[theguardian.com]
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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[theguardian.com]
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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[theguardian.com]
‘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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[theguardian.com]
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
16537996200000000
[theguardian.com]
‘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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[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
Archaeologists discover ancient Mayan city at Mexico construction site https://www.theguardian.com/world/2022/may/27/mexico-mayan-city-xiol-discovered
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
26 people missing after ferry sinks in Indonesia https://www.theguardian.com/world/2022/may/28/indonesia-ferry-sinks-makassar-strait
16537996200000000
[theguardian.com]
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
16537996200000000
[theguardian.com]
‘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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[theguardian.com]
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
16537996200000000
[theguardian.com]
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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[theguardian.com]
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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[theguardian.com]
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
16537996200000000
[theguardian.com]
‘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
16537996200000000
[theguardian.com]
‘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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[theguardian.com]
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
16537996200000000
[theguardian.com]
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
16537996200000000
[wsj.com]
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
16537996200000000
[wsj.com]
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
16537996200000000
[wsj.com]
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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[wsj.com]
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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[wsj.com]
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
16537996200000000
[nytimes.com]
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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[nytimes.com]
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
16537996200000000
[nytimes.com]
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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[nytimes.com]
Live Updates: Russia Edges Closer to Occupying Key Province, Luhansk https://www.nytimes.com/live/2022/05/28/world/russia-ukraine-war
16537996200000000
[nytimes.com]
‘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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[nytimes.com]
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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[nytimes.com]
Australia Wields a New DNA Tool to Crack Missing-Person Mysteries https://www.nytimes.com/2022/05/28/world/australia/dna-phenotyping.html
16537996200000000
[nytimes.com]
Stampede in Nigeria at Church Fair Kills 31 https://www.nytimes.com/2022/05/28/briefing/nigeria-stampede-church-fair.html
16537996200000000
[nytimes.com]
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
16537996200000000
[nytimes.com]
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
16537996200000000
[nytimes.com]
Deep in Vatican Archives, Scholar Discovers ‘Flabbergasting’ Secrets https://www.nytimes.com/2022/05/27/world/europe/vatican-history-secrets-david-kertzer.html
16537996200000000
[nytimes.com]
Iran Seizes Two Greek Tankers in Persian Gulf https://www.nytimes.com/2022/05/27/world/middleeast/iran-seizes-greek-tankers.html
16537996200000000
[nytimes.com]
Pakistan Raises Fuel Prices in Effort to Stabilize Economy https://www.nytimes.com/2022/05/27/world/asia/pakistan-fuel-price-crisis.html
16537996200000000
[nytimes.com]
Iraqi Parliament Expands Law Against Normalizing Ties With Israel https://www.nytimes.com/2022/05/27/world/middleeast/iraqi-parliament-anti-normalization-israel.html
16537996200000000
[nytimes.com]
Tropical Storm Agatha Headed to the Mexican Coast https://www.nytimes.com/2022/05/28/world/americas/agatha-hurricane-storm.html
16537996200000000
[nytimes.com]
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
16537996200000000
[nytimes.com]
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
16537996200000000
[nytimes.com]
Summer Reading https://www.nytimes.com/2022/05/28/briefing/summer-reading-books-picks.html
16537996200000000
[nytimes.com]
What Canada Doesn’t Know About Its Guns https://www.nytimes.com/2022/05/28/world/canada/gun-laws-canada.html
16537996200000000
[nytimes.com]
Ukrainian Orthodox Church Breaks With Moscow Over War https://www.nytimes.com/2022/05/28/world/europe/ukraine-orthodox-church-moscow.html
16537996200000000
[nytimes.com]
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
16537996200000000
[nytimes.com]
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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[nytimes.com]
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
16537996200000000
[nytimes.com]
Sensitive Iranian Military Site Was Targeted in Attack https://www.nytimes.com/2022/05/27/world/middleeast/iran-drone-attack.html
16537996200000000
[nytimes.com]
Russian Academics Aim to Punish Colleagues Who Backed Ukraine Invasion https://www.nytimes.com/2022/05/27/science/russia-ukraine-science-academy.html
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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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[washingtonpost.com]
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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[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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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[washingtonpost.com]
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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[washingtonpost.com]
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
16537996200000000
[washingtonpost.com]
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
16537996200000000
[ft.com]
Emerging markets hit by worst sell-off in decades https://www.ft.com/content/1e5dbb60-5c9c-47b7-8f81-7022c9f26349
16537996200000000
[ft.com]
War in Ukraine is causing a many-sided economic shock https://www.ft.com/content/d4bde497-edbf-4baa-bfa3-d06b07c63f79
16537996200000000
[ft.com]
Wall Street stocks snap seven-week losing streak https://www.ft.com/content/c017c45f-bfc5-4fce-a0fe-5c60b8fafe50
16537996200000000
[ft.com]
What is America’s end-game for the war in Ukraine? https://www.ft.com/content/315346dc-e1bd-485c-865b-979297f3fcf5
16537996200000000
[ft.com]
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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[ft.com]
Business flights are in trouble in the world of net zero https://www.ft.com/content/8190b798-c015-4c3c-8a34-b889524f668a
16537996200000000
[ft.com]
South Korean IPO pipeline dries up on worries about global growth https://www.ft.com/content/8cd6e560-a13a-479d-a632-f8de41fe394a
16537996200000000
[ft.com]
China fails to work out a plan to ease its economic malaise https://www.ft.com/content/f383c5a6-a36b-4f8d-807f-a3a9f1c22431
16537996200000000
[ft.com]
Major recruiters drop ‘exit fees’ on newly hired staff who quit early https://www.ft.com/content/8be1677b-7b00-4189-84f3-3e5be13285b5
16537996200000000
[ft.com]
How Kurdish group became security flashpoint for Erdoğan and the west https://www.ft.com/content/247b64a6-7dbf-48a6-b43f-72a3ffdc7385
16537996200000000
[ft.com]
Why Erdoğan is picking a fight over Nato enlargement https://www.ft.com/content/5978b44c-3ac3-4274-b7f7-37c2a986fdc4
16537996200000000
[ft.com]
Five glorious destinations for stargazing https://www.ft.com/content/dd17e50b-1c74-4762-9167-52a4823f5b53
16537996200000000
[ft.com]
Japan’s horrifying crop of data falsification is also encouraging https://www.ft.com/content/13779d58-bb69-48ad-a8ee-8400ba6457d2
16537996200000000
[ft.com]
Marble Hill: coming to terms with the troubled history of a Palladian mansion https://www.ft.com/content/9349b7e1-0027-4978-8ca5-ecce129806af
16537996200000000
[ft.com]
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
16537996200000000
[ft.com]
Still Top Gun? What Tom Cruise’s new movie tells us about American power https://www.ft.com/content/26ebe826-08d7-4966-b104-1a3be1f8ca5c
16537996200000000
[ft.com]
How Depp is your love? https://www.ft.com/content/6622644b-cab2-4a94-a39d-5e5d95271553
16537996200000000
[ft.com]
Dervla Murphy, travel writer, 1931-2022 https://www.ft.com/content/29b3c026-ba78-439d-b633-cb4d1dd0f087
16537996200000000
[ft.com]
Why salad cream, a British oddity, is better than mayonnaise https://www.ft.com/content/bf9b3026-4367-43c7-8811-1a5b8e178d5e
16537996200000000
[ft.com]
The jubilee curse: a week of boorish republicanism https://www.ft.com/content/ff99660b-606c-4907-ad55-32879a11c052
16537996200000000
[ft.com]
Brexit tensions risk igniting Northern Ireland’s loyalist tempers https://www.ft.com/content/effe6649-f3d9-44bc-8577-f5a89653133f
16537996200000000
[ft.com]
UN envoy ‘unable to assess’ scale of Xinjiang repression https://www.ft.com/content/6ca09f88-ed97-4dbf-b83a-f1ce650de482
16537996200000000
[ft.com]
Utility shut-offs loom after pandemic freezes expire for US households https://www.ft.com/content/ba7dfaf2-15f7-4a06-84aa-40f304c50171
16537996200000000
[ft.com]
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
16537996200000000
[ft.com]
Iran seizes two Greek oil tankers in Strait of Hormuz https://www.ft.com/content/0bdde91a-21d3-4d97-8879-a79b9bd2b0cf
16537996200000000
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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.
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:
? 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.
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.
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.
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:
? (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.
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.
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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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.
positive: | negative: | neutral:
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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.
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Main Topical Groups:
please, add your data to display the stats...
+ ⤓ ? ⤓ 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.
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...
+ ⤓ ↻ ?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.
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):N/A
?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.
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.
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
(frequency / time) ?
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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).
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):loading...
⤓ ? ⤓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.
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):loading...
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
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:
Top Relations / Bigrams
(both directions):
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).
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).