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. 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: 482, processed URLs: 41, finished time: 2018-12-16-00-39-34
Reuters --> processed sentences: 895, processed URLs: 258, finished time: 2018-12-16-00-53-54
Subject Verb relation Object Sentence Select sentiment Date (YYYY-MM-DD)
Entity statistics

Aggregated frequencies of international relations entities

EntityFrequency in news
U.S.140411
China62634
Russia32328
EU22939
Britain20295
Iran19917
Syria18667
Facebook14819
Japan14343
Turkey13874
Germany13808
Israel13416
France13375
Mexico13219
India11560
Canada10406
Australia9776
Apple8801
Uber7823
Ireland7547
U.N.7466
Amazon7454
Google7171
Italy7084
Brazil6372
Iraq5962
Egypt5547
Myanmar5474
Libya4919
Poland4749
Singapore4672
Yemen4468
Pakistan4451
Taiwan4450
Lebanon4257
Nigeria4178
Spain4066
Ukraine4052
Zimbabwe3734
FBI3710
Kenya3446
Tesla3432
Venezuela3333
Ford3276
OPEC3255
Bangladesh3232
Switzerland3215
Samsung3200
Philippines3139
Vietnam3007
Indonesia2997
Afghanistan2964
Sudan2879
Hezbollah2856
Microsoft2643
Greece2581
Alphabet2574
Alibaba2492
Malaysia2421
Volkswagen2281
ECB2269
Netherlands2263
Hungary2259
Toyota2240
Jordan2235
Taliban2223
Sweden2027
JPMorgan2000
Argentina1953
Ethiopia1947
NATO1944
Mitsubishi1938
BMW1894
Belgium1853
Thailand1808
Norway1807
Chile1759
Huawei1695
Exxon1684
Waymo1655
Cuba1645
Tunisia1636
Sony1598
Georgia1591
Austria1573
Uganda1571
WTO1570
Honda1538
Hamas1524
Hyundai1522
Mercedes1489
Siemens1487
Nokia1447
Vatican1443
Haiti1433
Romania1358
Morocco1356
Bahrain1336
SpaceX1327
Audi1310
Somalia1283
Kuwait1277
Peru1274
IBM1194
Guinea1169
Xiaomi1147
Cambodia1123
Portugal1111
Sinopec1097
Peugeot1097
Ghana1088
Colombia1087
Serbia1045
Opel1040
Algeria1000
Jaguar997
Tanzania963
Niger955
Finland955
Suzuki952
Kazakhstan947
BOJ927
Denmark921
Chad920
Mali911
IMF910
Honduras879
Luxembourg855
Citroen834
Panama828
Cameroon813
Bulgaria805
Rwanda776
Tencent757
Zambia733
Kosovo725
Maldives692
General Motors683
Wallmart683
European Commission683
Royal Dutch Shell683
Cyprus655
Macedonia620
Oman595
ASEAN574
Mozambique574
Botswana548
Djibouti544
Palestine542
Malta537
Angola529
Nepal529
Guatemala523
Iceland521
Senegal517
Slovakia501
Liberia489
Jamaica489
Uruguay488
Belarus472
Mongolia454
Latvia428
Burundi427
Montenegro415
Croatia415
Ecuador406
Bolivia389
APEC384
Albania377
Estonia371
Gambia370
Eritrea362
G20361
Gazprom344
Lithuania342
Namibia336
Azerbaijan322
Brunei317
Laos312
Armenia298
Comoros274
Slovenia256
Seychelles248
Mauritius241
Malawi236
Fiji235
Benin223
Uzbekistan218
Madagascar214
OECD211
Paraguay206
Nicaragua194
Togo181
Nauru178
Moldova176
Samoa152
Gabon152
Mauritania151
Barbados143
Lesotho137
Monaco129
Swaziland129
Bahamas120
Guyana118
Turkmenistan112
Kyrgyzstan108
Vanuatu100
Mercosur99
Tajikistan97
Kurd93
Belize90
Grenada87
Palau86
Kiribati84
Liechtenstein60
Tonga59
Eurozone43
Bhutan41
Dominica32
Micronesia25
Suriname6
Andorra2





Aggregated frequencies of NER entities

EntityFrequency in news
US22712
United States8224
China7613
Reuters6255
UK5392
EU5157
Trump5061
Chinese4855
Russia4730
Russian3988
Iran3508
Brexit3263
Syria3224
London2987
British2849
Britain2834
BBC2805
European2779
Washington2674
Europe2568
White House2484
European Union2373
Twitter2206
North Korea2182
Facebook2032
German1955
French1915
Syrian1883
Beijing1784
Germany1694
Israel1681
Turkey1654
Chinas1623
Japan1572
Mexico1542
England1511
American1492
India1470
UN1465
US President Donald Trump1461
Moscow1439
France1406
Republican1393
Canada1308
Congress1307
Iranian1276
Saudi Arabia1274
Japanese1238
TV1232
Israeli1213
Turkish1208
New York1200
President Donald Trump1132
Italy1112
Mr Trump1080
South Korea1076
Australia1070
North Korean1032
Mr1026
House1023
Senate996
Trumps956
Islamic State954
Italian931
World Cup928
Canadian912
Republicans908
Indian885
United Nations883
Australian880
California880
Democrats877
Paris850
Brazil848
Africa845
OPEC837
Asia823
Bank804
FBI803
Amazon790
African790
Brussels789
Asian788
Tehran782
Mexican768
Middle East763
North743
Western729
Singapore729
Saudi723
Wall Street712
Uber707
Americans701
Iraq701
Apple691
Google672
MPs672
Wales667
University664
Im662
Pyongyang657
Jerusalem650
Britains643
Spain640
Supreme Court638
GMT631
Swiss620
Florida617
Damascus617
Ireland607
South Korean603
Taiwan602
Democratic597
Palestinians597
Yemen589
Scotland585
Palestinian581
South Africa574
Northern Ireland569
Ukraine566
Department561
European Commission559
Brazilian555
Egypt554
Ghouta552
Justice549
Libya546
Brent544
Russias538
Hong Kong537
Irans529
America528
South524
Nigeria522
Christmas519
Labour518
Spanish518
Muslim515
Myanmar508
Kremlin504
Texas504
Tesla499
NAFTA496
English492
Treasury483
Boeing478
Irish475
Representatives474
Kim473
Pakistan470
Hollywood468
Afrin467
Islamist460
Poland454
Jan452
Gaza448
Dec447
Venezuela445
Idlib445
Kim Jong Un439
Commission439
Putin434
Russians433
Afghanistan429
Gulf428
YouTube427
CEO424
Nikkei423
Justice Department421
ECB421
BST418
Donald Trump417
Feb410
Turkeys407
Airbus404
UKs403
NHS402
Kurdish401
Taliban396
NATO390
Douma390
Pentagon387
Lebanon387
Ministry384
South African376
Instagram370
Los Angeles369
Greece367
Berlin362
Cambridge Analytica361
President Donald Trumps356
Democrat355
Korean353
Congo352
Tokyo351
West350
Argentina348
Iraqi343
IPO338
Sept337
Zimbabwe335
US President Donald Trumps329
Kenya328
Ankara328
Shanghai326
Dutch325
Arab325
Federal Reserve323
Rohingya323
EUs322
Europes322
Ive320
Netherlands318
USChina316
Philippines314
European Central Bank313
Italys313
State Department311
AFP311
Riyadh311
Nasdaq311
No309
US Treasury307
Seoul306
Ethiopia306
President Trump305
Salisbury305
Qatar305
Hamas298
US Department297
Bangladesh297
New York Times296
Scottish294
IS293
Libyan293
Netflix293
Assad292
Afghan290
Vietnam289
Belgium289
Nigerian285
Aug284
Jewish283
Houthis282
Egyptian280
North America279
Human Rights278
Islamic278
Brazils278
DNA277
Polish275
Indonesia275
Nov273
ANC270
Home Office270
Thomson Reuters Foundation269
Russian President Vladimir Putin269
Switzerland268
World War Two267
Wall Street Journal267
Parliament266
Erdogan265
North American Free Trade Agreement263
Mexicos261
New Zealand261
Malaysia261
Muslims261
Jordan260
IMF260
Sky260
Hezbollah259
Japans259
Sweden259
Fox258
Earth258
Americas257
North Koreas257
State Mike Pompeo254
LCOc1250
Christian249
UAE249
Toronto249
Saudiled248
Swedish247
Greek247
AsiaPacific247
Oscar246
US Senate244
US Congress243
Cohen242
BBC News242
South China Sea242
UN Security Council241
European Parliament241
Syrias240
Commons240
Prime Minister Theresa May239
United Arab Emirates238
WTO238
Chicago238
Disney238
Thailand237
Queen235
AI233
Vatican233
Mediterranean233
CLc1233
STOXX232
Bitcoin232
Manhattan231
President Donald230
Houthi230
Pennsylvania230
Mueller229
Washingtons229
Theresa May229
Indias227
Games226
Dubai225
Xinhua225
President224
Geneva224
Sydney223
Church222
Macron222
US House222
Germanys221
High Court220
San Francisco219
God219
USled218
League218
Venezuelan217
Commerce216
Australias215
Iranians215
Democratic Republic215
Vienna215
Drug Administration215
Eastern Ghouta212
Manchester212
Lopez Obrador212
World Trade Organization211
Dow211
Meghan Markle211
Arizona211
GDP210
Chile208
ZTE208
CNN206
YPG206
State206
Olympics205
Ebola205
Manafort205
Tripoli204
Latin America204
Deutsche Bank204
BOJ203
US Supreme Court203
Mr Trumps203
MP202
Cairo201
Beijings201
Ukrainian200
Israels199
International Monetary Fund199
Qualcomm199
Organization197
United Kingdom194
Venezuelans193
Moon192
Prince Harry192
Goldman Sachs191
CCTV191
Lebanese190
Alabama190
CBS189
Weinstein189
Jews189
Portugal189
Boko Haram188
G7187
Oct187
SPD187
Rusal187
Republic187
Jeremy Corbyn186
Fridays186
Austria185
Obama185
SEC184
Westminster183
FDA183
State Rex Tillerson183
Colombia183
GM182
Olympic182
CIA182
Century182
Microsoft181
US Food181
Morocco181
Winter Olympics181
Harvey Weinstein180
Merkel180
Rome180
Virginia179
Mr Kim179
Washington Post178
Volkswagen178
US State Department178
USbased178
Hungary178
Barclays177
FTSE177
West Bank177
LNG176
Edinburgh176
Inc175
Japans Nikkei175
City174
Peru174
Exchange Commission173
Cambridge173
Rio173
Sarah Sanders173
Uganda173
United172
Xi171
Samsung170
Sundays170
Washington DC170
Tunisia170
Ms169
Baghdad169
Kim Jongun169
Crimea168
Health168
North Carolina168
New York City166
Mexico City166
Oscars166
Kenyan166
Boston165
Zuma165
Mugabe165
Paul Manafort165
Dublin164
Model164
Conservatives164
Thai164
WhatsApp163
Cuba163
Koreas163
Catholic163
Norwegian163
Pompeo163
Pacific162
US Secretary162
Catalan162
Novichok161
Georgia160
US President Donald160
Morgan Stanley159
Holocaust159
Conservative159
Eritrea158
FCC158
Alibaba158
World Health Organization158
Salman158
Bloomberg158
VW157
Petroleum Exporting Countries157
Indonesian157
Birmingham157
Glasgow157
Norway157
PM156
Liverpool156
Tuesdays155
Labour Party155
Hodeidah154
French President Emmanuel Macron154
Communist Party153
President Bashar153
Hawaii153
HIV152
Sergei Skripal152
Secretary152
Sanaa152
Colorado152
World151
Las Vegas151
Gaza Strip151
Office150
RIA150
Commonwealth150
Islam150
New Jersey150
Dr149
South Carolina149
Walmart149
Britons149
Kabul149
Id148
Robert Mugabe148
Ford148
Belgian148
Canadas148
Philadelphia148
Mr Mugabe147
Nairobi147
Syrian Observatory147
Facebooks147
Duke146
EPA146
Michael Cohen146
Belfast145
Davos143
Bahrain143
Spotify143
GKN142
Somalia141
South Africas141
Fox News141
LGBT141
Hillary Clinton140
President Tayyip Erdogan140
Austrian140
US Federal Reserve140
Daimler139
Mrs May139
Mali139
Thursdays139
Abe138
Frances138
Johnson137
Nazi137
Mondays137
President Vladimir Putin136
Atlantic136
Nassar136
Southeast Asia136
Silva135
South Sudan134
BMW134
Times134
Melbourne134
Andres Manuel Lopez Obrador133
DUP133
Pakistani133
Social Democrats133
IT132
Apple Inc132
Windsor132
North Koreans132
Lula131
UBS131
Mnangagwa131
Houston131
European Court131
Investigation131
Kavanaugh131
Africas131
Frankfurt130
Syrian President Bashar130
Interfax130
Mr Johnson130
Massachusetts129
Dreamers129
NRA129
Prince129
Skripals128
Danish128
Musk128
Comcast128
Malaysian128
Istanbul128
Puerto Rico127
Chinese President Xi Jinping127
Moore127
Channel126
Croatia126
Oxford126
Barcelona126
Group126
Army126
Norths126
Court125
Grenfell Tower125
BoE125
Dmitry Peskov125
Caribbean125
Yemeni125
Sao Paulo125
Harare125
US Justice Department125
Glencore125
Huawei125
Vladimir Putin125
Starbucks124
US Treasuries124
Pope124
Ryanair124
Telegram124
GE123
Downing Street123
Nato122
Argentine122
G20122
Soviet122
Romania122
Sudan121
Thomson Reuters121
Tencent121
Welsh121
Syrians121
Movement120
Formula One120
Xerox120
Madrid120
Silicon Valley120
North American119
Athens119
Aramco119
Haiti118
Delhi118
Amsterdam118
BBC Radio118
Ferrari117
Serbia117
Amnesty International117
President Xi Jinping117
Maryland117
Hindu116
Michel Barnier116
Mumbai116
Federal Bureau116
Grab116
Duchess116
Cambodia115
HNA115
Ghana115
African National Congress115
Stormy Daniels115
Mars114
Yulia114
Foreign Office114
Boris Johnson114
Oklahoma114
Broadcom114
Harry113
Saturdays113
Cold War113
Mercedes113
Michigan113
Total113
Melrose112
Ohio112
Iraqs112
Johannesburg112
Denmark112
John112
St111
Feds111
Institute111
Transport111
Europeans111
Wednesdays111
Latin American111
Kiev111
Fraser111
German Chancellor Angela Merkel110
Beirut110
Emirates110
WHO110
Tel Aviv110
Apples110
JPMorgan109
Vivendi109
Conservative Party109
Ethiopian109
Netanyahu108
Facebook Inc108
British Prime Minister Theresa May108
Red Cross108
US Securities108
Security Council107
Moscows107
JGB107
Milan107
CNBC107
Intel106
ABC106
Portuguese106
Malta106
Saudi Arabias106
World Bank106
RBS105
Oxfam105
Rakhine105
USMexico105
Somali105
Ramaphosa105
European Unions105
UKbased105
Arctic104
Catalonia104
Mays103
World Economic Forum103
Ill103
Tanzania103
Kuwait103
Sisi103
Toyota103
CFPB103
Tehrans103
Android102
Bristol102
Israelis102
Victoria102
Helsinki102
People102
Mr Corbyn101
Luxembourg101
Islamic Republic101
FIFA101
Time Warner101
Metropolitan Police101
Daniels101
Special Counsel Robert Mueller101
Algeria101
Commerce Department100
ITV100
Illinois100
Union100
Jacob Zuma100
Warsaw100
Manbij100
Christians100
Elliott99
Berkshire99
Sun99
Topix99
Bollywood98
President Barack Obama98
Iceland98
Barack Obama98
Londons98
CO298
Ms Markle98
PMI98
Yemens98
Tillerson98
PBOC98
Pyeongchang98
Abu Dhabi98
Pemex98
Lords98
Venezuelas97
Xinjiang97
Vietnamese97
Smith96
Cameroon96
Snapchat96
Shell96
Leeds96
Soviet Union96
El Salvador96
Williams96
Obamacare96
Jackson95
Radio95
Lee95
Organisation95
Saudis95
Wang94
OPCW94
Journal94
West Africa94
Sky News94
Missouri94
Heathrow94
Pope Francis94
Obamaera94
Bayer94
Quebec93
Rosneft93
Nazis93
WTI93
Googles93
Global Times93
US Circuit Court93
Academy93
Congolese93
Mogadishu93
David92
Santos92
Teslas92
Appeals92
Londonbased92
Carillion92
Alaska92
Financial Times92
South Koreas92
GP91
Thomas91
President Jacob Zuma91
Windrush91
Ofcom91
Cardiff91
USA Gymnastics91
Panama91
Chequers91
Petrobras91
JP Morgan90
Niger90
Shiite90
Muellers90
Finland90
Detroit90
Jefferies90
South American90
Shire90
Egypts90
Korean War90
Mr Musk90
Wells Fargo89
Zimbabweans89
Korea89
South Korean President Moon Jaein89
Nigerias89
Mr Putin89
Saudi Aramco89
Addis Ababa89
Shenzhen89
Kentucky89
Minnesota88
WeChat88
Qatari88
New88
SDF88
Mr Zuma88
Bombardier88
Sessions88
Kansas88
North Sea88
BBCs88
Democratic Party88
James87
Kosovo87
PRI87
Met Office87
Sinai87
Ryan87
Homeland Security86
David Davis86
Seattle86
Donald86
Qaeda86
Ottawa86
Skripal86
Australians86
South America86
Utah85
St Petersburg85
FCA85
Pyongyangs85
Treasuries85
ZanuPF85
Tory85
Li84
Janeiro84
Cornwall84
Kerala84
Wimbledon84
Philip Hammond84
Uber Technologies Inc84
Mr Mnangagwa84
Gates84
ACLU84
Libyas84
AfricanAmerican84
Novembers84
Buffett84
Stockholm83
Seven83
WPP83
Monsanto83
Weibo83
Hariri83
Donald Trumps83
Association83
Council83
Bulgaria83
Embraer82
NFL82
Zimbabwes82
Mosul82
Amazons82
Honduras82
Cape Town82
Internet82
Turks82
Sinn82
Today82
US Navy82
Sheffield81
Meghan81
Renault81
Nigerians81
ICE81
Mozambique81
Indian Ocean81
Red Sea81
Asias81
Deraa81
Bannon81
Rouhani81
Easter81
Nissan81
Florence81
Taiwanese81
Airbnb81
Human Rights Watch81
Cosby80
Wisconsin80
Elon Musk80
NBC80
Mrs80
Austin80
Prohibition80
Finnish80
Defence80
Tesco80
Islamabad80
Kurds80
NYSE79
Czech79
Mr Moore79
Education79
Northern79
Jaish78
Met Police78
ICO78
US Embassy78
US District Court78
HSBC78
Cyprus78
Cuban78
ZTE Corp78
Macedonia78
Chilean78
Maduro78
Sanofi77
Kuala Lumpur77
Commerzbank77
A38077
Leave77
Catholic Church77
Czech Republic77
FX76
Philippine76
Siemens76
OPECled76
Senegal76
Aleppo76
Zuckerberg76
Committee76
SoftBank76
Republican Party76
Uruguay76
Alphabet76
Mississippi76
Wa Lone76
ONS75
Windsor Castle75
Southern California75
Mattis75
Road75
ID74
Scott74
Sussex74
Taiwans74
East74
Parkland74
Old Bailey74
New Delhi74
Medicare74
Tunisian74
Blackstone74
Chemical Weapons74
East Jerusalem74
Islamists74
Ubers74
BP73
Sri Lanka73
Pruitt73
Colombian73
Rwanda73
Amtrak73
Niki73
Oscarwinning73
Alexa73
Blue House73
Jones73
Buenos Aires73
Audi73
Kims73
UKIP73
Waymo73
Anadolu72
Israeli Prime Minister Benjamin Netanyahu72
Didi72
Ecuador72
NOC72
SNP72
Star Wars72
Paul72
UNHCR72
Havana72
Southeast Asian72
Bolton72
Cannes72
Ethiopias72
MSCI71
Comey71
Italians71
Caracas71
Larry Kudlow71
KPMG71
Bali71
Center71
Crown Prince Mohammed71
Flipkart70
Observatory70
FTC70
MDC70
Liu70
Cabinet70
Pfizer70
Miami70
Medicaid70
Indians70
IHS Markit70
United Nations Security Council70
Montreal70
Hamilton70
Central American70
Gazprom69
Connecticut69
New Mexico69
Prevention69
World War One69
Deutsche69
President Emmanuel Macron69
Law69
Germans69
Kurdish YPG69
Disease Control69
West African69
West Virginia69
Pakistans69
Associated Press69
DACA69
Benghazi68
Grace68
Homs68
Zambia68
Alfie68
Tennessee68
Commonwealth Games68
Queensland68
Taipei68
CSeries67
OK67
Zimbabwean67
International Criminal Court67
Children67
Forbes67
BJP67
Oil67
Farc67
National Rifle Association67
Board67
Africans67
Autopilot67
Credit Suisse67
New Year67
Roche67
Revolutionary Guards67
Novartis67
Agriculture67
China Daily67
Premier League66
Oregon66
Brett Kavanaugh66
Emerging66
Turkish President Tayyip Erdogan66
Clinton66
Goldman66
Englands66
Odebrecht66
CFIUS66
Global66
Cohens66
Ramadan66
Guinea66
Atlanta66
Isle66
MSCIs66
Basra66
Larry Nassar66
Michael65
ECBs65
NTSB65
Day65
ICC65
SUV65
Greens65
Sochi65
United Nations Nikki Haley65
Appeal65
Munich65
National Guard65
Buckingham Palace65
Parkland Florida65
Aden65
Development65
Dow Jones Industrial Average65
Foreign Ministry65
Star65
District65
Belt65
Centre65
Nestle65
Kazakhstan64
Culture64
John Bolton64
Wall64
Hungarian64
RAF64
Article64
Tesla Inc64
Moodys64
Chancellor Angela Merkel64
Hull64
Jack64
Freedom64
Citi63
Merck63
Prime Minister Theresa Mays63
Labours63
Rohingya Muslims63
Section63
Jared Kushner63
Kyaw Soe Oo63
ICOs63
Newcastle63
Powell63
Chibok63
Reddit63
American Civil Liberties Union63
Robert Mueller63
Dallas63
Tasnim63
Kent63
Lufthansa63
Lunar New Year63
RT62
Broadway62
ZANUPF62
Christmas Day62
Muammar Gaddafi62
Wall Streets62
CPS62
Euro62
Capitol Hill62
Chapter62
Eskom62
Steve Bannon62
America Merrill Lynch62
Iowa62
Pence62
US Constitution62
Lu Kang62
Vote Leave62
Musks62
Prince Charles62
Manaforts61
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