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Interpret graph data, save ideas, AI content, and analytics reports. Add Analytics
Top keywords (global influence):
Top topics (local contexts):
Explore the main topics and terms outlined above or see them in the excerpts from this text below.
See the relevant data in context: click here to show the excerpts from this text that contain these topics below.
Tip: use the form below to save the most relevant keywords for this search query. Or start writing your content and see how it relates to the existing search queries and results.
Tip: here are the keyword queries that people search for but don't actually find in the search results.

Rwandan court fines speeding driver $920 over death of campaigning journalist https://www.theguardian.com/world/2023/feb/07/rwandan-court-fines-speeding-driver-920-over-death-of-campaigning-journalist

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High-profile lawsuit against Meta can be heard in Kenya, Nairobi court rules https://www.theguardian.com/global-development/2023/feb/07/lawsuit-meta-kenya-nairobi-court-rules-facebook-ptsd

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South Sudan ‘failed’ by international aid system as food crisis intensifies https://www.theguardian.com/global-development/2023/feb/07/south-sudan-failed-by-international-aid-system-as-food-crisis-intensifies

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Rights abuses often ‘tipping point’ for extremist recruitment, UN study finds https://www.theguardian.com/world/2023/feb/07/rights-abuses-often-tipping-point-for-extremist-recruitment-un-study-finds

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Kenyan court sentences police officer to death for triple murder https://www.theguardian.com/global-development/2023/feb/06/kenyan-court-sentences-police-officer-to-death-for-triple

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Pope urges churches in South Sudan to raise voices against injustice https://www.theguardian.com/world/2023/feb/04/pope-urges-churches-south-sudan-raise-voices-against-injustice

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Great Bear Sea: vast new marine zone a ‘mindset shift’ for conservation https://www.theguardian.com/environment/2023/feb/07/canada-plans-protect-vast-marine-zone-great-bear-sea-project

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Gangs, cholera and political turmoil leave half Haiti’s children relying on aid https://www.theguardian.com/global-development/2023/feb/07/gangs-cholera-and-political-turmoil-leave-half-haitis-children-relying-on-aid

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Argentinian rugby players sentenced to life in prison over teen’s murder https://www.theguardian.com/world/2023/feb/06/argentina-fernando-baez-sosa-murder-rugby-players

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Chile firefighters battle blazes amid warning that wildfires could get worse https://www.theguardian.com/world/2023/feb/06/chile-wildfires-death-toll

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Investigate Bolsonaro for genocide, says Brazil’s Marina Silva https://www.theguardian.com/world/2023/feb/06/investigate-bolsonaro-for-genocide-says-brazils-marina-silva

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Leaked video footage of ocean pollution shines light on deep-sea mining https://www.theguardian.com/environment/2023/feb/06/leaked-video-footage-of-ocean-pollution-shines-light-on-deep-sea-mining

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‘Hot air’: Marjorie Taylor Greene in State of the Union balloon stunt https://www.theguardian.com/us-news/2023/feb/07/marjorie-taylor-greene-state-of-the-union-balloon-stunt

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Separatists fighters in Papua hold New Zealand pilot hostage https://www.theguardian.com/world/2023/feb/08/separatists-fighters-in-papua-hold-new-zealand-pilot-hostage

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Protests in Solomon Islands as key China critic politician is ousted in no confidence vote https://www.theguardian.com/world/2023/feb/07/protests-in-solomon-islands-as-key-china-critic-politician-is-ousted-in-no-confidence-vote

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Old-school backpacks too heavy, Japan’s pupils complain https://www.theguardian.com/world/2023/feb/07/old-school-backpacks-too-heavy-japans-pupils-complain

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War of words over downed Chinese spy balloon continues as US recovers debris https://www.theguardian.com/world/2023/feb/06/china-accuses-us-of-overreaction-after-it-shot-down-high-altitude-balloon

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Hong Kong: landmark national security trial of 47 democracy advocates begins https://www.theguardian.com/world/2023/feb/06/hong-kong-landmark-national-security-trial-of-47-democracy-advocates-begins

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Australia politics live: Dorinda Cox warns NT alcohol bans a ‘Band-Aid solution’, says intergenerational trauma must be addressed https://www.theguardian.com/australia-news/live/2023/feb/08/australia-politics-live-parliament-code-of-conduct-anthony-albanese-peter-dutton-bullying-workplace-indigenous-voice-safeguard-mechanism-emissions-interest-rates-reserve-bank-jim-chalmers

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Australia Post warns about long-term viability, with letters revenue in ‘unstoppable’ decline https://www.theguardian.com/business/2023/feb/08/australia-post-predicts-full-year-financial-loss-letters-revenue-decline

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Archie Moore becomes second solo Aboriginal artist to represent Australia at Venice Biennale https://www.theguardian.com/artanddesign/2023/feb/08/archie-moore-aboriginal-artist-represent-australia-venice-biennale

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Liberal MP Bridget Archer ‘open-minded’ on Labor’s push to overhaul climate safeguard mechanism https://www.theguardian.com/australia-news/2023/feb/08/liberal-mp-bridget-archer-labor-climate-safeguard-mechanism

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Betting company fined after emailing Melbourne Cup promotion to hundreds of people experiencing gambling harm https://www.theguardian.com/australia-news/2023/feb/08/betting-company-fined-after-emailing-melbourne-cup-promotion-to-hundreds-of-problem-gamblers

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Maribyrnong flood review chief Nick Wimbush resigns https://www.theguardian.com/australia-news/2023/feb/08/maribyrnong-flood-review-chief-nick-wimbush-resigns

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Russia-Ukraine war at a glance: what we know on day 350 of the invasion https://www.theguardian.com/world/2023/feb/08/russia-ukraine-war-at-a-glance-what-we-know-on-day-350-of-the-invasion

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Turkey Declares State of Emergency in Quake-Hit Regions https://www.wsj.com/articles/earthquake-rescue-efforts-in-turkey-syria-hampered-by-snowstorm-11675758235

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Turkey, Syria Confront Earthquakes' Devastation---'I Buried My Kids Today' https://www.wsj.com/articles/turkey-syria-deal-with-earthquakes-devastationi-buried-my-kids-today-11675813760

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China Refused U.S. Call After Downing of Suspected Spy Balloon, Pentagon Says https://www.wsj.com/articles/china-refused-u-s-call-after-downing-of-suspected-spy-balloon-pentagon-says-11675811844

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Turkey's Erdogan Era Began After a Massive Earthquake. Another Is Testing His Leadership. https://www.wsj.com/articles/turkeys-erdogan-era-began-after-a-massive-earthquake-another-is-testing-his-leadership-11675813751

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Poland Weighs More U.S. Weapons Ahead of Biden Visit https://www.wsj.com/articles/biden-expected-to-visit-poland-around-one-year-mark-of-russias-ukraine-invasion-11675786781

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Russia Pushes on Several Fronts in Ukraine https://www.wsj.com/articles/russia-pushes-on-several-fronts-in-ukraine-11675770451

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Turkey and Syria Earthquake Death Toll Tops 7,700 As Rescuers Fight Weather https://www.nytimes.com/2023/02/07/world/middleeast/earthquake-turkey-syria.html

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Videos Show Desperate Search for Survivors Near Quake’s Epicenter in Turkey https://www.nytimes.com/2023/02/07/video/turkey-earthquake-rescue-hatay.html

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Russia Pays a Bloody Price for Small Gains in Eastern Ukraine https://www.nytimes.com/2023/02/07/world/europe/ukraine-russia.html

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How Russia Is Surviving the Tightening Grip on Its Oil Revenue https://www.nytimes.com/2023/02/07/business/russia-oil-embargo.html

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As Sunak Tries to Move Ahead, He’s Haunted by Prime Ministers Past https://www.nytimes.com/2023/02/07/world/europe/britain-sunak-cabinet-boris-johnson.html

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China Tries to Play Down Balloon Dispute With Censorship and Memes https://www.nytimes.com/2023/02/07/world/asia/china-balloon-propaganda.html

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In a First, South Korea Is Ordered to Compensate a Vietnam War Victim https://www.nytimes.com/2023/02/07/world/asia/korea-vietnam-war-massacre.html

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David Carrick Is Sentenced to Life for Rape and Sexual Abuse https://www.nytimes.com/2023/02/07/world/europe/uk-david-carrick-police-sentencing-rape.html

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After Spy Balloon Clash, U.S.-China Tensions Loom Over Biden’s Speech https://www.nytimes.com/2023/02/07/us/politics/china-balloon-diplomacy-biden.html

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After Spy Balloon Incident, China Rejects Pentagon’s Request to Speak https://www.nytimes.com/2023/02/07/us/politics/china-balloon-austin.html

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Felipe Calderón, Former Mexican President, Accused of Supporting Sinaloa Cartel https://www.nytimes.com/2023/02/07/world/americas/mexico-president-sinaloa-cartel.html

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Baby Born in Rubble of Turkey-Syria Earthquake is one of Many Child Victims https://www.nytimes.com/2023/02/07/world/europe/turkey-syria-earthquake-baby-born-children.html

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Mukarram Jah, Heir to an Opulent Throne He Abandoned, Dies at 89 https://www.nytimes.com/2023/02/07/world/asia/mukarram-jah-dead.html

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Joy and Heartache Follow Earthquake Rescue in Turkish City of Gaziantep https://www.nytimes.com/2023/02/07/world/europe/turkey-earthquake-rescue-gaziantep-apartment.html

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Your Wednesday Briefing: Quake’s Death Toll Soars https://www.nytimes.com/2023/02/07/briefing/turkey-earthquake-syria-china-asia.html

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At Cooper Union, a Russian Design Show Caught in a Political Crossfire https://www.nytimes.com/2023/02/07/arts/design/cooper-union-russia-exhibition.html

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3 E.U. Countries Plan to Get Some Leopard 1 Tanks to Ukraine ‘Within Months’ https://www.nytimes.com/2023/02/07/world/europe/leopard-1-tanks-to-ukraine.html

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Erdogan’s Response to Turkey’s Earthquake Could Determine His Re-Election https://www.nytimes.com/2023/02/07/world/europe/turkey-earthquake-election-erdogan.html

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Pentagon Lifts Trump-Era Ban on Release of Guantánamo Prisoners’ Art https://www.nytimes.com/2023/02/07/us/politics/guantanamo-art.html

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The Sole Border Crossing for U.N. Aid From Turkey to Syria Is Blocked https://www.nytimes.com/2023/02/07/world/europe/turkey-syria-quake-un-aid.html

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Soccer Player Christian Atsu Is Rescued From Turkey Earthquake https://www.nytimes.com/2023/02/07/world/europe/christian-atsu-turkey-earthquake.html

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Searching for Survivors https://www.nytimes.com/2023/02/07/briefing/turkey-syria-earthquake-recovery-crisis.html

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‘Miracle’ Cystic Fibrosis Drug Kept Out of Reach in Developing Countries https://www.nytimes.com/2023/02/07/health/cystic-fibrosis-drug-trikafta.html

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How Deepfake Videos Are Used to Spread Disinformation https://www.nytimes.com/2023/02/07/technology/artificial-intelligence-training-deepfake.html

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Turkey Earthquake: Time Is Running Out to Find Survivors https://www.nytimes.com/2023/02/07/world/europe/turkey-earthquake-survivors-rescue.html

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Live updates: Death toll in Turkey, Syria earthquakes rises to nearly 8,000 https://www.washingtonpost.com/world/2023/02/06/turkey-syria-earthquake-death-toll-live-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Photos: Rescuers search for survivors after earthquake in Syria and Turkey kills thousands https://www.washingtonpost.com/photography/interactive/2023/photos-turkey-syria-earthquake-rescue/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Social media gives glimpse into hunt for Syria, Turkey quake survivors https://www.washingtonpost.com/world/2023/02/07/turkey-syria-social-media-earthquake/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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‘I saw death’: Rescuers in rebel-held Syria plead for help after quake https://www.washingtonpost.com/world/2023/02/07/syria-turkey-earthquake-idlib-aid/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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See the earthquake’s total devastation through before and after images https://www.washingtonpost.com/world/interactive/2023/turkey-syria-before-after-video-photo/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Chinese balloon part of vast aerial surveillance program, U.S. says https://www.washingtonpost.com/national-security/2023/02/07/china-spy-balloon-intelligence/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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In a Turkish town shattered by the earthquake, death is everywhere https://www.washingtonpost.com/world/2023/02/07/turkey-syria-earthquake-aid-rescue/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Lubomir Strougal, Moscow’s Cold War ally in Czechoslovakia, dies at 98 https://www.washingtonpost.com/obituaries/2023/02/07/lubomir-strougal-czechoslovakia-prague-dies/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Despair and glimmers of hope in scramble to save earthquake survivors https://www.washingtonpost.com/world/2023/02/07/turkey-syria-earthquake-rescue-cold/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Ukraine live briefing: State Department weighs $10 billion HIMARS deal with Poland https://www.washingtonpost.com/world/2023/02/07/russia-ukraine-war-latest-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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How to help people affected by the earthquake in Turkey and Syria https://www.washingtonpost.com/world/2023/02/06/how-to-help-turkey-syria-earthquake/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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D.C.-area Turkish community launches fundraising effort for quake victims https://www.washingtonpost.com/dc-md-va/2023/02/07/turkish-dc-donations-help-earthquake-victims/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Countries rush aid, medical teams and rescue dogs to Turkey and Syria https://www.washingtonpost.com/world/2023/02/07/turkey-syria-earthquake-aid/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Pakistan bids farewell to ex-leader Musharraf and his complicated legacy https://www.washingtonpost.com/world/2023/02/07/pakistan-musharraf-funeral-legacy/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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New images of the Chinese balloon recovery show the closest glimpse yet https://www.washingtonpost.com/national-security/2023/02/07/china-spy-balloon-photos/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Bangladesh seeks new terms for Adani coal electricity deal https://www.washingtonpost.com/world/2023/02/07/adani-bangladesh-electricity-coal-discount/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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After the balloon, China works on fixing U.S. ties while still looking tough https://www.washingtonpost.com/world/2023/02/07/china-us-spy-balloon-relations/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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South Koreans wonder: Will the U.S. still protect us from North Korea? https://www.washingtonpost.com/world/2023/02/07/south-north-korea-nuclear-weapons-security/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Quake in Turkey and Syria follows a deeper history of disaster https://www.washingtonpost.com/world/2023/02/07/history-turkey-syria-earthquake/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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More than 4,000 killed in Turkey, Syria after powerful earthquake and aftershocks https://www.washingtonpost.com/world/2023/02/05/turkey-earthquake-istanbul-death-toll/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Live Updates | Turkey, Syria earthquake search intensifies https://www.washingtonpost.com/world/live-updates--turkey-syria-earthquake-kills-thousands/2023/02/07/f1ef23b8-a6ac-11ed-b2a3-edb05ee0e313_story.html?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Canada military plane returns after Haiti surveillance https://www.washingtonpost.com/world/canada-military-plane-returns-after-haiti-surveillance/2023/02/07/fdd4fd28-a752-11ed-b2a3-edb05ee0e313_story.html?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Fed chair warns of even higher rates if jobs data stays strong https://www.ft.com/content/10b6d4f2-d48f-401f-8407-8d5688d1e226

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Joe Biden to defend economic agenda in State of the Union address https://www.ft.com/content/63d9325d-3eff-46e3-9077-c0c3589dd20d

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The puzzle of the US economy https://www.ft.com/content/b1068d7b-3d51-4cd3-aca8-9801fc0e1fd0

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Crying, praying, waiting: a family keeps vigil in a city wracked by grief https://www.ft.com/content/c71a4837-9df8-4537-997e-3d1f51fe5b01

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How row over trans rights sparked a crisis for Nicola Sturgeon’s leadership https://www.ft.com/content/d42f4926-9ef2-42fb-9000-e0a9d0a22585

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A Republican-led US would not shrink from the world https://www.ft.com/content/adc59ddd-2793-476b-b5dc-3ae8eac21d90

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Live news: Asian stocks rise as Powell speech comforts investors https://www.ft.com/content/2b714779-f6ee-48e6-9810-f465a83d84b2

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US stocks rise after Powell’s comments https://www.ft.com/content/470abb91-ed3c-4844-94de-e6978fcd1fe5

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Erdoğan declares state of emergency in Turkey after deadly earthquake https://www.ft.com/content/afbd1f50-0e6f-4d51-89ff-9772c5354d9b

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Why Turkey and Syria’s calamitous earthquakes were decades in the making https://www.ft.com/content/2ad5920c-aab6-4446-bcbd-9a5b355eed1b

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Sunak breaks up business department to refocus on energy and science https://www.ft.com/content/950c51ce-45f7-4b6b-b01f-19968a2d3bad

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Whitehall overhaul fraught with risk, say former ministers https://www.ft.com/content/0e3a937a-470b-4345-8b6a-0ff9137d1eb9

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Treasury bans capital spending by Michael Gove’s Whitehall department https://www.ft.com/content/ee18f02c-7fa5-4ddb-aa41-4dd67743548b

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Lessons from the great reflation https://www.ft.com/content/146647c0-8e0d-4497-8ea8-ea5f930d7fcd

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Indian PM Narendra Modi’s opponents seize on Adani Group woes https://www.ft.com/content/dd9fb25d-816d-44bf-ba89-9a7441495999

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UK bank chiefs accused of failing to pass on interest rate benefits https://www.ft.com/content/44804ff8-dc84-4a68-9e88-0359fe929c4a

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Jupiter dumps Starling Bank and rules out unlisted stocks https://www.ft.com/content/fa4bb826-9ae5-495b-b405-d994cadf5000

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Brussels seeks answers after UK rejects residence for thousands of EU citizens https://www.ft.com/content/13026db9-1251-41f2-beea-de8f6c08a44f

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Ukraine to receive up to 178 German tanks from allies https://www.ft.com/content/3c8b79a8-6488-4a44-8be6-ef1783502e43

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Microsoft takes aim at Google’s search dominance with AI-powered Bing https://www.ft.com/content/2d48d982-80b2-49f3-8a83-f5afef98e8eb

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Leap in efficiency of solar cells predicted by inventor https://www.ft.com/content/031bacfe-80df-458c-a00c-25520a99505c

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BBC chair under fresh fire over Boris Johnson loan claims https://www.ft.com/content/07cfbb5e-fe92-4d61-818a-0492308b4f08

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Carlsberg seeks buyback clause as it nears exit from Russia https://www.ft.com/content/7fb0fb4c-1849-49ed-95be-d4bf73a2d486

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British coins tested for quality in 700-year-old ‘Trial of the Pyx’ https://www.ft.com/content/e70a612b-900d-4e34-a1bc-16d5c789497a

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Premier League ‘shows its teeth’ with move against Manchester City https://www.ft.com/content/d1d4e846-9602-4930-8c56-b9e4961c9246

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semantic variability:
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Semantic Variability Score
— modulates diversity of the discourse network  how it works?
The score is calculated based on how modular the structure of the graph is (> 0.4 means the clusters are distinct and separate from one another = multiple perspectives). It also takes into account how the most influential nodes are dispersed among those clusters (higher % = lower concentration of power in a particular cluster).
Actionable Insight:

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We distinguish 4 states of variability in your discourse. We recommend that a well-formed discourse should go through every stage during its evolution (in several iterations).

  1 - (bottom left quadrant) — biased — low variability, low diversity, one central idea (genesis and introduction stage).
  2 - (top right) - focused - medium variability and diversity, several concepts form a cluster (coherent communication stage).
  3 - (bottom right) - diversified — there are several distinct clusters of main ideas present in text, which interact on the global level but maintain specificity (optimization and reflection stage).
  4 - (left top) — dispersed — very high variability — there are disjointed bits and pieces of unrelated ideas, which can be used to construct new ideas (creative reformulation stage).

Read more in the cognitive variability help article.
Generate AI Suggestions
Your Workflow Variability:
 
Shows to what extent you explored all the different states of the graph, from uniform and regular to fractal and complex. Read more in the cognitive variability help article.

You can increase the score by adding content into the graph (your own and AI-generated), as well as removing the nodes from the graph to reveal latent topics and hidden patterns.
Phases to Explore:
AI Suggestions  
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Main Topical Clusters:

please, add your data to display the stats...
+     full table   ?     Show AI Categories

The topical clusters are comprised of the nodes (words) that tend to co-occur together in the same context (next to each other).

We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph using the Force Atlas algorithm (Jacomy et al) and are given a distinct color.
Most Influential Elements:
please, add your data to display the stats...
+     Reveal Non-obvious   ?

AI Summarize Graph   AI Article Outline

We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.

Click the Reveal Non-obvious button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.

The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.
Network Structure:
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The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.


Download: TXT Report  CSV Report  More Options
Discourse Structure Advice:
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Structural Gap Insight
(topics that could be better linked):
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Highlight in Network   ↻ Show Another Gap   ?  
AI: Bridge the Gap   AI: Article Outline
 
A structural gap shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.

This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.

Latent Topical Connectors
(less visible terms that link important topics):
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?   ↻ Undo Selection
AI: Select & Generate Content
These are the latent brokers between the topics: the nodes that have an unusually high rate of influence (betweenness centrality) to their freqency — meaning they may appear not as often as the most influential nodes but they are important narrative shifting points.

These are usually brokers between different clusters / communities of nodes, playing not easily noticed and yet important role in this network, like the "grey cardinals" of sorts.

Emerging Keywords
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Evolution of Topics
(number of occurrences per text segment) ?
The chart shows how the main topics and the most influential keywords evolved over time. X-axis: time period (split into 10% blocks). Y-axis: cumulative number of occurrences.

Drag the slider to see how the narrative evolved over time. Select the checkbox to recalculate the metrics at every step (slower, but more precise).

 
Main Topics
(according to Latent Dirichlet Allocation):
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LDA stands for Latent Dirichlet Allocation — it is a topic modelling algorithm based on calculating the maximum probability of the terms' co-occurrence in a particular text or a corpus.

We provide this data for you to be able to estimate the precision of the default InfraNodus topic modeling method based on text network analysis.
Most Influential Words
(main topics and words according to LDA):
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We provide LDA stats for comparison purposes only. It works with English-language texts at the moment. More languages are coming soon, subscribe @noduslabs to be informed.

Sentiment Analysis


positive: | negative: | neutral:
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We analyze the sentiment of each statement to see whether it's positive, negative, or neutral. You can filter the statements by sentiment (clicking above) and see what kind of topics correlate with every mood.

The approach is based on AFINN and Emoji Sentiment Ranking

 
Use the Bert AI model for English, Dutch, German, French, Spanish and Italian to get more precise results (slower). Standard model is faster, works for English only, is less precise, and is based on a fixed AFINN dictionary.

Keyword Relations Analysis:

please, select the node(s) on the graph see their connections...
+   ⤓ download CSV   ?

Use this feature to compare contextual word co-occurrences for a group of selected nodes in your discourse. Expand the list by clicking the + button to see all the nodes your selected nodes are connected to. The total influence score is based on betweenness centrality measure. The higher is the number, the more important are the connections in the context of the discourse.
Top Relations in 4-grams
(bidirectional, for directional bigrams see the CSV table below):

⤓ Download   ⤓ Directed Bigrams CSV   ?

The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default. Occurrences shows the number of the times a relationship appears in a 4-gram window. Weight shows the weight of that relation.

As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).

Text Statistics:
Word Count Unique Lemmas Characters Lemmas Density
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Text Network Statistics:
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⤓ Download as CSV  ⤓ Download an Excel File
Network Structure Insights
 
mind-viral immunity:
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stucture:
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The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.

In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.
The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.

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Narrative Influence Propagation:
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The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.

The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).

The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
propagation dynamics: | alpha exponent: (based on Detrended Fluctuation Analysis of influence) ?   show the chart
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).

Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.

Degree Distribution:
  calculate & show   ?
(based on kolmogorov-smirnov test) ?   switch to linear
Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.

This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.

Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
Please, enter a search query to visualize the difference between what people search for (related queries) and what they actually find (search results):

 
We will build two graphs:
1) Google search results for your query;
2) Related searches for your query (Google's SERP);
Click the Missing Content tab to see the graph that shows the difference between what people search for and what they actually find, indicating the content you could create to fulfil this gap.
Please, enter a search query to discover what else people are searching for (from Google search or AdWords suggestions):

 
We will build a graph of the search phrases related to your query (Google's SERP suggestions).
Find a market niche for a certain product, category, idea or service: what people are looking for but cannot yet find*

 
We will build two graphs:
1) the content that already exists when you make this search query (informational supply);
2) what else people are searching for when they make this query (informational demand);
You can then click the Niche tab to see the difference between the supply and the demand — what people need but do not yet find — the opportunity gap to fulfil.
Please, enter your query to visualize Google search results as a graph, so you can learn more about this topic:

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Discover the main topics, recurrent themes, and missing connections in any text or an article:  
Discover the main themes, sentiment, recurrent topics, and hidden connections in open survey responses:  
Discover the main themes, sentiment, recurrent topics, and hidden connections in customer product reviews:  
Enter a search query to analyze the Twitter discourse around this topic (last 7 days):

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Enter a topic or a @user to analyze its social network on Twitter:

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