Top keywords (global influence):
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Explore the main topics and terms outlined above or see them in the excerpts from this text below.
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Tip: here are the keyword queries that people search for but don't actually find in the search results.

Syria latest: US 'locked and loaded' if chemical weapons used again – live https://www.theguardian.com/world/live/2018/apr/14/syria-donald-trump-announcement-chemical-attack-live

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Comey's book swipes at Trump – but Mueller's inquiry is the real threat https://www.theguardian.com/us-news/2018/apr/13/james-comey-book-trump-robert-mueller-michael-cohen

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Huge crowds turn out for Winnie Madikizela-Mandela's funeral https://www.theguardian.com/world/2018/apr/14/huge-crowds-turn-out-for-winnie-madikizela-mandelas-funeral

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'Slime ball': Trump attacks Comey after new book likens president to mafia boss https://www.theguardian.com/us-news/2018/apr/13/trump-attacks-james-comey-fbi-director-book

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Google loses landmark 'right to be forgotten' case https://www.theguardian.com/technology/2018/apr/13/google-loses-right-to-be-forgotten-case

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One Palestinian killed and hundreds injured in Gaza protests https://www.theguardian.com/world/2018/apr/13/one-palestinian-killed-and-hundreds-injured-in-gaza-clashes

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Avoid Gulf stream disruption at all costs, scientists warn https://www.theguardian.com/environment/2018/apr/13/avoid-at-all-costs-gulf-streams-record-weakening-prompts-warnings-global-warming

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Trump family firm wants ban on release of any correspondence with Cohen https://www.theguardian.com/us-news/2018/apr/13/trump-cohen-attorney-client-privilege-seized-documents

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Johnny Hallyday: court freezes assets in inheritance dispute https://www.theguardian.com/music/2018/apr/13/johnny-hallyday-court-freezes-assets-in-inheritance-dispute

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Ecuadorian journalists kidnapped by rebels have been killed, president says https://www.theguardian.com/world/2018/apr/13/ecuador-colombia-journalists-military-strike-rebels

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Canada mosque shooter says he was motivated by Trudeau welcoming refugees https://www.theguardian.com/world/2018/apr/13/canada-mosque-shooter-alexandre-bissonnette-trudeau-trump-refugees-travel-ban

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Syria crisis has brought cold war back with a vengeance – UN https://www.theguardian.com/world/2018/apr/13/cold-war-un-secretary-general-antonio-guterres-syria-douma-gas-skripal-salisbury

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Russia tested nerve agent on door handles before Skripal attack, UK dossier claims https://www.theguardian.com/uk-news/2018/apr/13/russia-tested-nerve-agent-on-door-handles-before-skripal-attack-uk-dossier-claims

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Indian court orders arrest of politician for gang-rape https://www.theguardian.com/world/2018/apr/13/indian-court-orders-arrest-of-politician-for-gang-rape-and-murder

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Surf, sand and sunset skylines: Australian cities on Instagram https://www.theguardian.com/cities/2018/apr/13/australian-cities-on-instagram-surf-sand-sydney-melbourne-perth-adelaide-brisbane-canberra

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'Sleepwalking into the future': readers' responses to Australian cities week https://www.theguardian.com/cities/2018/apr/13/readers-responses-australian-cities-week-melbourne-canberra-sydney-adelaide-perth-hobart

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'The best in the world': a love letter to Australia's public pools https://www.theguardian.com/cities/2018/apr/13/best-world-love-letter-australia-public-pools-sydney-swimming

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Hobart's 'museum of sex and death' to help design Australia's first dementia village https://www.theguardian.com/cities/2018/apr/12/hobart-museum-of-sex-and-death-to-help-design-australia-first-dementia-village-tasmania-korongee-mona

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Syria crisis: danger awaits in rush for influence on crowded battlefield https://www.theguardian.com/world/2018/apr/14/syria-crisis-danger-airstrikes-assad-battlefield

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Two boys arrested in Manchester after teenager shot https://www.theguardian.com/uk-news/2018/apr/14/two-boys-arrested-in-manchester-after-teenager-shot

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Rome wasn’t built in a day but these days it feels as if it may collapse in one | Tobias Jones https://www.theguardian.com/commentisfree/2018/apr/14/rome-extreme-weather-events-italy

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Donald Trump praises Syria strikes and declares: 'Mission accomplished' https://www.theguardian.com/us-news/2018/apr/14/donald-trump-syria-strikes-mission-accomplished

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Beware bribery and corruption in Brexit’s new world https://www.theguardian.com/business/2018/apr/14/beware-bribery-corruption-brexit

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Australia agrees to bring in unwell refugee girl from Nauru https://www.theguardian.com/world/2018/apr/14/australia-agrees-to-bring-in-unwell-refugee-girl-from-nauru

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Sydney bushfire: more than 100 firefighters battle blaze in south-west https://www.theguardian.com/australia-news/2018/apr/14/sydney-bushfire-holsworthy-firefighters-blaze

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UN agency chief under pressure to quit over handling of sexual assault inquiry https://www.theguardian.com/global-development/2018/apr/13/un-agency-chief-michel-sidibe-under-pressure-to-quit-over-handling-of-sexual-assault-inquiry-luiz-loures

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The Mumbai creche that means toddlers aren't left home alone | Priti Salian https://www.theguardian.com/global-development/2018/apr/13/daycare-helps-construction-workers-in-mumbai-build-a-future-for-children

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Rule, Britannia! Penny Mordaunt reveals how UK aid can save the world https://www.theguardian.com/global-development/2018/apr/12/penny-mordaunt-britain-big-plan-to-save-the-world

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Penny Mordaunt hails UK aid as a shield against crime, poverty and terrorism https://www.theguardian.com/global-development/2018/apr/12/penny-mordaunt-hails-british-aid-as-a-shield-against-poverty-and-terrorism

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Alarm over cuts to Hague-Jolie plan to end sexual violence in war https://www.theguardian.com/global-development/2018/apr/12/litmus-test-looms-william-hague-angelina-jolie-scheme-to-end-sexual-violence-in-war-preventing-sexual-violence-initiative

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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 and are given a distinct color.
    Most Influential Elements:
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    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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    Structural Gap
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    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 Topics
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    Top Relations
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    ⤓ Download   ⤓ Directed Bigrams   ?

    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).

     
    Main Topics
    (according to Latent Dirichlet Allocation):
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    Most Influential Words
    (main topics and words according to LDA):
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    LDA works only for English-language texts at the moment. More support is coming soon, subscribe @noduslabs to be informed.

     
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