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.

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: 242, processed URLs: 178, finished time: 2020-02-25-07-47-35
Reuters --> processed sentences: 1512, processed URLs: 387, finished time: 2020-02-25-08-03-35
Subject Verb relation Object Sentence Select extraction mode: Select sentiment Date (YYYY-MM-DD)
Entity statistics

Aggregated named entities statistics

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EntityFrequency in news
U.S.23578
United States15793
China14501
US10322
Trump9987
Chinese8902
EU7488
Brexit6528
Russia6277
Iran5307
Russian5166
Washington4904
European4660
Britain4570
European Union4433
Syria4161
British4027
Europe3843
White House3591
Beijing3562
UK3507
Chinas3495
Japan3051
Mexico2995
German2964
Twitter2846
French2840
London2750
Congress2634
Turkey2592
Japanese2468
North Korea2388
Trumps2333
Facebook2319
Germany2291
Saudi Arabia2264
Moscow2190
American2175
Democrats2172
President Donald Trump2110
Syrian2045
Israel2040
France2026
Republican2020
Iranian2002
India1972
New York1946
U.S. President Donald Trump1893
Saudi1864
Hong Kong1800
Canada1785
Brazil1757
House1708
Turkish1708
Democratic1638
Israeli1600
Britains1568
Amazon1524
Islamic State1523
Senate1515
Mexican1490
Italian1478
United Nations1457
Italy1441
Republicans1431
South Korea1425
Canadian1381
California1374
OPEC1342
Boeing1321
TV1309
Tehran1306
Ukraine1292
Paris1260
Asia1256
Asian1241
Apple1216
Middle East1198
Brazilian1185
Slovakia1180
African1180
Huawei1171
Brussels1157
Wall Street1146
Australia1137
North Korean1134
U.S.China1131
Bank1130
Iraq1091
Americans1087
Western1080
Australian1073
Indian1071
U.N.1043
Irans1037
England1031
Representatives1029
Venezuela1018
Africa1017
Google1012
Taiwan988
Russias976
Dec975
Singapore965
Im956
Swiss955
Oct949
European Commission922
President Donald Trumps920
Supreme Court917
FBI906
Gulf898
Justice Department878
MAX873
Jan862
Uber858
Brazils855
Nov840
World Cup831
South Korean825
Tokyo824
CEO804
Yemen803
Japans802
MPs799
IPO779
UN775
GMT771
Palestinian771
Tesla761
Turkeys755
Libya753
Egypt753
Kremlin745
NATO744
Florida743
ECB742
Federal Reserve741
Feb736
Brent736
Sept726
Commission724
University719
Texas719
Kim710
Pentagon708
Treasury691
Justice686
Airbus672
Palestinians670
America670
Putin668
Pyongyang667
Department647
State Mike Pompeo645
Jerusalem645
Congo644
Islamist644
Damascus643
Irish643
Ankara640
Europes635
Pakistan634
Democrat626
North616
Kim Jong Un615
Afghanistan610
Poland608
State Department604
South Africa602
Taliban599
Mueller596
Lebanon593
Spanish593
Mexicos592
Shanghai591
Nissan588
Nigeria583
Nikkei582
Ireland579
Italys574
Slovak573
Labour565
NAFTA564
Spain564
Ghouta553
Gaza551
Muslim549
Renault547
Riyadh543
Los Angeles539
European Central Bank537
English535
US President Donald Trump521
EUs520
Indias519
U.S. President Donald Trumps516
Wall Street Journal514
Argentina511
Arab508
Thomson Reuters Foundation502
Dutch499
Vietnam497
Iraqi494
New Zealand493
Aug492
Northern Ireland490
Berlin480
Indonesia479
Chicago474
Netflix471
Myanmar469
Idlib467
Kurdish465
Russians464
Lopez Obrador464
Seoul463
G20462
Ebola461
Qatar458
West456
Venezuelan454
Washingtons453
Tripoli452
United Arab Emirates449
Istanbul445
Germanys444
Beijings442
Hollywood440
Deutsche Bank440
Nasdaq434
Ukrainian430
Bolsonaro427
Instagram425
STOXX424
Pemex424
U.S. Treasury423
Erdogan423
UAE422
European Parliament421
United Kingdom419
Prime Minister Theresa May416
Mr Trump415
Donald Trump414
Philippines414
Ministry412
Bratislava411
Bloomberg409
Hezbollah408
Korean408
South African407
U.S. House407
Ethiopia407
Americas406
GM405
South405
North America404
No403
Jamal Khashoggi399
Manhattan398
Houthis394
Xi393
Drug Administration389
Johnson387
Malaysia386
Netherlands386
Kenya385
Ive385
Christmas381
Russian President Vladimir Putin381
Greece380
Israels379
SEC379
FDA378
Democratic Republic378
North Koreas378
LNG372
Ford370
WTO368
Xinhua366
U.S. Department366
Cohen365
BOJ364
Mays363
Swedish362
IMF362
TASR.362
New York Times361
GDP361
UKs361
Macron361
Libyan361
South China Sea361
YouTube360
Afghan359
Latin America357
Chinese President Xi Jinping350
Switzerland350
AsiaPacific350
Scotland348
Hamas345
Goldman Sachs345
Afrin343
Organization343
Lebanese341
Maduro341
Feds340
Volkswagen340
Islamic340
Zimbabwe339
Egyptian335
Rome335
Norwegian335
Australias331
Pompeo331
Inc328
Thailand328
Sundays327
FAA325
Qualcomm324
Vatican322
Labour Party321
Assad320
Saudi Arabias320
World Trade Organization318
Sweden318
LCOc1318
Syrias317
International Monetary Fund317
Mexico City316
Venezuelas315
Fridays315
Sudan314
Parliament314
Exchange Commission313
Dr312
Pacific311
Geneva311
Nigerian310
Tuesdays308
Dubai308
Manafort306
Salman306
Jewish305
Muellers305
Apple Inc304
Commerce304
Vienna304
U.S. Supreme Court302
Xinjiang300
San Francisco298
West Bank298
Morgan Stanley297
Muslims296
Baghdad295
Sme.295
Netanyahu293
Facebooks293
Mediterranean292
Saudiled292
United292
CLc1292
Pennsylvania291
Polish289
State289
Cairo288
Douma287
Jordan286
Sme286
Houthi285
Commerzbank285
Virginia284
Cuba282
Belgium282
World War Two281
Oscar280
Conservative278
North American Free Trade Agreement278
Canadas278
Christian277
Barclays276
Musk276
Greek276
Conservative Party276
Wales275
Hodeidah274
Japans Nikkei274
League273
Petroleum Exporting Countries272
U.S. Senate271
Biden270
New York City268
Model268
Bangladesh268
Norway268
Abe267
Kavanaugh265
Rio261
Alibaba261
Frances261
G7260
UBS260
Human Rights260
World Health Organization259
U.S. Food259
Communist Party258
Washington Post258
U.S. Federal Reserve258
Thursdays258
Daimler257
EPA257
U.S. Congress256
Georgia255
Mondays255
Earth254
Arizona254
Morocco253
Dow253
Uganda253
Hong Kongs253
IS252
Bahrain251
Wednesdays251
YPG250
Chile249
HIV249
Mali248
U.S. State Department248
Aramco248
President Trump247
CNN246
Crimea245
Medicare245
Indonesian244
Conservatives244
Cambridge Analytica244
Moon243
Formula One243
Disney243
AI242
DNA242
RIA242
BBC.242
Financial Times242
French President Emmanuel Macron241
VW240
Microsoft240
Sky240
Merkel240
Obama239
Fox238
Boris Johnson237
Rusal237
Khartoum237
Apples236
Hungary236
World Bank236
Ghosn235
President234
SDF233
North American232
North Carolina232
WhatsApp231
Africas231
Algeria230
Alabama229
Iranians228
Group228
Commons228
Petrobras227
Moscows226
CBS225
Walmart225
ANC224
Church224
Ohio224
Central American224
IT223
God223
Samsung223
Jeremy Corbyn223
Austria223
Southeast Asia222
British Prime Minister Theresa May221
U.S.Mexico221
FCC220
Mercedes220
Boston220
European Unions220
Rohingya220
Toronto220
Olympic219
FTSE218
Yemens218
ZTE217
Colorado217
Iowa216
Theresa May216
South Koreas216
Sydney215
Facebook Inc214
Sao Paulo214
Thai214
Danish213
FCA213
Interfax213
Secretary212
Britons211
Europeans211
Houston211
President Donald210
F35210
Jews210
Ferrari209
Frankfurt209
Oscars209
Huaweis209
JPMorgan208
Olympics208
GE207
Khashoggi207
World206
U.S. Secretary204
Somalia203
BoE203
Massachusetts202
SITA.201
South Carolina201
President Tayyip Erdogan201
Refinitiv200
Prime Minister Theresa Mays199
Googles199
WHO198
Michael Cohen198
Tehrans198
Austrian197
TASR197
Ethiopian197
Elliott196
President Vladimir Putin196
Colombia195
Kenyan195
BMW194
Abu Dhabi194
Fox News194
Vivendi194
Yemeni193
Boeings193
Ottawa193
Brexit.193
U.S.led192
Michigan192
Venezuelans191
PBOC191
New Jersey191
Portugal191
UK.190
South Africas189
Saturdays189
Sanaa189
Malaysian188
Paul Manafort188
Max187
Grab187
Islam187
Bayer186
Toyota185
Scottish184
Kuciak184
President Xi Jinping184
Dmitry Peskov183
Latin American183
Catholic183
Brett Kavanaugh182
Tanzania182
Iraqs182
Boeing Co182
Larry Kudlow182
Wang181
Games181
Beirut180
Tunisia180
CNBC180
Gaza Strip180
Mozambique179
South American179
Zuma179
Mugabe179
Congolese179
Ukraines179
Egypts178
US.177
Tencent177
Jefferies177
Investigation177
Cuban177
Kiev177
Islamic Republic176
LNA176
Sarah Sanders176
Nairobi176
Philadelphia176
U.S. Justice Department175
SPD175
Glencore175
Saudis175
Puerto Rico174
CIA173
Times173
Illinois173
German Chancellor Angela Merkel172
Guatemala172
Weinstein172
PMI171
SoftBank171
Milan171
Id170
Wisconsin170
Czech170
Sudanese170
Pakistani170
Health169
Saudi Aramco169
Kabul169
President Bashar169
Total169
Michel Barnier168
Boko Haram168
Libyas168
Belgian168
Democratic Party168
Credit Suisse167
AFP166
Silva166
Slovaks165
St164
Homeland Security164
Barr163
Silicon Valley163
Constitutional Court162
Jair Bolsonaro162
Denmark162
LGBT162
Office161
Moodys161
Central America161
City160
Lebanons160
Union160
U.S.based160
Teslas159
Ill159
State Rex Tillerson158
Canadians157
Federal Bureau157
Californias157
Special Counsel Robert Mueller157
Dublin156
South Sudan156
Movement156
Thomson Reuters156
Holocaust156
Kashmir156
Smer156
Madrid156
Security Council155
PM155
Taiwans155
Amazons155
Institute155
Warren155
Hawaii155
Minnesota154
Android154
President Jair Bolsonaro154
Mnangagwa154
Monsanto154
New Delhi154
Maryland154
Congos153
Wells Fargo153
Luxembourg153
Tel Aviv153
Global Times153
Global153
Disease Control153
March.153
Sky News153
Spotify153
Powell153
John Bolton152
FTC152
NOC152
Atlantic152
Internet152
Belt152
Melbourne152
Hanoi151
Lyft151
Caribbean151
Sudans151
Oklahoma151
El Salvador151
Novartis151
Li150
Rosneft150
Commerce Department150
JGB150
Shell150
Obamacare150
Kelly149
Doha149
Shenzhen149
Road149
Londons148
NHS148
Appeals148
Ramaphosa148
PDVSA148
Syrians148
FX147
Citi147
Janeiro147
Andres Manuel Lopez Obrador147
Wall Streets147
Syrian President Bashar147
Las Vegas147
S400147
Blackstone146
Slovakias146
Sisi146
Sanders145
Treasuries145
Nigerias145
Vietnamese145
Mr Trumps145
Bolsonaros144
Prevention144
Detroit144
Strait144
Rouhani144
US President Donald144
Qaeda144
Kuwait144
Crown Prince Mohammed144
Davos143
Sri Lanka143
Court143
U.S. Securities143
Alitalia143
Zelenskiy142
EU.142
Honduras142
Czech Republic142
Libra141
Deutsche141
Philip Hammond141
U.N. Security Council141
Sessions141
Latin Americas141
Guaido141
US House141
Mrs May140
Khashoggis140
FIFA140
Lee140
Liu140
Soviet140
Journal140
Southeast Asian140
Alaska140
US Senate140
Lion Air140
Trudeau140
Williams140
Jackson139
ECBs139
Intel139
US Congress139
Arctic138
NASA138
Koreas138
Reuters Health138
Cyprus138
Aden138
US Department137
Peru137
Monday.137
Republic137
May.136
Daniels136
Uber Technologies Inc136
Somali136
Manbij136
Norths136
Ryanair136
Cameroon135
Zimbabwes135
West Africa135
Malta135
Uighurs135
Social Democrats135
Agriculture135
Cambodia134
BJP134
Goldman134
Article134
Oman134
Missouri134
Warsaw134
Hillary Clinton133
U.S133
Comcast133
BBC News133
Meghan Markle133
Slovakia.133
Fiat Chrysler133
Siemens132
Argentine132
Hariri132
Asias132
EV131
Turkish President Tayyip Erdogan131
Moore131
Harvey Weinstein131
Israelis131
Finland131
Cold War131
WeWork131
Carlos Ghosn130
Emirates130
Shiite130
Harare130
AfricanAmerican130
North Koreans130
Bulgaria130
Eritrea129
Berkshire129
Mattis129
Xerox129
US Treasury128
Tesla Inc128
SpaceX128
Taiwanese128
Buffett128
Queen127
Londonbased127
Romania127
Serbia127
The Slovak Spectator.127
Salisbury127
Council127
Center127
Syrian Observatory126
Amnesty International126
Friday.126
Soviet Union126
Home Office126
Starbucks125
Stockholm125
Korea125
WTI125
Martina125
Bolton125
Peoples Bank125
CCTV125
Amsterdam125
Special Counsel Robert Muellers124
DUP124
Pyongyangs124
Southern California124
UN Security Council124
America Merrill Lynch124
Revolutionary Guards124
Embraer123
U.S. Circuit Court123
Red Sea123
HSBC123
Johannesburg123
IPOs123
Osaka123
Broadcom123
Obamaera123
President Barack Obama122
Ethiopian Airlines122
Dreamers122
Jones122
Human Rights Watch122
Kurds122
Anadolu121
JP Morgan121
Qatari121
Hungarian121
African National Congress121
Addis Ababa121
Hamilton121
Christians121
Louisiana121
Robert Mugabe120
Bashir120
President Nicolas Maduro120
Weibo120
Athens120
U.S. Treasuries120
National Guard120
Mexicans120
MSCIs120
Harry119
Niger119
Vodafone119
RBS119
West African119
Capital Economics119
Mogadishu119
U.S. Constitution119
Army118
Kims118
Kentucky118
Meghan117
Constitution117
Nevada117
Ghana117
Republican President Donald Trump117
Winter Olympics117
Brazilians117
Academy117
Macrons117
MSCI116
Barack Obama116
Portuguese116
Medicaid116
Honda116
China.116
Westminster115
Croatia115
HNA115
Bouteflika115
Seven115
Wednesday.115
Bombardier115
Buenos Aires115
Roche115
BP114
Committee114
Pelosi114
UAW114
Chapter114
UNHCR114
Defense114
Atlanta114
Caracas114
TASS114
Alphabet114
Gibraltar114
NRA113
TMobile113
Mississippi113
Topix113
Federal Reserves112
MP112
High Court112
Hormuz112
Audi112
District112
Giuliani112
Islamists112
Hyundai112
Geng Shuang111
Association111
Haftar111
Vladimir Putin111
Interior Ministry111
World Economic Forum110
London.110
Seattle110
ABC110
USled110
Barcelona110
Miami110
Helsinki110
Mars109
OPECled109
Citigroup109
NBA109
NHK109
Mediaset109
Algerian109
Eskom109
Pope Francis109
Tuesday.108
Polands108
Smith108
Finnish108
Downing Street108
Airbnb108
Khan108
Japanese Prime Minister Shinzo Abe107
Navy107
Zuckerberg107
CO2107
Cabinet107
Joe Biden107
Foreign Ministry107
Jakarta106
New Mexico106
Rwanda106
Indonesias106
ICE106
Indian Ocean106
Vancouver106
Chilean106
Fitch106
Gazprom105
Sanofi105
Chevron105
Birmingham105
Jacob Zuma105
Nissans105
European Court105
Red Cross105
Nordic105
Pakistans105
South America105
Musks105
Nazi104
Donald Trumps104
Edinburgh104
Carrie Lam104
Kansas104
Pence104
Thursday.104
Star104
U.S. Trade Representative Robert Lighthizer104
Taipei104
Brooklyn103
Israeli Prime Minister Benjamin Netanyahu103
Burkina Faso103
Assange103
Jeremy Hunt103
OECD103
AMS103
ACLU103
Bangkok103
Black Sea103
Telegram103
Utah102
Exxon102
Maduros102
Ghosns102
April.102
Ross102
Ankaras102
Huawei Technologies Co Ltd101
United Nations Security Council101
Briton101
Lufthansa101
Defence Ministry100
Tillerson100
Sergei Skripal100
Aussie100
Northern Irish100
A380100
SUVs100
Nokia100
Freedom100
Prince Harry100
Air Force100
Ubers100
Senegal99
Roundup99
New York No99
Leyen99
Hua Chunying99
Republican Party99
Saudi Arabian99
ZTE Corp99
China Daily99
New Yorkbased98
Quebec98
Emerging98
Modi98
Finance Ministry98
GKN98
House Democrats98
Pellegrini98
Alphabet Incs Google98
Zambia98
Panama98
Korean War98
Lula97
Benghazi97
Santos97
Prince Mohammed97
President Emmanuel Macron97
Jared Kushner97
U.S. District Court97
Sprint97
South Korean President Moon Jaein97
Pittsburgh97
IAAF97
Huawei Technologies97
Stormy Daniels97
Development97
Facebook.97
Oregon96
Khalifa Haftar96
Treasury Secretary Steven Mnuchin96
Muammar Gaddafi96
Sears96
Time Warner96
HBO96
Bernstein96
Sun96
Capitol Hill96
Chancellor Angela Merkel96
RUSSIAN96
Ethiopias96
Brasilia96
Philippine95
Mumbai95
Merck95
Flipkart95
Columbia95
Kenyas95
Interpol95
Budapest95
IHS Markit95
Lopez Obradors95
Debenhams95
People95
Duke94
ANZ94
Pfizer94
North Sea94
Tennessee94
Roma94
Uruguay94
American Civil Liberties Union94
DACA94
WeChat93
Treasury Department93
Manchester93
Apollo93
Elon Musk93
Law93
SUV93
TIM93
Harris93
Lighthizer93
US State Department93
Shabaab93
Meng92
Channel92
Juan Guaido92
Algiers92
Saturday.92
KKR92
Kurdish YPG92
Organisation92
Mr Johnson92
Tasnim92
Securities92
Haiti91
Wimbledon91
NTSB91
ING91
NBC91
Corbyn91
U.S. Embassy91
Federal Communications Commission91
U.S. Navy91
Argentinas91
Delaware91
Easter91
Basra91
Didi90
Mnuchin90
Salvini90
Eni90
ICC90
Bitcoin90
Midwest90
Snapchat90
Xi Jinping90
Indians90
Turks90
CFPB90
UKbased90
AK Party90
International Criminal Court89
EVs89
Kosovo89
Martin89
Mosul89
Game89
Societe Generale89
Middle Eastern89
Mr Maduro89
OPECs89
Ugandan89
Peter89
Whitaker89
East Jerusalem89
Britains FTSE88
Washington D.C.88
CFIUS88
New88
PSA88
Germans88
Sunday.88
Gates88
Nassar88
Rudy Giuliani88
Skripal88
Asda88
Arabic88
WikiLeaks88
Stone87
Renaults87
Federal Trade Commission87
Delhi87
Munich87
US Supreme Court87
West Virginia87
KPMG87
Sainsburys87
Catalan87
Montreal87
Foxconn87
Alzheimers86
IBM86
Peugeot86
WPP86
February.86
Tunisian86
Federal Aviation Administration86
New York Stock Exchange86
Spains86
North African86
Dallas86
Tesco86
Islamabad86
Manaforts85
President Andres Manuel Lopez Obrador85
Sunni85
Section85
Nike85
Greens85
Cape Town85
Pemexs85
Southwest85
Thanksgiving85
CEOs85
Walt Disney Co85
Nestle85
Lunar New Year85
Kabila84
MW84
Iceland84
Clinton84
CMA84
Oil84
Sochi84
Workers Party84
Abiy84
BOJs84
Cannes84
Kushner84
USTR84
Waymo84
Comey83
US Food83
Cosby83
Government83
USChina83
Peoples Daily83
Rabobank83
IOC83
PRI83
Rakhine83
Moroccan83
Cohens83
Baltic83
San Diego83
Indiana83
USbased83
January.83
Skripals82
Zimbabweans82
Jaish82
Vale82
Bolivia82
Prime Minister Benjamin Netanyahu82
Najib82
Odebrecht82
USA Gymnastics82
African Union82
Sinai82
US Federal Reserve82
Juul82
James81
Hispanic81
CDC81
Guzman81
June.81
Commissions81
Kazakhstan80
Kinshasa80
Cambridge80
NYSE80
Bahamas80
Euro80
Dominic Raab80
Omar80
Estonia80
Celsius80
Shire80
Alexa80
McConnell80
White80
Glasgow80
Novembers80
Liberal80
Epstein80
Melrose79
TikTok79
Handelsblatt79
Sunday Times79
Labours79
LSE79
NFL79
PKK79
Assads79
Alphabet Inc79
Fortum79
Transport79
Bidens79
Kiska79
Alstom79
Defence79
Blue House79
El Paso79
Catholic Church79
Border Protection79
Prague79
Xiaomi79
MercedesBenz79
U.S. Treasury Secretary Steven Mnuchin78
Senate Judiciary Committee78
Ivory Coast78
Zhang78
Algerias78
Thomas Cook78
Guinea78
Trump Organization78
President Abdel Fattah78
Phoenix78
Russian S40078
Lu Kang78
BNP Paribas78
Saudi Crown Prince Mohammed78
IsraeliPalestinian78
Brown78
Hindu77
Juncker77
Fars77
Fico77
Commonwealth77
Red Bull77
Hebei77
Iranian President Hassan Rouhani77
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