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InfraNodus
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At least 27 civilians killed by rebels in Democratic Republic of the Congo https://www.theguardian.com/world/2022/may/29/at-least-27-civilians-killed-by-rebels-in-democratic-republic-of-the-congo

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Stampede at charity event in Nigeria leaves 31 people dead and seven injured https://www.theguardian.com/world/2022/may/28/stampede-nigeria-charity-event-dead-injured

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‘Our friends didn’t die in vain’: Sudan’s activists aim to topple military regime https://www.theguardian.com/world/2022/may/28/sudan-resistance-protests-bashir-regime

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Spain and Morocco feel the heat as unseasonal snow falls on Colorado https://www.theguardian.com/environment/2022/may/27/spain-morocco-feel-heat-unseasonal-snow-falls-colorado

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‘You hear bullets, you run’: Congolese refugees stream over Uganda’s border https://www.theguardian.com/global-development/2022/may/27/you-hear-bullets-you-run-congolese-refugees-stream-over-ugandas-border

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Former head of Louvre charged in Egyptian artefacts trafficking case https://www.theguardian.com/world/2022/may/26/former-louvre-head-jean-luc-martinez-charged-egyptian-antiquities-trafficking-case

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Thirty-five dead as heavy rainfall lashes north-eastern Brazil https://www.theguardian.com/world/2022/may/28/thirty-five-dead-as-heavy-rainfall-lashes-north-eastern-brazil

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Canada investigates after Tesla catches fire, forcing driver to ‘smash the window’ https://www.theguardian.com/world/2022/may/27/tesla-catches-fire-vancouver-canada-investigation

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Toronto police fatally shoot man seen carrying rifle near elementary school https://www.theguardian.com/world/2022/may/26/toronto-police-man-rifle-elementary-school

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Pellet gun recovered after Toronto police shoot dead man ‘carrying rifle’ https://www.theguardian.com/world/2022/may/27/toronto-police-pellet-gun-school-shoot-dead-man-canada

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Archaeologists discover ancient Mayan city at Mexico construction site https://www.theguardian.com/world/2022/may/27/mexico-mayan-city-xiol-discovered

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Canada supreme court rules life without chance of parole is ‘cruel’ and illegal https://www.theguardian.com/world/2022/may/27/canada-supreme-court-life-without-parole-cruel-unconstitutional

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Blinken criticises Chinese ‘manipulation’ of high-profile UN visit to Xinjiang https://www.theguardian.com/world/2022/may/28/un-urges-china-to-review-counter-terrorism-policies-after-official-visit

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Victoria’s Secret pays sacked Thai workers $8.3m in ‘wage theft’ settlement https://www.theguardian.com/global-development/2022/may/28/victorias-secret-thai-garment-workers-wage-settlement

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26 people missing after ferry sinks in Indonesia https://www.theguardian.com/world/2022/may/28/indonesia-ferry-sinks-makassar-strait

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Samoa signs China bilateral agreement during Pacific push by Beijing https://www.theguardian.com/world/2022/may/28/samoa-signs-china-bilateral-agreement-during-pacific-push-by-beijing

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‘Empress of terror’: Japanese Red Army founder released from prison https://www.theguardian.com/world/2022/may/28/empress-of-terror-japanese-red-army-founder-released-from-prison

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José Ramos-Horta accuses Alexander Downer of ‘distorting’ issues around 2004 Timor-Leste bugging https://www.theguardian.com/world/2022/may/28/jose-ramos-horta-accuses-alexander-downer-of-distorting-issues-around-2004-timor-leste-bugging

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Australia news live update: defence vehicle donated to Ukraine destroyed in combat; free flu jabs in SA and WA; 30 Covid deaths https://www.theguardian.com/australia-news/live/2022/may/29/australia-news-live-update-nationals-prepare-for-leadership-vote-kristina-keneally-reportedly-blames-covid-lockdown-for-loss-anthony-albanese-barnaby-joyce-prime-minister-fiji-pacific

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Sydney Harbour’s Me-mel Island returning to Aboriginal owners as NSW commits $43m for revamp https://www.theguardian.com/australia-news/2022/may/29/sydney-harbours-me-mel-island-returning-to-aboriginal-owners-as-nsw-commits-43m-for-revamp

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Anthony Albanese vows to ‘keep it real’ as he seeks good rapport with crossbench https://www.theguardian.com/australia-news/2022/may/29/anthony-albanese-vows-to-keep-it-real-as-he-seeks-good-rapport-with-crossbench

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‘Slimy stuff everywhere’: Sydneysiders warned to tread carefully https://www.theguardian.com/australia-news/2022/may/29/slimy-stuff-everywhere-sydneysiders-warned-to-tread-carefully

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‘You don’t have a choice’: Victoria’s mental health regulator criticised over complaints handling https://www.theguardian.com/society/2022/may/29/you-dont-have-a-choice-victorias-mental-health-regulator-criticised-over-complaints-handling

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Victorian and Tasmanian governments under fire for laws that target environmental protesters https://www.theguardian.com/environment/2022/may/29/victorian-and-tasmanian-governments-under-fire-for-laws-that-target-environmental-protesters

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Russia-Ukraine war: what we know on day 95 of the invasion https://www.theguardian.com/world/2022/may/29/russia-ukraine-war-what-we-know-on-day-95-of-the-invasion

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U.N. Human-Rights Chief Calls on China to Boost Transparency in Xinjiang https://www.wsj.com/articles/u-n-human-rights-chief-calls-on-china-gently-to-boost-transparency-in-xinjiang-11653756099

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Putin Says Russia Open to More Talks With Ukraine https://www.wsj.com/articles/ukraines-troops-could-abandon-key-eastern-stronghold-regional-leader-says-11653737308

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As War Rages in Ukraine, U.S. Military Studies Russian Weapons at a 'Petting Zoo' https://www.wsj.com/articles/as-war-rages-in-ukraine-the-u-s-military-studies-russian-weapons-at-a-petting-zoo-outside-las-vegas-11653742803

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Ukraine Struggles to Preserve Alleged War-Crime Evidence https://www.wsj.com/articles/ukraine-struggles-to-preserve-evidence-of-alleged-russian-war-crimes-11653730202

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Iranian Military Seizes Two Greek Oil Tankers in Persian Gulf https://www.wsj.com/articles/iranian-military-seizes-two-greek-oil-tankers-in-persian-gulf-11653679153

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Russians Crowdsource Supplies for Their Army in Ukraine https://www.nytimes.com/2022/05/28/world/europe/russian-soldiers-military-supplies.html

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An Irish National Treasure Gets Set for a Long-Needed Restoration https://www.nytimes.com/2022/05/28/world/europe/dublin-trinity-library-restoration.html

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The Fall of the ‘Sun King’ of French TV, and the Myth of Seduction https://www.nytimes.com/2022/05/28/world/europe/france-metoo-patrick-poivre-darvor.html

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Live Updates: Russia Edges Closer to Occupying Key Province, Luhansk https://www.nytimes.com/live/2022/05/28/world/russia-ukraine-war

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‘It destroys bunkers’: Russia systematically uses thermobaric warheads in Ukraine. https://www.nytimes.com/live/2022/05/28/world/russia-ukraine-war/it-destroys-bunkers-russia-systematically-uses-thermobaric-warheads-in-ukraine

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U.N. Human Rights Chief Tempers Criticism at End of China Trip https://www.nytimes.com/2022/05/28/world/asia/un-human-rights-china.html

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Australia Wields a New DNA Tool to Crack Missing-Person Mysteries https://www.nytimes.com/2022/05/28/world/australia/dna-phenotyping.html

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Stampede in Nigeria at Church Fair Kills 31 https://www.nytimes.com/2022/05/28/briefing/nigeria-stampede-church-fair.html

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Cardinal Angelo Sodano, Vatican Power Broker Linked With Sex Abuse Cover-Ups, Dies at 94 https://www.nytimes.com/2022/05/28/obituaries/cardinal-angelo-sodano-dies.html

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11 Families in Senegal Welcomed Newborns. A Fire Left Them Devastated. https://www.nytimes.com/2022/05/27/world/africa/newborns-senegal-hospital-fire-tivaouane.html

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Deep in Vatican Archives, Scholar Discovers ‘Flabbergasting’ Secrets https://www.nytimes.com/2022/05/27/world/europe/vatican-history-secrets-david-kertzer.html

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Iran Seizes Two Greek Tankers in Persian Gulf https://www.nytimes.com/2022/05/27/world/middleeast/iran-seizes-greek-tankers.html

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Pakistan Raises Fuel Prices in Effort to Stabilize Economy https://www.nytimes.com/2022/05/27/world/asia/pakistan-fuel-price-crisis.html

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Iraqi Parliament Expands Law Against Normalizing Ties With Israel https://www.nytimes.com/2022/05/27/world/middleeast/iraqi-parliament-anti-normalization-israel.html

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Tropical Storm Agatha Headed to the Mexican Coast https://www.nytimes.com/2022/05/28/world/americas/agatha-hurricane-storm.html

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Sounds of bombardment drown out the ‘last bell’ for the final day of school in Ukraine. https://www.nytimes.com/2022/05/28/world/europe/ukraine-war-last-day-of-school.html

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Diplomats Fear Russia May Use Syrian Aid as Bargaining Chip in Ukraine https://www.nytimes.com/2022/05/28/us/politics/russia-syria-aid-refugees.html

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Summer Reading https://www.nytimes.com/2022/05/28/briefing/summer-reading-books-picks.html

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What Canada Doesn’t Know About Its Guns https://www.nytimes.com/2022/05/28/world/canada/gun-laws-canada.html

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Ukrainian Orthodox Church Breaks With Moscow Over War https://www.nytimes.com/2022/05/28/world/europe/ukraine-orthodox-church-moscow.html

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Margot Heuman, Who Bore Witness to the Holocaust as a Gay Woman, Dies at 94 https://www.nytimes.com/2022/05/27/world/europe/margot-heuman-dead.html

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Italian Bishops to Examine Clerical Abuse, but Only to a Point https://www.nytimes.com/2022/05/27/world/europe/italy-bishops-clerical-abuse.html

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A Putin Opponent From Russia Leads Fighters Against His Home Country https://www.nytimes.com/2022/05/27/world/europe/russian-fighting-for-ukraine.html

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Sensitive Iranian Military Site Was Targeted in Attack https://www.nytimes.com/2022/05/27/world/middleeast/iran-drone-attack.html

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Russian Academics Aim to Punish Colleagues Who Backed Ukraine Invasion https://www.nytimes.com/2022/05/27/science/russia-ukraine-science-academy.html

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Ukraine war volunteers are coming home, reckoning with difficult fight https://www.washingtonpost.com/national-security/2022/05/28/americans-fighting-in-ukraine/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Russia claims capture of key Ukrainian transport hub https://www.washingtonpost.com/world/2022/05/28/russia-ukraine-war-news-live-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Agatha forecast to hit Mexico as Category 2 hurricane and enter Gulf https://www.washingtonpost.com/weather/2022/05/28/agatha-storm-hurricane-mexico-gulf/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Founder of Japanese Red Army militant group leaves jail after 20 years https://www.washingtonpost.com/world/2022/05/28/japanese-red-army-prison-release-palestine/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Putin’s war grinds on, with dissent from Russian hawks and peace-seekers https://www.washingtonpost.com/world/2022/05/28/putin-russia-ukraine-war-censorship/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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An ‘unprecedented’ effort to document war crimes in Ukraine. But what chance of justice? https://www.washingtonpost.com/world/2022/05/28/ukraine-war-crimes-investigations/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Facing a power crisis and searing heat, India falls back on coal https://www.washingtonpost.com/world/2022/05/28/india-coal-power-climate-change/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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U.S. is preparing to send long-range rocket systems to Ukraine https://www.washingtonpost.com/national-security/2022/05/27/artillery-long-range-ukraine-rocket-system/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Israel faces test of anti-terror tactics with planned flag march https://www.washingtonpost.com/world/2022/05/27/israel-jerusalem-day-palestinians-al-aqsa/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Russia takes territory in eastern Ukraine; U.S. to send long-range rocket systems https://www.washingtonpost.com/world/2022/05/27/russia-ukraine-war-news-live-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Canadian Supreme Court rules all killers must have chance at parole https://www.washingtonpost.com/world/2022/05/27/canada-supreme-court-life-without-parole-bissonnette/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Russia has incited genocide in Ukraine, independent experts conclude https://www.washingtonpost.com/world/2022/05/27/genocide-ukraine-russia-analysis/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Former Louvre president charged in art trafficking case https://www.washingtonpost.com/world/2022/05/27/louvre-president-jean-luc-martinez-charged-art-trafficking-abu-dhabi/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Police in Brazil gas man to death in trunk of car, video appears to show https://www.washingtonpost.com/world/2022/05/26/brazil-police-gas-killing-jesus-santos/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Economic protests challenge Iran’s leaders as hopes for nuclear deal fade https://www.washingtonpost.com/world/2022/05/27/iran-nuclear-deal-subsidies-protests/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Queen Elizabeth II shares rare home movie footage of ‘precious moments’ https://www.washingtonpost.com/world/2022/05/27/queen-elizabeth-platinum-jubilee-documentary/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Al Jazeera to refer killing of American journalist to war crimes court https://www.washingtonpost.com/world/2022/05/27/aljazeera-journalist-killing-israel-shireen-abu-akleh-icc/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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As China mines more coal, levels of a more potent greenhouse gas soar https://www.washingtonpost.com/world/2022/05/27/china-methane-coal-climate-change/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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U.K. imposes windfall tax on oil and gas company profits as inflation bites https://www.washingtonpost.com/world/2022/05/27/britain-windfall-tax-oil-gas-inflation/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Kharkiv residents emerge from underground to find their city in ruins https://www.washingtonpost.com/world/2022/05/27/ukraine-kharkiv-destruction-displaced-return/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Colombians to vote for president amid generalized discontent https://www.washingtonpost.com/world/colombians-to-vote-for-president-amid-generalized-discontent/2022/05/29/2f7a8d2e-df04-11ec-bc35-a91d0a94923b_story.html?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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First TS forms off Mexico's coast, to become hurricane https://www.washingtonpost.com/world/tropical-storm-forms-off-mexicos-pacific-coast/2022/05/28/938c41a4-de8c-11ec-bc35-a91d0a94923b_story.html?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Emerging markets hit by worst sell-off in decades https://www.ft.com/content/1e5dbb60-5c9c-47b7-8f81-7022c9f26349

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War in Ukraine is causing a many-sided economic shock https://www.ft.com/content/d4bde497-edbf-4baa-bfa3-d06b07c63f79

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Wall Street stocks snap seven-week losing streak https://www.ft.com/content/c017c45f-bfc5-4fce-a0fe-5c60b8fafe50

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What is America’s end-game for the war in Ukraine? https://www.ft.com/content/315346dc-e1bd-485c-865b-979297f3fcf5

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Inside EY’s break-up plan: why it could radically reshape the Big Four https://www.ft.com/content/e3c52090-3a6c-49ea-89b2-022d2d92b076

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Business flights are in trouble in the world of net zero https://www.ft.com/content/8190b798-c015-4c3c-8a34-b889524f668a

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South Korean IPO pipeline dries up on worries about global growth https://www.ft.com/content/8cd6e560-a13a-479d-a632-f8de41fe394a

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China fails to work out a plan to ease its economic malaise https://www.ft.com/content/f383c5a6-a36b-4f8d-807f-a3a9f1c22431

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Major recruiters drop ‘exit fees’ on newly hired staff who quit early https://www.ft.com/content/8be1677b-7b00-4189-84f3-3e5be13285b5

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How Kurdish group became security flashpoint for Erdoğan and the west https://www.ft.com/content/247b64a6-7dbf-48a6-b43f-72a3ffdc7385

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Why Erdoğan is picking a fight over Nato enlargement https://www.ft.com/content/5978b44c-3ac3-4274-b7f7-37c2a986fdc4

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Five glorious destinations for stargazing https://www.ft.com/content/dd17e50b-1c74-4762-9167-52a4823f5b53

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Japan’s horrifying crop of data falsification is also encouraging https://www.ft.com/content/13779d58-bb69-48ad-a8ee-8400ba6457d2

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Marble Hill: coming to terms with the troubled history of a Palladian mansion https://www.ft.com/content/9349b7e1-0027-4978-8ca5-ecce129806af

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Aviva’s Amanda Blanc: ‘You prepare for everything. You do not prepare for comments like that’ https://www.ft.com/content/89bcdf20-20fc-410f-9515-05f2dce2b594

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Still Top Gun? What Tom Cruise’s new movie tells us about American power https://www.ft.com/content/26ebe826-08d7-4966-b104-1a3be1f8ca5c

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How Depp is your love? https://www.ft.com/content/6622644b-cab2-4a94-a39d-5e5d95271553

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Dervla Murphy, travel writer, 1931-2022 https://www.ft.com/content/29b3c026-ba78-439d-b633-cb4d1dd0f087

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Why salad cream, a British oddity, is better than mayonnaise https://www.ft.com/content/bf9b3026-4367-43c7-8811-1a5b8e178d5e

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The jubilee curse: a week of boorish republicanism https://www.ft.com/content/ff99660b-606c-4907-ad55-32879a11c052

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Brexit tensions risk igniting Northern Ireland’s loyalist tempers https://www.ft.com/content/effe6649-f3d9-44bc-8577-f5a89653133f

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UN envoy ‘unable to assess’ scale of Xinjiang repression https://www.ft.com/content/6ca09f88-ed97-4dbf-b83a-f1ce650de482

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Utility shut-offs loom after pandemic freezes expire for US households https://www.ft.com/content/ba7dfaf2-15f7-4a06-84aa-40f304c50171

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Unite’s Sharon Graham: ‘I felt this was a moment for the union movement to be reborn’ https://www.ft.com/content/80aa5583-3825-4bac-acfa-de5deac5200f

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Iran seizes two Greek oil tankers in Strait of Hormuz https://www.ft.com/content/0bdde91a-21d3-4d97-8879-a79b9bd2b0cf

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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.

Modularity
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Influence Distribution
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Topics Nodes in Top Topic Components Nodes in Top Comp
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Nodes Av Degree Density Weighed Betweenness
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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.
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Main Topical Groups:

please, add your data to display the stats...
+     full stats   ?     show categories

The topics are 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:
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+     Reveal Non-obvious   ?

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.


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Action Advice:
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Structural Gap
(ask a research question that would link these two topics):
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Reveal the Gap   Generate a Question   ?
 
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 Brokers
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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
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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 frequency of occurrence.

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 better results (slower). Standard model is based on a fixed AFINN dictionary and works faster, but for English only.

Text Statistics:
Word Count Unique Lemmas Characters Lemmas Density
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Network Statistics:
Show Overlapping Nodes Only

⤓ Download as CSV  ⤓ Download an Excel File

Top Relations / Bigrams
(both directions):

⤓ 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 as it allows us to better detect general patterns.

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).
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.
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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Enter a search query to analyze the Twitter discourse around this topic (last 7 days):

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