Abiy86
Juul86
CEOs86
Islamabad86
USTR86
Kabila85
Manaforts85
Comey85
Cosby85
Vale85
USMCA85
Section85
IOC85
PRI85
Sochi85
Moroccan85
Cape Town85
San Diego85
Indiana85
White85
Kushner85
Waymo85
Iceland84
USChina84
Peoples Daily84
Bahamas84
Oil84
Omar84
Workers Party84
BOJs84
Cannes84
Chuck Schumer84
Epstein84
U.S. Treasury Secretary Steven Mnuchin83
Kazakhstan83
US Food83
James83
Prime Minister Benjamin Netanyahu83
CDC83
Euro83
Cohens83
USbased83
Iranbacked83
Connecticut82
Skripals82
Zimbabweans82
Jaish82
Najib82
Hispanic82
Odebrecht82
NFL82
Fico82
June.82
USA Gymnastics82
Russian S40082
Sprint Corp82
Sinai82
US Federal Reserve82
Prague82
Commissions82
Kinshasa81
Sunday Times81
Labours81
NYSE81
LSE81
Dominic Raab81
Guzman81
Iranian President Hassan Rouhani81
Kiska81
Liberal81
MercedesBenz81
Geely81
Handelsblatt80
WADA80
Economy Ministry80
Cambridge80
Zhang80
Assads80
Alphabet Inc80
Fortum80
Transport80
Estonia80
President Abdel Fattah80
Shire80
Alexa80
Defence80
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