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InfraNodus
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Cop27 host Egypt warns UK not to backtrack from climate agenda https://www.theguardian.com/environment/2022/oct/03/cop27-host-egypt-warns-uk-not-backtrack-climate-agenda

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Burkina Faso coup fuels fears of growing Russian mercenary presence in Sahel https://www.theguardian.com/world/2022/oct/03/burkina-faso-coup-fears-growing-russian-mercenary-presence-sahel-north-africa

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Young people demand climate justice in run-up to Cop27 UN talks https://www.theguardian.com/environment/2022/oct/03/young-people-climate-justice-cop27-un-talks-egypt

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Sudan campaigners demand action after alarming rise in ‘honour killings’ https://www.theguardian.com/global-development/2022/oct/03/sudan-campaigners-demand-action-after-alarming-rise-in-honour-killings

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Protesters attack French embassy in Burkina Faso over allegedly harbouring ousted president https://www.theguardian.com/world/2022/oct/01/burkina-faso-african-unions-condemn-latest-power-grab

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Prince Harry wildlife NGO under fire after elephants kill three in Malawi https://www.theguardian.com/environment/2022/oct/01/prince-harry-wildlife-ngo-under-fire-after-elephants-kill-three-malawi-aoe

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Biden pledges $60m to stormproof Puerto Rico during visit https://www.theguardian.com/world/2022/oct/03/puerto-rico-biden-hurricane-fiona-aid

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Biden pledges support to hurricane-hit Puerto Rico: ‘All of America is with you’ – as it happened https://www.theguardian.com/us-news/live/2022/oct/03/biden-hurricane-puerto-rico-visit-latest-updates

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Hurricane Orlene strikes Mexico’s Pacific coast with 80mph winds https://www.theguardian.com/world/2022/oct/03/mexico-hurricane-orlene-pacific-coast-ports-closed-shelters-open

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Brazilians shocked as Bolsonaro’s strong election showing defies expectations https://www.theguardian.com/world/2022/oct/03/jair-bolsonaro-brazil-election-strong-performance

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Why did the Brazil election pollsters get Bolsonaro’s vote so wrong? https://www.theguardian.com/world/2022/oct/03/why-did-the-brazil-election-pollsters-get-bolsonaros-vote-so-wrong

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Brazilian left celebrates election wins for trans and Indigenous candidates https://www.theguardian.com/world/2022/oct/03/brazil-left-election-wins-trans-indigenous-candidates

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Pakistan’s PM says rival Imran Khan is ‘biggest liar on earth’ https://www.theguardian.com/world/2022/oct/04/pakistans-pm-says-rival-imran-khan-is-biggest-liar-on-earth

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North Korea fires missile over Japan prompting warnings for residents to shelter https://www.theguardian.com/world/2022/oct/04/north-korea-fires-missile-over-japan-prompting-warnings-for-residents-to-shelter

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Indonesia football stadium disaster: police chief sacked as investigation launched https://www.theguardian.com/world/2022/oct/03/indonesia-football-tragedy-questions-mount-over-police-response

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‘Ordinary’ Chinese vase valued at €2,000 sells for almost €8m after bidding war https://www.theguardian.com/world/2022/oct/03/chinese-vase-8m-euro-bidding-war-tianqiuping

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High-profile China #MeToo case settled in US out of court https://www.theguardian.com/world/2022/oct/03/china-metoo-case-liu-jingyao-liu-quangdong-settled-in-us

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125 dead after crowd crush at Indonesian football match https://www.theguardian.com/world/2022/oct/02/indonesia-football-fans-killed-east-java-arema-malang

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Australia news live: Banks raise interest rates in response to RBA; NSW changes law to protect workers’ mental health https://www.theguardian.com/australia-news/live/2022/oct/04/australia-news-live-tanya-plibersek-rba-reserve-bank-extinctions-threatened-species-koalas-bushfires-cost-of-living-mortgage-interest-rates-stage-3-tax-cuts

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Dominic Perrottet denies teal threat is behind NSW ministers’ bid to move to lower house https://www.theguardian.com/australia-news/2022/oct/04/dominic-perrottet-denies-teal-threat-is-behind-nsw-ministers-bid-to-move-to-lower-house

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Andrew Thorburn resigns as Essendon CEO after one day over links to controversial church https://www.theguardian.com/sport/2022/oct/04/andrew-thorburn-resigns-as-essendon-ceo-after-one-day-over-links-to-controversial-church

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Bruce Lehrmann’s lawyer accuses Brittany Higgins of ‘erasing’ details from night of alleged rape https://www.theguardian.com/australia-news/2022/oct/04/bruce-lehrmanns-lawyer-accuses-brittany-higgins-of-erasing-details-from-night-of-alleged

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Jim Chalmers says he will make the ‘right decisions’ on stage-three tax cuts https://www.theguardian.com/australia-news/2022/oct/04/plibersek-criticises-scrapped-uk-tax-cuts-and-says-labors-budget-will-look-at-tough-conditions

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Queensland lab could have tested more DNA samples from crime scenes for less than $1m, inquiry hears https://www.theguardian.com/australia-news/2022/oct/04/queensland-lab-could-have-tested-more-samples-from-scenes-for-less-than-1m-inquiry-hears

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Emmanuel Macron’s top adviser charged with conflict of interest https://www.theguardian.com/world/2022/oct/04/emmanuel-macron-adviser-alexis-kohler-charged-conflict-of-interest

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North Korea Launches Missile Over Japan https://www.wsj.com/articles/north-korea-launches-missile-over-japan-11664841929

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Brazil's President Jair Bolsonaro Gets Second Shot at Re-Election https://www.wsj.com/articles/brazilian-president-jair-bolsonaro-gets-second-shot-at-re-election-11664822279

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Biden Administration Works to Woo Latin American Leftist Leaders https://www.wsj.com/articles/biden-administration-works-to-woo-latin-american-leftist-leaders-11664839856

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Ukraine Pushes South Into Strategic Kherson Region https://www.wsj.com/articles/ukraine-pushes-south-into-strategic-kherson-region-11664795231

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U.K. Makes Major U-Turn on Tax Cuts https://www.wsj.com/articles/u-k-government-abandons-plan-to-cut-rate-of-income-tax-for-top-earners-11664779306

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London Heathrow to Drop Passenger Cap After Chaotic Summer https://www.wsj.com/articles/london-heathrow-to-drop-daily-passenger-cap-after-chaotic-summer-11664819343

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Nobel Prize Awarded to Svante Pääbo for Discoveries in Evolution https://www.wsj.com/articles/nobel-prize-in-medicine-awarded-to-scientist-for-discoveries-in-human-evolution-11664790281

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Indonesia to Investigate Soccer Tragedy After Use of Tear Gas Draws Criticism https://www.wsj.com/articles/indonesia-to-investigate-soccer-tragedy-after-use-of-tear-gas-draws-criticism-11664794488

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In Retreat on Ukrainian Fronts, Russia Shows Signs of Disarray https://www.nytimes.com/2022/10/03/world/europe/russia-disarray-ukraine.html

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Deadly Soccer Clash in Indonesia Puts Police Tactics in Spotlight https://www.nytimes.com/2022/10/03/world/asia/indonesia-soccer-stadium-stampede.html

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UK Prime Minister Liz Truss Drops Plan to Cut Tax Rate on High Earners https://www.nytimes.com/2022/10/03/world/europe/uk-tax-rate-cut.html

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Iran’s Supreme Leader Condemns Protests Gripping Country https://www.nytimes.com/2022/10/03/world/middleeast/iran-ayatollah-khameini-protests.html

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Ukraine Presses Forward on Two Fronts as Horrors of War Linger https://www.nytimes.com/live/2022/10/03/world/russia-ukraine-war-news

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North Korea Fires Ballistic Missile Over Japan in Major Escalation https://www.nytimes.com/2022/10/03/world/asia/japan-north-korea-missile.html

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Blinken Meets With Gustavo Petro of Colombia Amid Differences https://www.nytimes.com/2022/10/03/world/americas/colombia-blinken-petro.html

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Brazil Braces for ‘White-Knuckle Race’ Between Bolsonaro and Lula https://www.nytimes.com/2022/10/03/world/americas/brazil-bolsonaro-lula-runoff.html

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François Legault Wins Re-election in Quebec https://www.nytimes.com/2022/10/03/world/canada/quebec-general-election-results.html

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Éric Dupond-Moretti, French Justice Minister, Faces Trial https://www.nytimes.com/2022/10/03/world/europe/french-justice-minister-trial.html

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A 95-Square-Foot Tokyo Apartment: ‘I Wouldn’t Live Anywhere Else’ https://www.nytimes.com/2022/10/03/business/tiny-apartments-tokyo.html

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Authorities Will Work to Identify Suspects in Stampede Within Days https://www.nytimes.com/live/2022/10/03/world/indonesia-soccer-football-stadium

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Arema fans gather for a weeklong vigil to pay respects to the dead. https://www.nytimes.com/live/2022/10/03/world/indonesia-soccer-football-stadium/arema-fans-gather-for-a-weeklong-vigil-to-pay-respects-to-the-dead

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The Kremlin, after trumpeting annexation, admits it doesn’t know where the borders are. https://www.nytimes.com/live/2022/10/03/world/russia-ukraine-war-news/the-kremlin-after-trumpeting-annexation-admits-it-doesnt-know-where-the-borders-are

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Journalist Percy Lapid Is Fatally Shot in the Philippines https://www.nytimes.com/2022/10/04/world/asia/percy-lapid-philippines-murder.html

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At Long Last, Can Malaria Be Eradicated? https://www.nytimes.com/2022/10/04/health/malaria-vaccines.html

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South Korean Internet Giant Buys Poshmark in $1.2 Billion Deal https://www.nytimes.com/2022/10/04/business/korea-naver-poshmark.html

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Your Tuesday Briefing https://www.nytimes.com/2022/10/04/briefing/ukraine-advances-russia-nuclear-weapons.html

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Scouting for Firewood, or for Russia? On the Front Line in Ukraine. https://www.nytimes.com/2022/10/04/world/europe/ukraine-russia-prisoner-lyman.html

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CDC Ends Country-by-Country Covid Travel Advisories https://www.nytimes.com/2022/10/03/us/politics/cdc-covid-travel-advisories.html

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Art Withers in a Country Where Anything Can Be Deemed a Threat https://www.nytimes.com/2022/10/03/world/asia/bangladesh-free-speech-movies.html

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Russia’s Small Nuclear Arms Are a Risk For Putin and Ukraine https://www.nytimes.com/2022/10/03/us/politics/russia-tactical-nuclear-weapons.html

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Elon Musk Tweets About How to End to End the War in Ukraine https://www.nytimes.com/2022/10/03/world/europe/elon-musk-ukraine-war-tweets.html

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Election Deniers in U.S. Push Idea of Voting Fraud in Brazil https://www.nytimes.com/2022/10/03/us/politics/election-deniers-brazil-midterms.html

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Small Leak Is Still Visible From Nord Stream 2 pipeline, Swedish Officials Say https://www.nytimes.com/2022/10/03/world/europe/nord-stream-2-pipeline-leak.html

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Kwarteng to bring forward debt-cutting plan after tax U-turn https://www.ft.com/content/29ebdd94-8c13-48fa-8718-4c86cce902a8

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Truss finally admits defeat on tax benefit for the wealthy https://www.ft.com/content/5897a5d6-4bcb-4a33-a5a4-fe614721313b

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No 10 quashed ‘half-baked’ Rees-Mogg labour market reforms https://www.ft.com/content/799ed62c-86bc-469d-a442-d1553c6e47ec

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China’s property crash: ‘a slow-motion financial crisis’ https://www.ft.com/content/e9e8c879-5536-4fbc-8ec2-f2a274b823b4

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Military briefing: Which nuclear weapons could Putin use against Ukraine? https://www.ft.com/content/f6cb177d-7ba1-48fe-8d79-963d4b32f853

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Making the poor poorer is a false economy https://www.ft.com/content/3fb982c2-792e-496f-8488-237f43fc2db7

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Live news updates: UK pound rebounds to above $1.13 after Kwarteng’s tax cut reversal https://www.ft.com/content/9db1010e-591f-4f2d-ba84-0daaf0bbb0f2

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Legal & General reassures investors over pension fund turmoil https://www.ft.com/content/a56e8df6-ab95-4bef-9322-49d79e0ffc63

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Asset managers cut debt in pension scheme investing strategies https://www.ft.com/content/0ca94705-93d1-41a6-a07f-f63d1a3c4852

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UK property funds limit withdrawals as pension funds shift assets https://www.ft.com/content/34f679be-714e-4201-a8b3-cc0e96acc1a1

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UK lenders return to market with mortgage rates near 6% https://www.ft.com/content/20e649d8-4dd1-4e64-9075-cd0eef9f8fe4

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China demands foreign diplomats provide floor plans of Hong Kong missions https://www.ft.com/content/c837e937-a14f-4f1f-bf6b-a65628b78422

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How big is the capital hole at Credit Suisse? https://www.ft.com/content/8e6e7255-ca94-4a82-8ca8-20fc25ef3785

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‘We’re minor losses’: Russia’s mobilisation targets ethnic minorities https://www.ft.com/content/ae06c532-e1ff-488a-b77c-cb93422d3dd7

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PwC sees opportunity to poach staff during EY split https://www.ft.com/content/0ffcadc3-146d-4649-833d-faffca6f4d22

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Warning over winter halts to German energy exports https://www.ft.com/content/3871c752-3ae8-42b6-a4ca-2b0b44e9d1bc

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Russian oil price cap would save emerging markets billions, US says https://www.ft.com/content/5f102e4e-e92b-482c-adb9-86d66c919673

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Ukraine demands more stable financial support from EU https://www.ft.com/content/cb65e395-cebd-4330-bcfb-0956f5cea432

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North Korea fires ballistic missile over Japan https://www.ft.com/content/48bd0e68-5f2f-4906-aec4-569ea544689e

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Arm loses 40% of UK staff gained in SoftBank years https://www.ft.com/content/932c6422-f7c8-4f61-a1ad-51cea238e2fb

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Tiger Global partner John Curtius to leave firm https://www.ft.com/content/55ba96f9-9afc-45a8-b82a-700de8166d7b

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H&M ‘cautiously positive’ about China after consumer boycott https://www.ft.com/content/877068c6-d9de-412d-bf13-97df030ae100

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Dorset farmers battle England’s new river pollution curbs https://www.ft.com/content/39d6226c-a0a7-42a6-969c-61418f8fb774

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US considers first over-the-counter birth control pill https://www.ft.com/content/19599dda-7f4d-41d3-8b27-5eb16aadb458

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Polymetal seeks new home as sanctions hamper operations https://www.ft.com/content/c5d2e779-5d9f-4c06-8d94-af354011ca60

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North Korea fires ballistic missile over Japan https://www.washingtonpost.com/world/2022/10/03/north-korea-missile-japan-tokyo/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Ukraine live briefing: Kyiv breaks through in south and east; Russia in ‘defensive crouch’ near Kherson https://www.washingtonpost.com/world/2022/10/04/russia-ukraine-war-latest-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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At a tea shop for Myanmar exiles, rebels at the counter, revolution in the air https://www.washingtonpost.com/world/2022/10/04/myanmar-military-coup-rebels-exile/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Elon Musk tweets ‘peace plan’ for Ukraine. Chaos ensues. https://www.washingtonpost.com/world/2022/10/03/elon-musk-twitter-poll-ukraine-russia-annexation-war/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Why Bolsonaro and the global right-wing love to hate on election polls https://www.washingtonpost.com/world/2022/10/03/bolsonaro-brazil-polls-trump/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Ukraine live briefing: Lyman retreat buoys Ukrainian advance as Russian lawmakers approve annexations https://www.washingtonpost.com/world/2022/10/03/russia-ukraine-war-latest-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Refuting annexation, Ukrainian forces push on from Lyman toward Luhansk https://www.washingtonpost.com/world/2022/10/03/lyman-luhansk-annexation-ukraine-offensive/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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As Iran protests persist, supreme leader blames foreigners for unrest https://www.washingtonpost.com/world/2022/10/03/iran-protests-khamenei-hijab-mahsa/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Russian journalist who protested Ukraine war on air escapes house arrest https://www.washingtonpost.com/world/2022/10/03/marina-ovsyannikova-russia-house-arrest-ukraine/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Some wanted to believe Bolsonaro was a fluke. Voters showed he wasn’t. https://www.washingtonpost.com/world/2022/10/03/bolsonaro-lula-brazil-election/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Hurricane Orlene is coming ashore in southwest Mexico https://www.washingtonpost.com/climate-environment/2022/10/03/hurricane-orlene-mexico-mazatlan/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Cholera resurfaces in Haiti as gangs hinder access to water, hospitals https://www.washingtonpost.com/world/2022/10/03/haiti-cholera-gang-violence-water/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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In two more staged votes, Russian parliament moves to ratify annexation https://www.washingtonpost.com/world/2022/10/03/russia-duma-ratify-annexation-ukraine/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Pound rebounds after U.K. government reverses part of tax policy that sent it plunging https://www.washingtonpost.com/world/2022/10/03/uk-kwarteng-45p-tax-cut-reverse/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Catalans, in contest for tallest human tower, climb to dizzying heights https://www.washingtonpost.com/world/2022/10/03/catalan-human-tower-competition-spain/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Anger mounts toward police as Indonesia reels from stadium tragedy https://www.washingtonpost.com/world/2022/10/03/indonesia-soccer-stadium-death-police-gas/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Bolsonaro and Lula are heading to second round in Brazil election https://www.washingtonpost.com/world/2022/10/02/brazil-election-bolsonaro-lula/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Zelensky hails advances as open recriminations intensify in Russian media https://www.washingtonpost.com/world/2022/10/02/ukraine-russia-lyman-donbas/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Ukraine live briefing: U.S., U.K. say Russia’s retreat from Lyman ‘significant,’ hurts its ability to resupply troops https://www.washingtonpost.com/world/2022/10/02/russia-ukraine-war-latest-updates/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Iran’s release of Iranian American not conditioned on asset unfreezing, U.S. says https://www.washingtonpost.com/world/2022/10/02/iran-namazi-release/?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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What's Putin thinking? Tough to know for nuclear analysts https://www.washingtonpost.com/world/whats-putin-thinking-tough-to-know-for-nuclear-analysts/2022/10/04/4fdd83e4-43b0-11ed-be17-89cbe6b8c0a5_story.html?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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Iran says it launched test 'tug' into suborbital space https://www.washingtonpost.com/world/iran-says-it-launched-test-tug-into-suborbital-space/2022/10/04/a28a2eb4-43ae-11ed-be17-89cbe6b8c0a5_story.html?utm_source=rss&utm_medium=referral&utm_campaign=wp_world

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network diversity:
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Network Diversity Phase:
  how it works?
Actionable Insight:

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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 Groups:

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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   ?

AI Paraphrase Graph

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 an AI 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
(less visible terms that link important topics):
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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
(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 / 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. 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.
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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