Configure the search parameters here:

Search parameters loaded from snapshot “final”

Configure the hyperparameters here:

Hyperparameters loaded from snapshot “final”

Configure the output settings here:

# plot mode - '2d' or '3d'.
# Note: if loading a snapshot, changing the plot mode will trigger T-SNE to re-run.
plot_mode <- "2d"

# If TRUE, cluster and subcluster summaries will be generated using nearest neighbors to the center.
# Note: if loading a snapshot, disabling summarization will do nothing if it was previously enabled.
summarize_clusters <- TRUE
# True to show a listing of all cluster & subcluster summaries
show_summaries_table <- TRUE

# If TRUE, run and output k-means elbow plots
# Note: if loading a snapshot, disabling elbow plots will do nothing if they were previously enabled.
compute_elbow <- FALSE
# If TRUE, run and output k-means silhouette plots
# Note: if loading a snapshot, disabling silhouette plots will do nothing if they were previously enabled.
compute_silhouette <- FALSE

# show/hide extra info (temporary until tabs are implemented)
show_original_subcluster_plots <- FALSE
show_regrouped_subcluster_plots <- TRUE
show_word_scores <- FALSE
show_center_nn <- FALSE

# visualize sentiment and divisiveness
show_overall_sentiment_discrete <- TRUE
show_overall_sentiment_continuous <- FALSE
show_cluster_sentiment_continuous <- FALSE
show_cluster_sentiment_discrete <- TRUE
show_cluster_divisiveness <- FALSE
# threshold that represents the cutoff from neutral to positive above zero
# and neutral to negative below zero. Used to turn sentiment into a variable with discrete values
sentiment_threshold <- 0.05 # 0.05 recommended for VADER sentiment
# sentiment plots start date (set NA to infer from search results)
plot_range_start <- "2020-03-15"
# sentiment plots end date (set NA to infer from search results)
plot_range_end <- "2020-07-25"
# perform linear regression analysis on weekly divisiveness
perform_divisiveness_linreg <- FALSE
## Warning: Ignoring unknown parameters: width

 

Displaying 100000 of 1012815 results:

 

Cluster & Subcluster Summary Listing
Cluster Label Generated Summary
Cluster 1. trump / president / realdonaldtrump People have been reacting to news that President Donald Trump has refused to wear a face mask in public to protect himself from the deadly coronavirus pandemic.
………1.1. pence / mike / mayo US Vice-President Mike Pence has been mocked on social media for not wearing a face mask during a visit to a medical clinic where he was being tested for coronavirus.
………1.2. face / potus / walter People have been reacting to Donald Trump’s decision to wear a face mask in public to protect him from the Coronavirus.
………1.3. china / chinese / exports People have been reacting to President Donald Trump’s photo of himself wearing a mask after he called a virus that killed 140,000 Americans a “Chinese virus”.
………1.4. spread / hoax / deadly People have been reacting to President Donald Trump’s decision to wear a mask during a visit to the White House.
………1.5. cuomo / quarantine / guy People have been reacting to President Donald Trump’s refusal to wear a mask in a hospital while in charge of a coronavirus crisis.
………1.6. biden / joe / brithume People have been reacting to President Donald Trump’s apparent mocking of Joe Biden for wearing a mask in public during the coronavirus pandemic.
………1.7. coronavirus / wears / donald Coronavirus appears to have caused Donald Trump to wear a mask in public for the first time.
………1.8. maga / rally / supporters People have been reacting to the news that Donald Trump’s rally in Yuma, Arizona, has been marred by a deadly coronavirus called covid19.
………1.9. tulsa / rally / cain Former Republican presidential hopeful Herman Cain has been hospitalised with coronavirus after he attended a Donald Trump rally in Oklahoma without a mask.
………1.10. pandemic / time / public President Donald Trump wears a mask in public for the first time during the Coronavirus Pandemic.
………1.11. 6k / readjusted / deaths People have been reacting to the news that President Donald Trump has refused to wear a face mask in public because of the deadly coronavirus.
………1.12. gop / republicans / republican People have been reacting to reports that some Republicans are refusing to wear masks in public during the deadly Coronavirus (COVID19) outbreak.
………1.13. cdc / guidelines / recommendation People have been reacting to new CDC guidelines advising Americans to wear face masks in public amid the coronavirus pandemic.
………1.14. whitehouse / potus / flotus People have been reacting to President Donald Trump’s suggestion that he should wear a mask in public to protect himself from the deadly Coronavirus.
………1.15. pandemic / hotspot / n95 People have been reacting to President Donald Trump’s refusal to wear a face mask during the deadly coronavirus outbreak.
Cluster 2. vaccine / flu / stop Following the news that people in the US are being urged to wear face-covering masks to prevent the spread of a new virus that has killed more than 4,000 people in China.
………2.1. y’all / ass / ya People have been posting messages on social media urging people to wear masks to stop the spread of the CoVID-19 virus.
………2.2. political / trump / realdonaldtrump People have been reacting to President Donald Trump’s claim that the deadly Coid-19 virus is a hoax and people should not wear masks.
………2.3. stay / home / hands People have been sharing their views on the flu outbreak on social media, urging people to wear masks in public.
………2.4. immunity / vaccines / herd People have been reacting to the news that people will have to wear masks until the end of September to get the Covid-19 flu vaccine.
………2.5. china / chinese / wuhan People on social media have been reacting to China’s announcement that it has discovered a new virus that has killed more than 4,000 people in China and is spreading around the world.
………2.6. quarantine / sick / gloves People have been reacting to the news that people in California are being told to wear masks during a quarantine due to the CoronaVirus.
………2.7. asymptomatic / masking / transmission People on social media have been reacting to reports that the coronavirus outbreak is out of control and that people should wear masks outside of home.
………2.8. protests / protest / protesting Social media users have been reacting to reports that some people are protesting against the virus by wearing masks while out shopping.
………2.9. lockdown / distancing / social People have been reacting to the news that people in the US are being urged to wear masks in public to prevent the spread of the norovirus.
………2.10. fucking / rate / prevent People have been reacting to President Donald Trump’s call for people to wear masks to prevent the spread of the norovirus.
………2.11. cdc / guidelines / director People have been reacting to the decision by the US Centers for Disease Control and Prevention (CDC) to ask people to wear masks to prevent the spread of Covid-19.
………2.12. governor / state / florida People in the US have been reacting to the governor of New York City’s decision to make face-covering masks mandatory for residents of the city.
………2.13. selfish / fucking / public People have been reacting to the news that people in the US are refusing to wear face masks in public in the wake of the norovirus outbreak.
………2.14. wearamask / fake / antimask Social media users have been reacting to the news that a deadly virus that has killed more than 130,000 people around the world is not a hoax.
………2.15. guy / man / tested People have been reacting to President Donald Trump’s refusal to wear a mask after he was caught by the Zika virus.
Cluster 3. lockdown / social / distancing Following the news that the US government has ordered people to wear face masks in public to prevent the spread of the deadly Covid-19 coronavirus, people across the world have been reacting to the news on social media.
………3.1. beginning / open / compulsory People have been reacting to the opening of lockdown in the Indian city of Kolkata (Calcutta) following the news that the lockdown has been eased out.
………3.2. police / jail / criminals People have been reacting to the news that some New York City police officers were not wearing face masks during a lockdown due to the deadly coronavirus.
………3.3. freedom / americans / america People have been sharing their views on whether or not they should wear masks in public to fight the deadly Coronavirus.
………3.4. realdonaldtrump / coronavirus / man People have been reacting to Donald Trump’s decision not to wear a mask during the coronavirus outbreak, which has killed more than 50,000 people in the US.
………3.5. end / works / face People have been reacting to the lifting of a lockdown in India’s capital, Delhi, and the decision to allow people to wear masks in public has been widely shared on social media.
………3.6. china / occult / countries People across the world have been reacting to the news that the US is not doing enough to stop the spread of the deadly Covid-19 coronavirus.
………3.7. choose / die / healthy People have been reacting to the news that people in India have been ordered to wear masks to protect themselves from the deadly virus Covid-19.
………3.8. black / white / lives People have been reacting to the news that masks were confiscated from Black Lives Matter protesters during the outbreak of Covid-19.
………3.9. uk / england / nhs People have been reacting on social media to new guidance on wearing face masks after the UK government eased its Coronavirus lockdown.
………3.10. state / cases / states People have been reacting to the news that California has made wearing masks mandatory after a deadly coronavirus outbreak.
………3.11. protests / protest / protesting People have been sharing their opinions on social media about the recent protests in cities across the US.
………3.12. india / corona / sir People have been reacting to the lockdown in Guwahati, which has been in place in the north-eastern Indian state of Assam since a coronavirus outbreak.
………3.13. distance / practice / guidelines People on social media have been reacting to the news that people are continuing to practice social distancing in public despite the lifting of quarantine for Covid 19.
………3.14. safe / 22 / face People have been reacting on social media to the news that people in the United States are being urged to wear masks to protect themselves from the deadly Coronavirus.
………3.15. store / customers / shop People have been reacting to the news that face-wearing is now mandatory in public spaces to prevent the spread of covid19.
Cluster 4. cdc / public / risk People have been sharing their opinions on whether or not they should wear face masks in public to prevent the spread of the deadly coronavirus.
………4.1. patients / hospital / ppe People have been reacting to the news that some hospital workers are not wearing masks while caring for patients with the deadly coronavirus (COVID) in England.
………4.2. science / scientific / studies People have been sharing their opinions on whether wearing face masks can prevent the spread of the flu virus covid 19 on Twitter.
………4.3. face / mandatory / covering People have been reacting to the news that it is now compulsory to wear a face mask in public places to prevent the spread of the deadly coronavirus.
………4.4. transmission / study / evidence People have been sharing their opinions on whether or not to wear face masks in public to prevent the spread of the deadly coronavirus.
………4.5. selfish / fucking / helmet People have been reacting to the news that some people are refusing to wear masks in public to protect themselves from the deadly Coronavirus.
………4.6. epidemic / vaccine / flu Following the deadly flu outbreak in the US, social media users have been sharing their opinions on whether or not people should wear masks.
………4.7. store / stores / customers People have been reacting to the news that Walmart will not require shoppers to wear face masks in its stores to prevent the deadly Covid-19 virus.
………4.8. deaths / died / death People have been sharing their opinions on social media about the deadly coronavirus covid-19, which has killed 132,000 Americans in four months.
………4.9. protect / healthy / taking People have been sharing their opinions on whether or not to wear masks in public following the outbreak of coronavirus-COV19 in Wisconsin.
………4.10. breathing / breathe / asthma People have been sharing their opinions on social media about wearing a mask during a respiratory virus pandemic called COVID19.
………4.11. guidelines / recommends / recommendations People have been reacting to President Donald Trump’s announcement that the US Centers for Disease Control and Prevention (CDC) now recommends that everyone should wear a mask in public.
………4.12. choice / rights / freedom People have been sharing their opinions on whether or not they should wear masks during a pandemic.
………4.13. understand / hard / swear People have been sharing their views on why they refuse to wear face masks in public in the wake of the coronavirus outbreak.
………4.14. political / politics / issue People have been reacting to the new order requiring people to wear masks in public places to prevent the spread of the deadly coronavirus.
………4.15. work / live / protect People have been sharing their opinions on whether or not they wear masks in public following the outbreak of the new strain of the flu virus, COVID-19.
Cluster 5. pandemic / global / middle Following a report by the US Centers for Disease Control and Prevention (CDC) that the coronavirus pandemic could be brought under control in four to eight weeks if people wore face masks in public.
………5.1. woman / karen / girl People have been reacting to a video posted online by a US woman who was asked to wear a face mask during a pandemic.
………5.2. wearamask / masking / maskwearing People have been sharing their views on the deadly coronavirus pandemic on social media.
………5.3. coronavirus / face / mutual People have been posting messages on social media urging people to wear masks during a global pandemic.
………5.4. stay / hands / home People have been posting messages on social media about the Ebola pandemic, urging people to wear masks in public.
………5.5. realdonaldtrump / stupid / letitiamontana People have been reacting to President Donald Trump’s suggestion that people should wear masks during a pandemic.
………5.6. customers / store / employees People have been reacting to the news that stores are asking customers to wear face masks in the wake of the norovirus pandemic.
………5.7. cdc / weeks / control Following a report by the US Centers for Disease Control and Prevention (CDC) that the coronavirus pandemic could be under control in four to eight weeks if everyone wore a mask.
………5.8. face / coronavirus / covering People on social media have been sharing their views on the importance of wearing face masks in public during the coronavirus pandemic.
………5.9. political / president / trump People have been reacting to President Donald Trump’s call for Americans to wear masks during a global pandemic.
………5.10. 1918 / flu / spanish People have been sharing their memories of the 1918 flu pandemic on social media as part of the centenary commemorations of the outbreak.
………5.11. understand / hard / sense Social media users have been debating whether or not to wear a mask in the middle of a global pandemic.
………5.12. fucking / public / sick Social media users have been reacting to the news that people are still refusing to wear face masks during a global pandemic.
………5.13. rights / freedom / fraudulent People have been reacting to the news that people who refuse to wear masks during a global pandemic are violating their rights.
………5.14. guy / man / fauci People have been reacting to Donald Trump’s decision not to wear a mask during the SARS-CoV-2 pandemic on Twitter.
………5.15. face / time / gonna People have been sharing their thoughts about wearing masks during the Ebola pandemic on social media.
Cluster 6. coronavirus / mandate / governor "Following a spike in cases of the deadly coronavirus (COVID-19) in the US, social media users have been reacting to news that a governor in Oklahoma has tested positive for the virus.
………6.1. cuomo / state / york People in the US have been reacting to the news that a governor in Oklahoma has tested positive for the deadly coronavirus.
………6.2. copy / deliver / delivered Following the election of Donald Trump as president of the United States, here are some of the messages sent by supporters of the Republican Party in the US.
………6.3. india / modi / indian Social media users have been reacting to reports that Prime Minister Narendra Modi has been wearing a homemade face mask during a meeting of chief ministers to discuss the Coronavirus outbreak in India.
………6.4. hospital / nurse / woman People have been reacting to the news that US Secretary of State Hillary Clinton will not be wearing a face mask at a rally in Tulsa, Oklahoma.
………6.5. customers / employees / walmart Social media users have been reacting to the news that Walmart has become the largest retailer in the US to require customers to wear face masks.
………6.6. china / production / goldman Some of the quirkier snippets from the news in Asia that we did not know last week:
………6.7. face / public / covering Following the news that people in the US state of Osun have been ordered to wear face masks in public as part of efforts to curb the spread of coronavirus (COVID-19).
………6.8. man / police / guard Social media users have been reacting to the news that a California security guard has been charged with murder after shooting a customer who did not wear a mask.
………6.9. texas / abbott / texans People in Texas have been reacting to a governor’s order requiring residents to wear face masks in public following a surge of coronavirus cases.
………6.10. congressman / republican / floor People have been reacting to a Republican congressman’s announcement that he has the coronavirus and has refused to wear a face mask on the House of Representatives floor.
………6.11. cases / deaths / county Following a spike in cases of the deadly coronavirus (COVID-19) in the US, social media users have been reacting to a series of updates on the outbreak.
………6.12. florida / govrondesantis / cases People in Florida have been reacting to reports that the number of coronavirus cases in the state has risen to 200,000.
………6.13. georgia / atlanta / kemp Following a series of high-profile lawsuits involving the governor of Georgia, Brian Kemp, and the city of Atlanta, Georgia, over rules requiring residents of the city to wear face masks in public.
………6.14. face / news / bbc BBC News and BBC News - Coronavirus: Expert panel to assess face masks use by public.
………6.15. order / statewide / county Following the news that California has imposed a mandatory face-covering ban on public places across the US due to the coronavirus outbreak.
Cluster 7. 19 / fucking / real Social media users have been sharing their reactions to the news that Covid 19 is back.
………7.1. face / made / youtube Twitter users have been posting pictures of their new Covid masks on social media.
………7.2. cases / person / single People have been reacting to the news that masks are still required in the US state of New York after the outbreak of Covid 19.
………7.3. karen / girl / woman Social media users have been reacting to a photo of a girl wearing a mask to avoid the so-called COVID “hoax” on Instagram.
………7.4. joke / y’all / wearamask People have been reacting to Donald Trump’s announcement that Covid is still a thing, and some are urging people to wear masks.
………7.5. face / filter / dust People have been sharing their reaction to the news that Pakistan’s so-called “covid 19” is not over and people are being urged to wear masks in public.
………7.6. hoax / trump / social Following Donald Trump’s announcement that he will not wear a face mask at his rallies to protest against the so-called “covid” virus, people have been reacting on Twitter.
………7.7. die / y’all / stay People have been sharing their views on why they don’t wear masks to prevent the spread of Covid - a disease that causes people to develop and die from it.
………7.8. cases / symptoms / hands People have been sharing their opinions on social media about the deadly Covid 19 virus, which has killed more than 4,000 people in the United States.
………7.9. swab / involves / pleasant Here are some of the pleasant snippets of test results from the Covid 19 test, which have been shared by BBC Radio 4’s Today programme.
………7.10. feel / time / public People have been sharing their thoughts about wearing masks in public following the news that Covid is back.
………7.11. died / family / passed People have been reacting to the news that a family member has died from the co-ordinated vomiting and diarrhoea virus, COVID.
………7.12. prevent / particles / spread People have been sharing their opinions on whether or not wearing a mask helps prevent the spread of COVID, the disease that killed more than 1,000 people in Paris.
………7.13. guy / wears / man People have been sharing their thoughts on Donald Trump’s decision not to wear a mask when he announced he had covid 19.
………7.14. hey / realdonaldtrump / ward People have been sharing their opinions on whether or not they should wear masks to prevent the spread of the so-called covid virus.
………7.15. face / store / today People have been sharing their reactions to the news that people in the US are still wearing masks after the so-called Covid testing scandal.
Cluster 8. wearamask / maskwearing / masking “Social media users” have been reacting to news that a deadly coronavirus outbreak in the US has killed more than 1,000 people.
………8.1. corona / scam / india Politicians and social media users have been reacting to the news that a Chinese virus outbreak in India has killed more than 1,000 people and injured more than 2,000.
………8.2. condition / moment / critical Social media users have been sharing their reactions to the deadly Zika virus, which has killed more than 1,000 people in South Africa.
………8.3. guy / coronavirus / face People have been reacting on social media to the Florida congressman Matt Gaetz’s claim that the coronavirus hoax was a hoax, after his son tested positive for the virus.
………8.4. coronavirus / wearadamnmask / socialdistancing Social media users have been sharing their reaction to the news of the Sars outbreak in India.
………8.5. trump / realdonaldtrump / gop “Wear a mask to avoid getting sick” - that’s how many people have been reacting to the news that Donald Trump’s supporters are being infected with the deadly COVID19 virus.
………8.6. support / info / safe People have been sharing their reactions to the deadly Coronavirus (COVID19) pandemic on social media.
………8.7. universal / transmission / sarscov2 Following a report on the SARS-CoV-2 pandemic, here’s a round-up of reaction from social media users.
………8.8. deaths / cases / death Social media users have been reacting to the news that the deadly coronavirus, also known as covid-19, has killed more than 1,000 people in the United States.
………8.9. quarantine / doo / gt People in India have been reacting to the news that Donald Trump’s “face mask” has been removed from the US president’s official Twitter account.
………8.10. selfish / flatten / feel People have been reacting to the news that a virus that killed more than 1,000 people in the US has spread across the country and is spreading around the world.
………8.11. florida / cases / texas Social media users have been reacting to reports of a deadly coronavirus outbreak in the US, with many urging people to wear masks.
………8.12. asean / cambodia / journalism Following a series of updates on the Asean Coronavirus (COVID19) virus, which has killed more than 5,000 people in South East Asia, the BBC News website reports.
………8.13. ford / 2 / protect People have been sharing their reactions to the news that the US is facing a deadly outbreak of the so-called COVID-19 virus.
………8.14. symbolic / happen / wave Fauci changes tune on BBC Radio 4’s F1 show as part of a series of interviews with scientists.
………8.15. pandemic / cdc / antimask People have been reacting on social media to the news that more than 120,000 Americans have fallen ill with the so-called “covid 19” virus.
Cluster 9. quarantine / gloves / store Social media users have been sharing their experiences of wearing face masks in the wake of the recent outbreak of the deadly coronavirus in the US.
………9.1. 14 / weeks / months People have been reacting to the news that President Donald Trump has ordered people to wear masks when they go out in public.
………9.2. patients / hospital / ppe People have been sharing their concerns about the new coronavirus outbreak on social media.
………9.3. coronavirus / face / glasses People have been reacting to the news that people are wearing face masks to protect themselves from the latest outbreak of Covid19.
………9.4. pandemic / good / ice People have been sharing their reactions to the latest outbreak of the Coronavirus (COVID19) on social media.
………9.5. dad / mom / family People have been sharing their concerns about the deadly coronavirus covid-19 on social media.
………9.6. woman / lady / karen Social media users have been reacting to the news that New York City Health Secretary Alex Balsamo has urged people to wear masks to combat the so-called covid virus.
………9.7. walmart / employees / grocery People have been reacting to the news that shoppers in the US have to wear masks to protect themselves against the so-called Covid-19 virus.
………9.8. pandemic / cdc / live People have been reacting to the outbreak of norovirus in the US, with many saying they still don’t wear masks in public.
………9.9. lockdown / shopping / face People have been sharing their experiences of wearing face masks during London’s two-month lockdown.
………9.10. guy / man / asked People have been sharing their experiences of wearing masks in the wake of the deadly coronavirus outbreak in the US.
………9.11. home / work / hands People have been sharing their experiences of living with the flu virus after President Donald Trump was quarantined and forced to wear a mask in public.
………9.12. face / skin / gonna People have been sharing their views on how they’re coping with the ongoing quarantine in South Korea.
………9.13. asthma / breathing / breathe People with asthma and COPD have been sharing their thoughts on what they should do if they catch the deadly COVID-19 virus.
………9.14. protect / 2 / ppl People have been sharing their concerns about wearing masks during the recent outbreak of Covid-19, a virus that killed more than 1,000 people in Italy.
………9.15. tested / positive / test People have been using social media to urge people to wear masks after people tested positive for the deadly Covid 19 virus.
Cluster 10. corona / hero / gagging Social media users have been reacting to news that people in India are wearing face masks to protect themselves from the deadly corona virus.
………10.1. y’all / god / niggas People have been reacting to the news that there was no mask on the streets of Miami, Florida, because of corona.
………10.2. week / podcast / hidden BBC Radio 4’s Wait Til You Hear This!
………10.3. mom / lady / asked People have been sharing their reactions to the corona virus on social media.
………10.4. trump / america / country People have been reacting to the news that people wearing masks are helping to curb the spread of the so-called corona virus.
………10.5. blocking / bought / face People have been sharing their tips on how to protect themselves from the corona virus on social media.
………10.6. world / realdonaldtrump / stop People have been sharing their views on the corona virus on social media.
………10.7. uturn / india / rs Social media users have been reacting to the news that people in India are wearing face masks to avoid the deadly Corona virus.
………10.8. germany / protection / made People have been posting pictures of their new corona masks on social media following the news that a new face mask has been released.
………10.9. social / distancing / public People have been reacting to reports that people are still refusing to wear face masks in public despite the fact that corona is no longer a thing.
………10.10. fart / jeans / stop People have been reacting to the news that people in India are wearing face masks to protect themselves from the deadly strain of Corona virus.
………10.11. hands / wash / stay Social media users have been reacting to the news that the corona virus is spreading in India.
………10.12. dey / blue / green People in India have been wearing face masks to fight the deadly corona virus.
………10.13. face / excruciating / obtaining “Be a HERO” - if wearers of face masks can prevent thousands of people from taking part in the Rio Olympics.
………10.14. protect / medical / surgical People have been reacting to the news that people in India are being urged to wear face masks to protect themselves from the corona virus.
………10.15. season / shit / riot South Korean social media users have been sharing their thoughts on whether or not they think corona will kill them.
Cluster 11. droplets / spread / stop People have been sharing their opinions on whether or not they should wear face masks to protect themselves against the norovirus.
………11.1. public / fear / live People have been sharing their opinions on whether or not they wear masks to protect themselves against the deadly norovirus.
………11.2. asymptomatic / symptoms / person People have been sharing their views on why people should wear masks to protect themselves against the norovirus.
………11.3. fart / underwear / jeans Social media users have been debating whether a mask can stop the spread of a virus by blocking farts.
………11.4. rid / family / helps Twitter users have been posting pictures of themselves wearing masks to help people get rid of the virus.
………11.5. understand / explain / work People have been sharing their views on why people should wear masks when they go out on the streets, following the recent outbreak of the coronavirus.
………11.6. fence / chain / link People have been reacting to President Donald Trump’s announcement that he is wearing a mask to prevent the spread of the norovirus.
………11.7. realdonaldtrump / fear / fence People on Twitter have been debating whether or not to wear masks after a report that people in the US have caught the norovirus.
………11.8. transmission / study / coronavirus People have been sharing their opinions on whether or not to wear face masks after the US Centers for Disease Control (CDC) updated its guidance on using them.
………11.9. work / effective / useless People on social media have been sharing their opinions on whether or not to wear masks in public following the deadly norovirus outbreak in California.
………11.10. water / air / cough People have been sharing their opinions on whether or not wearing a mask prevents the spread of the coronavirus.
………11.11. breathing / breath / oxygen People have been sharing their views on why people are wearing face masks following the outbreak of the norovirus.
………11.12. protect / wearer / spreading People have been sharing their opinions on whether or not they wear masks to protect themselves or others from the virus COVID.
………11.13. hands / touch / touching People have been sharing their opinions on whether or not they should wear masks following the outbreak of norovirus.
………11.14. home / stay / face People have been sharing their views on wearing face masks following the outbreak of norovirus in the UK.
………11.15. size / microns / smaller People have been reacting to the news that masks can’t stop the spread of the C-19 virus.
Cluster 12. n95 / surgical / microns News that a shortage of N95 respirator masks in the US is causing a worldwide shortage has been shared on social media.
………12.1. besafe / kf8 / socialdistance People have been sharing their opinions on whether or not they need to wear N95 or not.
………12.2. patients / ppe / hospital People have been reacting to the news that N95 masks and other protective medical equipment are running low in the US amid concerns about the deadly Covid19 virus.
………12.3. kn95 / coronavirus / face People have been reacting to reports of a shortage of N95 respirator masks in the wake of the Coronavirus outbreak in the US.
………12.4. 3 / particles / size People have been reacting to a post on Twitter about the effectiveness of N95 masks.
………12.5. reuse / respirators / decontamination Following news that a shortage of N95 respirators and face masks is causing a worldwide shortage of these protective equipment, following the outbreak of the coronavirus COVID-19.
………12.6. protect / cloth / stop People have been sharing their opinions on whether or not to wear N95 face masks to protect against the deadly Covid-19 flu virus.
………12.7. stop / viruses / cloth People have been sharing their opinions on whether face-to-face face masks can protect you from the flu virus.
………12.8. turned / manufacture / millions The US government turned down an offer to manufacture millions of N95 masks in the early days of the pandemic.
………12.9. stay / regular / facemask Social media users have been sharing their top tips on how to prevent the spread of the virus, known as Corona, from infecting people with the virus.
………12.10. cdc / public / cloth People have been sharing their opinions on why the US Centers for Disease Control and Prevention (CDC) told people not to wear face masks during the flu outbreak.
………12.11. medical / donated / kits People have been sharing their reaction to the coronavirus outbreak in China, which has killed more than 2,000 people in the country.
………12.12. coronavirus / trump / million As the US government scrambles to find N95 masks to protect health-care workers from the coronavirus outbreak in the US, here is a round-up of tweets from around the world.
………12.13. lakh / india / ppe People in India have been reacting to Prime Minister Narendra Modi’s announcement that India is manufacturing 3,000 Public Health Protection Equipment (PPE) kits and N95 masks for health personnel in the fight against the deadly Clostridium difficile virus.
………12.14. pandemic / stockpile / obama President Donald Trump and others have been reacting to the news that there is a national shortage of N95 respirator masks.
………12.15. nurses / suspended / refusing Ten nurses in Florida have been suspended for refusing to treat coronavirus patients without N95 masks.
Cluster 13. coronavirus / face / make Following the news that the deadly coronavirus outbreak in Texas has been declared a public health emergency, people have been sharing their views on the virus on social media.
………13.1. public / facemask / running People have been sharing their opinions on whether or not to wear a mask to prevent the spread of the deadly coronavirus.
………13.2. hoax / shapes / force Social media users have been debating whether or not to wear masks after the news that coronavirus has been declared over.
………13.3. spread / protects / protect Social media users have been sharing their tips on how to prevent the spread of the deadly Covid-19 virus.
………13.4. lie / guy / wears President Donald Trump’s refusal to wear a mask during a press conference on the Indian coronavirus outbreak has been mocked on social media.
………13.5. charade / continues / debunked People have been wearing masks on social media to show their love for the coronavirus.
………13.6. y’all / stop / realdonaldtrump People have been reacting to the news that the deadly Chinese virus coronavirus is spreading around the US, with some urging people to wear masks.
………13.7. lockdown / works / 2 People have been sharing their thoughts on wearing masks during a lockdown in New York City.
………13.8. time / feel / shit Social media users have been reacting to the news that the coronavirus outbreak in Australia has been declared a public health emergency.
………13.9. quarantine / cdc / alien People have been reacting to the news that US President Donald Trump has been ordered to wear a mask in quarantine.
………13.10. subcluster / center / 1 This is the full set of images from the 2016 Rio Olympics in Rio de Janeiro, Brazil.
………13.11. fart / underwear / flatten People have been sharing their views on the coronavirus on social media, saying that wearing a face mask will not protect you from the virus.
………13.12. wearamask / socialdistancing / maskup People have been posting messages on social media urging people to wear masks to protect themselves from the deadly Coronavirus.
………13.13. kind / protect / factcheck Follow the latest updates on the coronavirus.
………13.14. social / political / wearamask People have been reacting to the news that people are being urged to wear masks to protect themselves from the deadly Coronavirus Pandemic.
………13.15. forget / stay / safe People have been posting messages on social media urging people to “wear a mask” in the wake of the Coronavirus outbreak in Texas.
Cluster 14. face / facemask / coronavirus Following the news that the deadly Coronavirus-19 virus is spreading around the world, people have been sharing their views and advice on face masks on social media.
………14.1. india / nurserylive / social People have been reacting to the news that the government has started making face masks to fight the spread of the deadly virus Covid-19.
………14.2. order / shipping / free People have been sharing their views on face masks as part of the ongoing Coronavirus outbreak in Spain.
………14.3. dust / washable / filter Thousands of people have been sharing their best-selling face masks and other offers on social media.
………14.4. quarantine / lockdown / stayhome “Masks save lives” - here are some of the quotes and memes shared on social media.
………14.5. spread / cloth / properly People have been sharing their tips and advice on how to wear face masks to help prevent the spread of the deadly Covid-19 virus.
………14.6. deals / nintendoswitch / instock A look back at the latest news from the Coronavirus Pandemic.
………14.7. zazzle / redbubble / art “Beautiful” and “beautiful” face masks from across the world have been shared on social media.
………14.8. donated / proceeds / donate You can donate to the fight against the deadly norovirus (Covid-19) pandemic in South Korea with the help of a collection of mask designs, prints, and stickers.
………14.9. patients / respiratory / oxygen Following the news that the deadly Coronavirus-19 virus is spreading around the world, people have been reacting to the news on social media.
………14.10. time / 22 / tag People have been sharing their reactions to the latest outbreak of the Covid-19 virus on social media.
………14.11. fineartamerica / artwork / sale Following a series of posts on social media about coronavirus and its impact on people around the world.
………14.12. made / check / closet People have been sharing their views on the latest outbreak of the Coronavirus virus on social media.
………14.13. contact / medical / kn95 We hope you can buy a face mask to help you fight against novel coronavirus.
………14.14. make / diy / homemade People have been sharing their tips on how to make a face mask for the coronavirus outbreak in India.
………14.15. wave / study / crush Here are some of the quotes from a study which suggests that face mask use could crush a wave of the Coronavirus.
Cluster 15. hands / wash / stay Social media users have been sharing their tips and advice on how to prevent the spread of the deadly coronavirus.
………15.1. lockdown / 3 / sanitizer Social media users in Nigeria have been reacting to the easing of the lockdown in Oman to prevent the spread of the so-called coronavirus in the country.
………15.2. hand / sanitizer / washing Social media users have been reacting to the news that the deadly Covid 19 virus is still spreading in Nigeria.
………15.3. protect / ur / shield Social media users have been reacting to the news that the deadly coronavirus is still circulating in India.
………15.4. home / selfish / sick People have been reacting to the news that the deadly COVID-19 virus has spread across South America.
………15.5. pandemic / porta / pottys People have been reacting to the outbreak of the deadly norovirus COVID-19 in Nigeria, which has killed more than 2,000 people and infected more than 1,000 in the country.
………15.6. avoid / frequently / face Health and social media users have been reacting to the outbreak of the deadly Covid-19 virus in Zambia.
………15.7. social / distancing / distance Social media users have been reacting to the outbreak of the coronavirus in South Africa.
………15.8. face / covering / cloth Wearing a cloth face covering can help prevent the spread of the Zika virus in the US, according to the Centers for Disease Control and Prevention (CDC).
………15.9. cases / deaths / total As the number of cases of the deadly coronavirus continues to rise across the US, social media users have been sharing their messages on social media.
………15.10. health / temperature / staff Social media users have been sharing their advice on how to prevent the spread of the deadly Covid-19 respiratory disease.
………15.11. safe / fight / remember Social media users have been sharing their tips and advice on how to protect themselves and others from the deadly Coronavirus (COVID19) in Pakistan.
………15.12. cdc / coronavirus / droplets People on social media have been sharing their tips on how to prevent the spread of coronavirus, a new respiratory disease that has killed at least 95 people in the US.
………15.13. tested / test / testing People have been reacting to the news that a new coronavirus has been found in Sheffield - and people have been sharing their advice on how to prevent the spread of the virus.
………15.14. spread / protect / prevent People have been sharing their tips and advice on how to prevent the spread of the deadly coronavirus in the US state of California.
………15.15. protect / whitestone / whitestonedomeglass "Stay Safe andamp; Healthy Whitestone is here to help you protect more than just your phone #health #corona #sanitizer #WhitestoneDomeGlass

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