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Have been on several video calls since the morning, from interiors of UP and Bihar The fall in #COVID19 cases is dramatic and does not seem to be clearly linked to the stringency of control measures We don't quite understand the behaviour of the #coronavirus 🤔 #CoronaPandemic https://twitter.com/DrAmbrishMithal/status/1402222535912026112

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Respected US government laboratory report concluded that it WAS plausible coronavirus leaked from Wuhan lab https://t.co/RQuhv1giCp https://twitter.com/DailyMail/status/1402222637829562369

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The #UAE has suspended all inbound passenger movement from #India until July 6: Air India Express @FlyWithIX The airline advised passengers to reschedule their tickets for travel at a future date. Details here: https://t.co/D72mQfL6Hi #IndiaUAEflights #covid19 https://t.co/vCUmKcIYZp https://twitter.com/khaleejtimes/status/1402226402179436549

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Covaxin offers a lower level of protection against the delta variant of the coronavirus compared to the original strain, as people who have received both doses of the vaccine are likely to have nearly three-times lower levels of neutralising antibodies. https://t.co/FckMhTuLxZ https://twitter.com/thewire_in/status/1402226480118210564

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A report compiled by a US government lab in May 2020 found that it was entirely plausible that the origin of the coronavirus outbreak was the Wuhan Institute of Virology, yet it remained a secret for over a year. https://t.co/a157Zo8NQk https://twitter.com/PrisonPlanet/status/1402226942095630338

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Highly detailed op-ed by two working virologist cautions that nature remains by far the most likely origin of the coronavirus https://t.co/fZIWfDP9m5 https://twitter.com/davidfrum/status/1402233453035278341

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'We can see it in the appointment of von der Leyen, Angela Merkel’s slightly unhinged mini-mutti, as President of the Commission. We can see it in German control of the Coronavirus Rescue Fund.' ✍️ Matthew Lynn argues Germany is taking over the EU https://t.co/N7tqZwhtN1 https://twitter.com/spectator/status/1402233950840492036

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Owner of a private hospital in Agra caught bragging about how the hospital turned off the oxygen supply for five minutes in a "mock drill" to identify "who will die and who will survive". "22 patients turned blue," he is heard saying. https://t.co/WLPrz4MhN2 https://twitter.com/ShivAroor/status/1402235237732519945

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The report dates to May 2020: A report by a U.S. government national laboratory concluded that the hypothesis claiming the coronavirus leaked from a Chinese lab is plausible and deserves further investigation. https://t.co/v41KMFuHzw https://twitter.com/brithume/status/1402242380451958796

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A leading advisor for the World Health Organisation said that China is still engaged in a "massive cover up” of the coronavirus pandemic, calling for a "full investigation” to be conducted by the US government and it’s international allies. https://t.co/lJBAynAxh0 https://twitter.com/PrisonPlanet/status/1402246916633772036

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Everyone erecting plexiglass barriers take note: not a single study has shown they actually control the coronavirus https://t.co/JvH29TK3Ch via @technology https://twitter.com/KevinWhitelaw1/status/1402253927157059586

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BREAKING: Secret report by Lawrence Livermore concluded in May last year that it was plausible coronavirus leaked from Wuhan lab https://t.co/J4DASzoL8q https://twitter.com/JackPosobiec/status/1402255128867098624

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NEWS (of the personal or personnel sort): Our @JenniferJJacobs has won the 2020 Gerald Ford Prize for Distinguished Reporting for chronicling the spread of coronavirus within Donald Trump's White House. Couldn't be prouder of her. An amazing reporter on an amazing team. https://twitter.com/aawayne/status/1402263978420617220

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A big part of my job as a reporter is to 1) contact people and ask them if they would be interviewed and 2) if they say yes, write down what they say. For my most recent story, doing #1 got me nasty messages, rude voicemails, doxing and death threats. https://t.co/PESJKwaFBx https://twitter.com/l_e_whyte/status/1402265290273140744

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"It was New Delhi’s triumphalist projections of normalcy in Kashmir taking precedence over people’s health that helped trigger the coronavirus surge in the region." — #AJOpinion by Umar Lateef Misgar https://t.co/5CZW1RVJXO https://twitter.com/AJEnglish/status/1402267945573748748

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"Virologist Who Told Dr. Fauci Coronavirus Was Likely Engineered and Got Paid After Backtracking on Claims–Just Deleted 5K Tweets—Then DELETED ENTIRE ACCOUNT!" Fallout of this will be that people will become sceptical about science pedaled by authorities https://t.co/CBT7SkdXCR https://twitter.com/pbhushan1/status/1402274176723992588

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Meet the influencers making millions by dealing doubt about coronavirus vaccines. https://t.co/CLauWAJDSC via @HuffPost https://twitter.com/carlzimmer/status/1402275254765076487

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Fully vaccinated people are more than 90% protected against infection, a new CDC study shows. But if they do become infected, experts say they have milder Covid-19 illness than unvaccinated people. https://t.co/l90WwIc9qb https://twitter.com/CNN/status/1402275503847915529

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COVID-19: UK reports over 6,000 more coronavirus cases and another 13 deaths https://t.co/CxNl988iPY https://twitter.com/SkyNews/status/1402284711662264323

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Actress Aisha Sultana said that Govt of India deployed coronavirus as a bioweapon in Lakshadweep. 6 days ago, Samajwadi Party MP ST Hasan said that India is facing second wave of Covid-19 & cyclones because govt interfered in Sharia law. Kon hai ye log? Kaha se aate hai ye log? https://twitter.com/AskAnshul/status/1402285184628625412

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Flashback to April 2020: Thousands of Doctors: Yes, Hydroxychloroquine Works Against Wuhan Coronavirus https://t.co/ye7EjP6t8C https://twitter.com/KatiePavlich/status/1402620453542318089

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SCOOP: The Biden administration is buying 500 million doses of Pfizer’s coronavirus vaccine to donate to the world. Biden will make the announcement at the G7. Story with @emilyrauhala. https://t.co/k9K5QOzA3D https://twitter.com/tylerpager/status/1402682423201173512

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U.S. to buy hundreds of millions of doses of Pfizer coronavirus vaccine to donate to the world https://t.co/jloKVULM5b https://twitter.com/washingtonpost/status/1402682688469876746

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Breaking News: The White House is said to have made a deal with Pfizer and BioNTech to provide 500 million doses of coronavirus vaccines to about 100 countries over the next two years. https://t.co/PFX7bcBsBd https://twitter.com/nytimes/status/1402685626185621507

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Study shows hydroxychloroquine and zinc treatments increased coronavirus survival rate by almost three times Fauci should die in prison for this alone. He blocked HCQ because it would have taken his power away. What an evil man. https://t.co/1qEc4Yqvd1 https://twitter.com/johncardillo/status/1402801232415281152

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BREAKING: Congressman Matt Gaetz goes head-to-head with FBI Director Christopher Wray on the FBI’s awareness of the COVID-19 origins. "There has been a cover-up regarding the origins of coronavirus." https://t.co/SWLfaGgC2T https://twitter.com/RepMattGaetz/status/1403028196208087052

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British Prime Minister Boris Johnson says G-7 nations will pledge to give 1 billion coronavirus vaccine doses to poorer countries. Half of that will come from the U.S. https://t.co/PncpgQBkvH https://twitter.com/AP/status/1403104267951554565

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YouTube has suspended the account of Republican Ron Johnson for seven days for promoting misinformation about coronavirus treatments. https://t.co/YhgMmxjZ5H https://twitter.com/kylegriffin1/status/1403698604498309122

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Liberals are telling & fooling you that actress Aisha Sultana criticized Praful Patel. That's all they are telling. But, liberals won't tell you that Aisha Sultana actually said that Govt of India deployed coronavirus as a bioweapon in Lakshadweep. She gave this statement twice. https://twitter.com/AskAnshul/status/1403717970535145479

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As the Delta variant of the coronavirus spreads in southeastern China, doctors say they are finding that the symptoms are different and more dangerous than those they saw when the the virus started spreading in late 2019 in Wuhan. https://t.co/gk5yaw8oDz https://twitter.com/nytimes/status/1403726322967400454

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My dad, a few hours north of New Delhi, tested + for coronavirus with a high viral load 4 weeks ago. He was fully vaxed, had mild symptoms, didn’t progress. He’s ~ 80 Two of our relatives, not yet vaxed, otherwise healthy, < 50 yrs, were also + and sadly just passed Get vaxed! https://twitter.com/VinGuptaMD/status/1404182150228811776

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Novavax says its coronavirus vaccine had an overall efficacy of 90.4% in a Phase 3 trial in the US and Mexico https://t.co/cXkWe2YbHc https://twitter.com/cnnbrk/status/1404391060852424704

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Coronavirus infections are dropping where people are vaccinated, rising where they are not, Post analysis finds https://t.co/670wqxqoxh https://twitter.com/washingtonpost/status/1404395643511218176

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A top virologist told The New York Times there was no evidence the coronavirus leaked from her Wuhan lab. China's secrecy makes this hard to prove. https://t.co/9qmT2Vd4Ym https://twitter.com/nytimes/status/1404443942825902084

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⚠️Annoyed—the US CDC still does **not seem to classify the #DeltaVariant as a "Variant of Concern”**!! #B16172 is still merely "variant of interest” on @CDCgov website, updated just this weekend. Both @WHO & 🇬🇧 upgraded Delta to VOC weeks ago. CDC act now! https://t.co/jZCgfzFLla https://t.co/zFbGrAs7rv https://twitter.com/DrEricDing/status/1404469114928828419

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Boris Johnson has delayed the planned lifting of England's remaining coronavirus restrictions for up to four weeks, meaning lockdown measures could stay in place until July 19 For more on this and other news visit https://t.co/8OWd2TvLrt https://twitter.com/SkyNewsBreak/status/1404486034713370627

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UK PM Boris Johnson confirms four-week delay to final easing of coronavirus restrictions in England, but "confident” no delay beyond 19 July will be needed https://t.co/rUdRoRZhAc https://twitter.com/BBCBreaking/status/1404488521985953792

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HUGE After seeming success in battling #COVID19 Boris Johnson calls off the "Freedom Day" and says the delta variant form of #SARSCoV2 is sweeping the nation. Should be a big cautionary note for the USA, especially regions that have low vaccination rates. https://t.co/q4znOLG2be https://twitter.com/Laurie_Garrett/status/1404500171686297600

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"Boris is turning the UK into a coronavirus Narnia. It's always winter but it's never Christmas." Author Tony Parsons gives his reaction to the delay to Freedom Day. https://t.co/wE2NsG87F5 https://twitter.com/GBNEWS/status/1404518013504790539

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#BREAKING: New York hits 70% vaccination rate, CDC says; state to lift "virtually all" COVID restrictions https://t.co/Nhb2FJsmVI https://t.co/lIT1llAuA7 https://twitter.com/PIX11News/status/1404549938672017419

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COVID-19: Nothing appears to have changed in the data - so why has England's coronavirus roadmap been delayed? https://t.co/KBoUnhr8wf https://twitter.com/SkyNews/status/1404552675430121476

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Judicial Watch announced that it obtained 280 pages of documents from the HHS revealing that from 2014 to 2019, $826,277 was given to the Wuhan Institute of Virology for bat coronavirus research by the NIAID, which is headed by Dr. Fauci. READ: https://t.co/JsEey1zjBG https://twitter.com/JudicialWatch/status/1404559271900041217

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A reminder that Boris Johnson said it’d be pretty much sorted by June 2020, let alone 21st June 2021. https://t.co/yR1tdpzkiq https://twitter.com/davidschneider/status/1404564184071872512

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Reported yesterday: 0 new local cases and 3 new cases acquired overseas (currently in HQ). - 9,997 vaccine doses were administered - 15,067 test results were received More later: https://t.co/0xmnS4N9DN #COVID19Vic #COVID19VicData https://t.co/5d0iniyMwB https://twitter.com/VicGovDH/status/1404568113270689795

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#BREAKING... 70% of New York adults have received at least 1 COVID vaccine; Gov. Cuomo expected to lift remaining coronavirus restrictions Read more: https://t.co/qdtnP7AlAL https://t.co/A8NlCbznoK https://twitter.com/wcbs880/status/1404573335342747648

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A third dose of coronavirus vaccine could help boost antibody levels among some organ transplant recipients who have not had robust responses to the standard vaccination schedules, a new study suggests https://t.co/Z94yLXWbVa https://twitter.com/CNN/status/1404576600746860549

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Wisconsin Sen. Ron Johnson continues to say a lot of things that aren’t true, about the Capitol riot and other subjects. From @HolmesLybrand: https://t.co/jBQACy061Y https://twitter.com/ddale8/status/1404586161411182592

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BREAKING | RDIF: "#SputnikV is more efficient against the Delta variant of coronavirus, first detected in India than any other vaccine that published results on this strain so far - the Gamaleya Center study submitted for publication in an international peer-reviewed journal.” https://t.co/XrwnGNhiNE https://twitter.com/sputnikvaccine/status/1404757419587260419

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[BREAKING NEWS] President Cyril Ramaphosa will address the nation at 8pm tonight. COVID-19 infections continue to rise at alarming levels. 5,552 new coronavirus cases have been recorded in South Africa. #eNCA #DStv403 https://t.co/4n13IoJtdA https://twitter.com/eNCA/status/1404797683131420676

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Researchers have found more evidence that coronavirus was circulating at low levels across the United States as early as December 2019 — weeks before the first officially reported cases. https://t.co/G9xJs0SsZQ https://twitter.com/CNN/status/1404808453990797329

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BREAKING—CDC now officially declares #DeltaVariant a "variant of concern”—because much more transmissible (50% faster than #B117, 2x than original strain), more severe (2.5x hospitalization risk than B117, 4x original) & 1 dose vaccine evasive.🧵 #COVID19 https://t.co/jZCgfzFLla https://t.co/SszvXuysze https://twitter.com/DrEricDing/status/1404847230205505550

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NEW: U.S. CDC officially recognizes Delta coronavirus strain as a Variant of Concern (VOC) https://twitter.com/BNODesk/status/1404849187372609540

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A new analysis of blood samples from 24,000 Americans taken early last year is the latest and largest study to suggest that the new coronavirus popped up in the U.S. in December 2019 — weeks before cases were first recognized by health officials. https://t.co/7j2qmOKjj4 https://twitter.com/AP/status/1404853992543375361

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Arriving at the correct position on coronavirus lockdowns after they’ve already bankrupted Western society doesn’t earn you some kind of medal. Just putting that out there for.....well....about 99% of you. https://twitter.com/JesseKellyDC/status/1404902993309360134

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If you’re vaccinated, the variants aren’t much of a threat. If you’re not vaccinated, you face a much more dangerous coronavirus than a year ago. https://t.co/xNMXku0KXm https://twitter.com/nxthompson/status/1404924251224825865

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Judicial Watch announced that it obtained 280 pages of documents from the HHS revealing that from 2014 to 2019, $826,277 was given to the Wuhan Institute of Virology for bat coronavirus research by the NIAID, which is headed by Dr. Fauci. READ: https://t.co/JsEey1QV0g https://twitter.com/JudicialWatch/status/1404982061115584514

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Trump’s total subservience to Putin in #Helsinki was treasonous, and his complete malfeasance on the coronavirus was deadly. Unlike the coward Deborah Birx, Fiona Hill bravely testified publicly about Trump’s corrupt acts with #Ukraine. https://t.co/BHGAV0vg0J https://twitter.com/DrDenaGrayson/status/1404991862977531907

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The CDC is holding an "emergency meeting” this week, June 18, to discuss cases of heart inflammation disorders among young people after receiving a vaccine for the Chinese coronavirus. https://t.co/gxh8yJitjX https://twitter.com/BreitbartNews/status/1405003059743399941

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As we emerge from the virus, elites at institutions across society are being forced to reckon with the truth: the coronavirus likely came from a lab in China. This is a truth they, along with legacy media and social media outlets, helped cover-up for over a year. https://twitter.com/GOPLeader/status/1405131567136129027

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One year and hundreds of thousands of US deaths ago, then-VP Mike Pence told us "There Isn’t a Coronavirus ‘Second Wave’" https://t.co/2S26eZfmaE https://twitter.com/atrupar/status/1405163333922209797

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diversity:
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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 fractality: | alpha exponent: (based on Detrended Fluctuation Analysis of influence) ?
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.

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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.
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify the fractality of this time series (using alpha exponent, closely related to Hurst exponent): uniform (pulsating | alpha <= 0.65), regular (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

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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.

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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.

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