Tweets Analysis - Keyword: @jljcolorado
Overview
Total number of tweets analysed
687
Earliest tweet was on
2023-02-11
Latest tweet was on
2023-02-21
Tweets covering
10 days
Average age of authors' accounts
8 years
Summarization
A group of people, including @linseymarr, @kprather88, @jljcolorado, @trishgreenhalgh, @DrPieterPeach, @DavidElfstrom and others, have advocated for the understanding that COVID-19 is airborne and that it requires better ventilation, upper room UV and CO2 monitors in schools and public spaces, for proper protection and prevention. The importance of masks and other NPIs have also been emphasized, using evidence based medicine as well as empirical physics. There have been mentions of repentance from some ID specialists, who were previously denying the airborne nature of the virus, and that there needs to be greater acceptance of the facts in order to repair the damage done. Many have suggested unblocking those who have been vocal about the true nature of the virus and that those who have denied the evidence should admit their mistakes and make the effort to set the record straight.
Topic Modeling
- COVID-19, Ventilation, and Airborne Transmission
- Non-Pharmaceutical Interventions (NPIs) for Prevention
- Repentance and Acknowledgment of Wrongdoing
- Evidence-Based Medicine (EBM) research and Finding Solutions
- Blocking and Refusing to Listen to Experts
Emotional Analysis
The emotions expressed in these tweets range from frustration and anger to appreciation and gratitude. The authors are frustrated with the lack of action taken to protect public health, particularly in the face of evidence that COVID-19 is airborne. They express anger at the infectious disease specialists who have denied this evidence and are calling for them to take responsibility and apologize. Additionally, there is appreciation for the efforts of those who have been advocating for clean air in public spaces, and gratitude for those who have taken the time to explain the science behind airborne transmission.
Trend Analysis
- The transmission of COVID-19 is airborne and epidemiologists are saying it is so.
- The necessity of ventilation to reduce the spread of COVID-19.
- The impact of individual and collective denial of the airborne transmission of COVID-19.
- The importance of masks, non-pharmaceutical interventions (NPIs) and empirical physics for disease control.
- The value and limitations of evidence-based medicine (EBM) to evaluate NPIs.
Types of Tweets
Number of Retweets
167
Percentage of total tweets
24%
Number of Original tweets
9
Percentage of total tweets
1%
Number of tweets that contain Mentions
687
Percentage of total tweets
100%
Number of tweets that were Replies
503
Percentage of total tweets
73%
Number of tweets that were Quotes
61
Percentage of total tweets
8%
Number of tweets that contain Hashtags
38
Percentage of total tweets
5%
Top 5 devices used to tweet
| Source | Count |
|---|---|
| Twitter Web App | 280 |
| Twitter for Android | 225 |
| Twitter for iPhone | 157 |
| Twitter for iPad | 21 |
| TweetDeck | 2 |
What devices were used to tweet
Top 10 accounts with highest followers count
| Username | Name | Bio | Followers count |
|---|---|---|---|
| trishgreenhalgh | Trisha Greenhalgh | Professor of Primary Health Care, Oxford. Independent SAGE. Views my own. Blue tick in old money. Staying - for now. Also on other platforms - find me. | 179,224 |
| jeremyphoward | Jeremy Howard | 🇦🇺 Co-founder: @FastDotAI ; Hon Professor: @UQSchoolITEE ; jh@sigmoid.social ; :wq | 165,020 |
| kprather88 | Kimberly Prather, Ph.D. | Director @CAICECCI & Distinguished Professor: Educating next generation of problem solvers to help tackle environmental challenges. kprather88@mastodon.social | 86,517 |
| RogerPielkeJr | The Honest Broker by Roger Pielke Jr. | undisciplined academic. Subscribe to The Honest Broker: https://t.co/f7iRjp3abk | 41,403 |
| GermHunterMD | Ilan Schwartz MD PhD | ID doctor & researcher @DukeAdultID, #EmergingFungalInfections, #TxID, @msg_erc; cofounder @idjclub; assoc editor @CIDjournal | 38,683 |
| LabMuffin | Dr Michelle Wong, professional SPF video maker | Science educator, chem PhD, cosmetic chemist, blogger/YouTuber on the science behind beauty products. IG: labmuffinbeautyscience 📩 michelle@labmuffin.com | 34,738 |
| CathNoakes | Prof Cath Noakes #Ventilate 😷 💙 | Civil Eng Prof at Leeds Uni. infection transmission, ventilation, fluid dynamics, building physics, indoor air, STEM advocate, codeclub, OBE, @CathNoakes@mas.to | 30,516 |
| joeyfox85 | Joey Fox | HVAC Engineer. P. Eng. @O_S_P_E IAQ Advisory Group Chair. No COIs. https://t.co/Gy3qvimAap | 30,358 |
| H_S_Global | Health Systems Global | International membership organization dedicated to promoting #HealthSystems research & knowledge translation. RTs≠endorsement. #HSR2022 | 26,633 |
| AlertasCL | 🤖 Alertas Chile | Notificaciones relacionadas con emergencias y reducción de riesgo en Chile, desde varias fuentes. Algunas alertas se repiten, y algunas horas en UTC. | 23,320 |
Top 10 accounts with highest friends count
| Username | Name | Bio | Followers count |
|---|---|---|---|
| vox_n_thecosmos | Vox Populi Resists | ER Doc who believes #HealthcareIsAHumanRight | 17,810 |
| NatriceR | 𝓝𝓪𝓽𝓻𝓲𝓬𝓮𝓡 😷🇨🇦❤️ 🥀 | retired #PSW #caregiver, ❤ #alzchat #seniorsHealthcare #ltc #onhealth @NatriceR@masto.ai | 16,594 |
| james00000001 | James One😷 | Reject Post-Truth apathy. Without racism, beauty is everywhere. Freedom is everything. Always was, always will be, Aboriginal land. 🖤💛♥️ | 14,529 |
| JoePajak | Dr Joe Pajak CSci 🇪🇺 🌬Covid is airborne | PhD ⚛️ physical chemistry 🌬 air entrainment at a solid/liquid/air interface. #SARSCoV2 is an airborne virus; NHS 🔄 social care; integrity; émigré to Mastodon. | 13,352 |
| RunningLine1 | Peter 🏴from Scotland🇪🇺 | My head's in a 🏴Scottish 🇪🇺EU Republic powered by wind+tide+greenH². Angry elderly atheist. #FBPE COVID is airborne so mask+ventilate+filter. | 10,766 |
| SueJonesSays | Revolution Breeze | Public interest issues, policy, human rights & social sciences. Researcher & writer for: Politics & Insights (home site), @Welfare_Weekly, @SciscoMedia & others | 9,882 |
| kim_crawley | Kim Crawley crowgirl@hachyderm.io | Cybersecurity research: @IOActive @attcyber @BlackBerry 8 Steps to Better Security @WileyTech Hacker Culture: A to Z in 2023 @OReillyMedia #WearAMask! She/her | 9,519 |
| cv_cev | Clinically Vulnerable Families 💙💜💗 | Support Group available on Facebook - open to all in CV/CEV households #FBCV 📸 gram: cv_cev 🐘: @cv_cev@mas.to | 8,817 |
| LizHighleyman | Liz Highleyman | Medical journalist. @POZmagazine science editor, @aidsmap, @Slate, @eBARnews. Research beagle adopter. 🐘@LizAtBlackRose@mstdn.social | 8,179 |
| PeteUK7 | Pete 😷 #COVIDisAirborne | Chemistry. ChemEng. UK DIY filter team. Use shared air mitigations. High quality FFP2/3/N95 masks, ventilation, effective air filtration. | 7,768 |
Most active users
| Username | Bio | Number of tweets |
|---|---|---|
| KubatLuke | Nerd - Skeptic - Buzzkill - Microsoft Fanboy - Left - Privileged | 46 |
| ariccio | If left to my own devices, I will build more. Running @co2trackers. | 46 |
| jmcrookston | Lawyer, litigator,patent/TM agent. Biochem #COVIDisAirborne🌬️🔅. Wear N95. pic Paul Smith, done w typewriter, had c palsy @jmcrookston@mastodon.social | 29 |
| sameo416 | Métis ∞ RRS Scotch-breed ∞ RCAF Veteran ∞ Feral theologian ∞ aerospace/electrical/forensic ∞ P.Eng. ∞ he/him ∞ lawful chaotic ∞ Disabled ∞ RRMC RMC sfu uec ∞ nd | 24 |
| alan2102z | Groucho Marxist Eco-socialist Relentless critic | 18 |
| joeyfox85 | HVAC Engineer. P. Eng. @O_S_P_E IAQ Advisory Group Chair. No COIs. https://t.co/Gy3qvimAap | 11 |
| KillBrexitNow | UKExit ("Brexit") on 31st January 2020 was an Internationally Wrongful Act. International Law requires the UK and the EU to restore the UK's membership of EU. | 10 |
| cv_cev | Support Group available on Facebook - open to all in CV/CEV households #FBCV 📸 gram: cv_cev 🐘: @cv_cev@mas.to | 10 |
| JesseVFlex | ⚡#GatorNation Orange member⚡ | 9 |
| gardengirl778 | Teacher with immune deficiency trying to advocate for Covid safety in schools and for those at high risk. #DoSomethingGuys! #N95 #Ventilation #Filtration | 9 |
Tweets per day
Top 10 tweets with highest Retweet count
| ID | Text | Retweet count |
|---|---|---|
| 1625562691673681920 | .@gregggonsalves and I wrote an OpEd on the nonsense of declaring the #Covid19 pandemic over. Workers (and others) need better #ventilation and protection. https://t.co/UTab33w6Tf #CovidIsntOver #COVIDisAirborne cc @kprather88 @Don_Milton @jljcolorado | 81 |
| 1624970795381293056 | @GermHunterMD @Iamgoingtosleep @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston I'll feel better when PHAC and all other PH units in Canada say that COVID is airborne. I'll feel better when upper room UV is installed in hospitals and long term care. I'll feel better when CO2 monitors are in schools and they commit to 1000 ppm and 6 ACH. | 50 |
| 1625259741172891651 | @LizHighleyman @kprather88 @loafnw @mtosterholm @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @trishgreenhalgh @jeremyphoward @Globalbiosec @DFisman @ConversationUS EBM is a subordinate epistemology to empirical physics. If we used EBM to determine whether empirically proven NPIs "work", we'd be drinking sludge instead of having engineered clean water. 2 people in a room, 1 with covid, both properly wearing N99 = 10,000x less virus inhaled. | 19 |
| 1625218693054754816 | @LizHighleyman @kprather88 @loafnw @mtosterholm @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @trishgreenhalgh @Globalbiosec @DFisman @ConversationUS You do realise that @trishgreenhalgh literally wrote the book on evidence based medicine, right? Your claim in the article that Cochrane reviews are the best way to assess NPIs is just not right. WHO guidelines say non-RCT evidence is needed for NPIs. | 16 |
| 1624574506940391424 | @Iamgoingtosleep @GermHunterMD @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston I fully expect to get blocked for saying this, but I'd really like Ilan to clearly apologize and admit he was wrong. We knew it was airborne, but infectious disease doctors were making up nonsense to deny it. It wasn't bicycles. It was from breathing. https://t.co/3bgV4sHZZC https://t.co/aEv4CNAUYl | 15 |
| 1624587198203920386 | @GermHunterMD @indehisce @WHO @CIDJournal @linseymarr @jljcolorado Excellent article. Many thanks @GermHunterMD this is crucial: “we think that this account should be made public to serve as a warning about what happens when scientific evidence is rejected in favour of beliefs that have become dogma without a firm evidence base.”#COVIDisAirborne | 14 |
| 1624977968274579457 | @GermHunterMD @Iamgoingtosleep @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston English translation from Hebrew: repentance requires regret, admission of guilt and future acceptance to repair the damage. Admitting you were wrong is only the second step. The ID and PH community are also responsible for the third. | 13 |
| 1624705776135577605 | 🤩 Te invitamos a leer este artículo de opinión https://t.co/EvZsAkJzwP publicado por @CIDJournal, de los Profesores Lidia Morawska, @WBahnfleth, @AndresFloto, @jljcolorado, @Marcel_Loomans, @Marks1Guy, @linseymarr, @ShellyMBoulder, @Don_Milton, @CathNoakes, @jordan_peccia et al. | 11 |
| 1625232546056523778 | @joeyfox85 @GermHunterMD @Iamgoingtosleep @WHO @CIDJournal @linseymarr @jljcolorado @DavidElfstrom @sameo416 @jmcrookston I'll feel better when key people like @GermHunterMD driving PHAC policies don't block scientists stating the truth. This is a major red flag. For 3 years, I have only stated the facts about masks/filtration/ventilation being key to reducing the spread of SARS-2. | 9 |
| 1625222339511058433 | @jeremyphoward @LizHighleyman @kprather88 @loafnw @mtosterholm @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @Globalbiosec @DFisman @ConversationUS We are in “evidence is what powerful people say it is” territory. If the strongest argument against masks is “Cochrane says that’s a fact” - meh. | 9 |
Top 10 tweets with highest Like count
| ID | Text | Like count |
|---|---|---|
| 1624970795381293056 | @GermHunterMD @Iamgoingtosleep @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston I'll feel better when PHAC and all other PH units in Canada say that COVID is airborne. I'll feel better when upper room UV is installed in hospitals and long term care. I'll feel better when CO2 monitors are in schools and they commit to 1000 ppm and 6 ACH. | 197 |
| 1625562691673681920 | .@gregggonsalves and I wrote an OpEd on the nonsense of declaring the #Covid19 pandemic over. Workers (and others) need better #ventilation and protection. https://t.co/UTab33w6Tf #CovidIsntOver #COVIDisAirborne cc @kprather88 @Don_Milton @jljcolorado | 177 |
| 1627029428948836353 | A gente enfrenta precisamente o mesmo problema que a comunidade internacional aqui. As pessoas REALMENTE acreditam que são médicos dão a palavra final sobre máscaras. Dizem a mesma ladainha para os grandes especialistas no mundo, como @linseymarr @kprather88 e @jljcolorado. https://t.co/W7QMkqRqcn | 167 |
| 1624574506940391424 | @Iamgoingtosleep @GermHunterMD @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston I fully expect to get blocked for saying this, but I'd really like Ilan to clearly apologize and admit he was wrong. We knew it was airborne, but infectious disease doctors were making up nonsense to deny it. It wasn't bicycles. It was from breathing. https://t.co/3bgV4sHZZC https://t.co/aEv4CNAUYl | 122 |
| 1625218693054754816 | @LizHighleyman @kprather88 @loafnw @mtosterholm @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @trishgreenhalgh @Globalbiosec @DFisman @ConversationUS You do realise that @trishgreenhalgh literally wrote the book on evidence based medicine, right? Your claim in the article that Cochrane reviews are the best way to assess NPIs is just not right. WHO guidelines say non-RCT evidence is needed for NPIs. | 105 |
| 1625205166944440320 | @loafnw @LizHighleyman @mtosterholm Or @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @trishgreenhalgh @jeremyphoward and hundreds of others who have published peer reviewed literature showing masks work? | 100 |
| 1625259741172891651 | @LizHighleyman @kprather88 @loafnw @mtosterholm @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @trishgreenhalgh @jeremyphoward @Globalbiosec @DFisman @ConversationUS EBM is a subordinate epistemology to empirical physics. If we used EBM to determine whether empirically proven NPIs "work", we'd be drinking sludge instead of having engineered clean water. 2 people in a room, 1 with covid, both properly wearing N99 = 10,000x less virus inhaled. | 77 |
| 1625222339511058433 | @jeremyphoward @LizHighleyman @kprather88 @loafnw @mtosterholm @brosseau_lisa @linseymarr @jljcolorado @DrPieterPeach @DavidElfstrom @BarryHunt008 @Globalbiosec @DFisman @ConversationUS We are in “evidence is what powerful people say it is” territory. If the strongest argument against masks is “Cochrane says that’s a fact” - meh. | 74 |
| 1624970817703477249 | @GermHunterMD @Iamgoingtosleep @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston I'll feel better when the ID specialists that are always on Canadian TV clearly state it's airborne and help advocate for clean air in public spaces. Teshuva requires charata al haaver, vidui bapeh and kabalah laatid. Thank you for the 2nd step. Let's work on the 3rd. | 61 |
| 1624977968274579457 | @GermHunterMD @Iamgoingtosleep @WHO @CIDJournal @linseymarr @jljcolorado @kprather88 @DavidElfstrom @sameo416 @jmcrookston English translation from Hebrew: repentance requires regret, admission of guilt and future acceptance to repair the damage. Admitting you were wrong is only the second step. The ID and PH community are also responsible for the third. | 59 |
Top 3 Languages Used In Tweets
Top 10 Hashtags used
| Hashtag | Count |
|---|---|
| #covidisairborne | 11 |
| #covid19 | 5 |
| #covidconsensus | 4 |
| #healthsystems | 3 |
| #bcpoli | 3 |
| #las7capas | 3 |
| #davossafe | 3 |
| #aranet4 | 2 |
| #medicinainterna | 2 |
| #oms | 2 |
Top 10 Hashtags Used In Tweets
Top 10 mentions
| Mention | Count |
|---|---|
| @jljcolorado | 691 |
| @linseymarr | 463 |
| @kprather88 | 351 |
| @who | 326 |
| @germhuntermd | 271 |
| @cidjournal | 268 |
| @davidelfstrom | 257 |
| @iamgoingtosleep | 210 |
| @sameo416 | 194 |
| @joeyfox85 | 188 |
Top 10 mentions
Wordcloud of Tweets
Emojis
Average number of emojis used per tweet
14
Emojis used in tweets
| Emoji | Count | Emoji Text |
|---|---|---|
| 👍 | 11 | thumbs_up |
| 🙏 | 9 | folded_hands |
| 💨 | 6 | dashing_away |
| 😂 | 6 | face_with_tears_of_joy |
| 💯 | 6 | hundred_points |
| 👏 | 5 | clapping_hands |
| 😊 | 4 | smiling_face_with_smiling_eyes |
| 🦠 | 3 | microbe |
| 😉 | 3 | winking_face |
| 🙄 | 3 | face_with_rolling_eyes |
Emojis groups
| Emoji Group | Count |
|---|---|
| Smileys & Emotion | 51 |
| People & Body | 31 |
| Flags | 9 |
| Symbols | 5 |
| Animals & Nature | 3 |
| Activities | 2 |