MonicaGandhi9 - Tweet Data Analysis
Tweets Analysis - Keyword: @MonicaGandhi9
Published March 9, 2023
Overview
Tweets covering
10 days
Latest tweet was on
2023-02-20
Earliest tweet was on
2023-02-10
Total number of tweets analysed
1,711
Average age of authors' accounts
7 years
Summarization
This series of tweets discusses the mixed opinions on masks and the debates surrounding their efficacy in preventing the spread of Covid-19. Experts such as @MonicaGandhi9 and @Bob_Wachter have argued that masks have benefits like avoiding RSV and flu bouts, while others have expressed skepticism that masks do not work on a population level and can have a harmful effect on children. There is also discussion surrounding the effectiveness of fit-tested respirators and whether masks can offer individual protection against Covid-19.
Topic Modeling
- Objection to scientific and government responses to Covid-19
- Protest against mask mandates
- The efficacy of masks on an individual level
- The risks of masks and potential harm to children
- The need and failure of public health messaging on masking
Emotional Analysis
The emotions expressed in these tweets range from anger and frustration to disbelief and confusion. People are angry that experts have pushed masks without evidence, and that masks may have hurt Democrats politically. There is confusion over whether masks work on an individual level or population level, and disbelief that the medical establishment has not been honest about the effects of masking on children. People are also anxious about the long-term effects of masks, and the lack of protection offered to children under 5. Overall, there is a sense of frustration and distrust in the medical establishment.
Trend Analysis
- Mask effectiveness
- Role of experts and public health guidelines
- Political implications of masks
- Masking of children and lack of agency.
- Use of alternative respiratory protection.
Disclaimer: The text analysis on twtdata.com, powered by OpenAI, does not represent the views of twtdata.com or its affiliates. The analysis is for informational purposes only and not an endorsement of any viewpoint.
Types of Tweets
Number of Retweets
159
9% of total
Number of Original tweets
17
0% of total
Number of tweets that were Quotes
73
4% of total
Number of tweets that were Replies
1,523
89% of total
Number of tweets that contain Hashtags
62
3% of total
Number of tweets that contain Mentions
1,711
100% of total
Devices Used to Tweet
Top 5 Devices
| Source | Count |
|---|---|
| Twitter for iPhone | 675 |
| Twitter Web App | 644 |
| Twitter for Android | 321 |
| Twitter for iPad | 69 |
| Twitter for Mac | 1 |
Device Distribution
Top 10 Accounts by Followers
| Username | Name | Bio | Followers count |
|---|---|---|---|
| JeninYounesEsq | Jenin Younes (former handle @leftylockdowns1) | Civil liberties attorney & writer. Classical liberal trying to revive classical liberalism. Likes/retweets not = endorsements. Views are my own. | 112,200 |
| ianmSC | Ian Miller | insert whatever credentials you think are important here - Writer at @outkick | 103,797 |
| MythinformedMKE | Mythinformed MKE | We oppose authoritarian ideology. Our live event #BetterDiscourse Support Alt Tech. Send us a Supermind on @Minds https://t.co/jqsMNN0pMZ | 86,850 |
| TracyBethHoeg | Tracy Høeg, MD, PhD | Physician, PhD Epidemiologist, 🇩🇰+🇺🇸 citizen, Currently at @UCSF_Epibiostat & NCOA, Moved from 🇩🇰 ➡️ ☀️California in 2015, Mom of 4, Former team🇺🇸runner | 70,274 |
| andrewbostom | Andrew Bostom, MD, MS | Retired Brown U academic internist, epidemiologist & clinical trialist; historical researcher & author https://t.co/pIrCHR7xRk | 65,503 |
| Neoavatara | Pradheep J. Shanker | Radiologist and Public Health Policy. CEO @Neoavatara Foundation Contributor to National Review. @NRO | 57,201 |
| Fynnderella1 | Dr. Lynn Fynn-derella🐭 | Accurate about SC2 origin, virulence, treatment since Feb 2020 and public health for decades. BANNED until 1/15/2023! 🩺 Treat Early! Tweets are my opinion. 🩸 | 51,964 |
| EWoodhouse7 | Wood House 🔥 | NYC spring 2020 mortality event, covid-response policies, disappearance of positive flu tests, free speech, SARS-Cov-2 circulation timeline | 47,762 |
| MdTeryn | ClarkeMD | supporting the basic principles of informed consent and medical freedom | 47,439 |
| ABsteward | Antibiotic Steward Bassam Ghanem🆔🌟 | Stay up-to-date in Infectious Diseases, Clinical Pharmacist,#IDTwitter T🌟P influencer,Interstellar, 🌹❤️Misk | 46,260 |
Top 10 Accounts by Friends
| Username | Name | Bio | Followers count |
|---|---|---|---|
| gator4kb18 | 🐊🇺🇸Bobby Nosnih🇺🇸🐊 | Conservative 💕Dogs/Wolves, National Parks, 🔭 📸🎸🎼 MAGA 2A KAG 🇺🇸 🇮🇱 🇨🇦 🇬🇧 🇦🇺 | 35,057 |
| Emalfarb | Mark Emalfarb | Founder, CEO of $DYAI helping to make #healthcare affordable #Covid_19 #Covid #Covid-19 #coronavirus #vaccines #antibodies #pandemic [email protected] | 24,566 |
| BasuAshis | Ashis Basu | Knowledge is Power. Share It. | 13,600 |
| DancerDad | DadDancer | Non-conformist, libertarian, freedom lover | 11,223 |
| JonnaChissus | Jonna 🇺🇸🌊 | Politics, cats, books, libraries, art, Autism. 🌊🌊🌊 | 10,155 |
| LizHighleyman | Liz Highleyman | Medical journalist. @POZmagazine science editor, @aidsmap, @Slate, @eBARnews. Research beagle adopter. 🐘@[email protected] | 8,172 |
| postcards4USA | ͏Postcards4USA | Instagram, Spoutible, Mastodon, Post=postcards4USA Website (update any day now): https://t.co/uBmOogcOMo 📬 FB https://t.co/XjkB2BRf0T #DemCast | 7,723 |
| JSCaldwell2 | Jeff Caldwell, II | Keep up to date in politics! #SecureElections #FreeMarketEconomics #EmpowerParents #Grassroots #Activism #InformationIsPower #DataIsKing #LimitGovernment | 7,144 |
| CydM | Cyd Madsen | Born & raised in SoCal, now a proud #Arkansan. USC educated, wife of retired teacher of 45 yrs (married 44 yrs) Fierce Democrat BlueCrew Writer/artist | 7,011 |
| msunielsen | Margaret Nielsen, PhD | Retired Social Work professor. Married. Grandmother. she/her. @FCNL #AdvocacyTeam. Peace Social justice. Post-#polio #disability. Congress: 202-224-3121 | 6,549 |
Most Active Users
| Username | Bio | Number of tweets |
|---|---|---|
| yoshkapundrick | Lord help you if you listen to anything I say | 77 |
| mamasaurusMeg | Married. Frmr district ed director, exposure PPE, Voted Most Likely to Survive Zombiepocalypse #RationalGround @Brownstoneinst Author: Accommodating Chaos | 31 |
| annesmithmcc | Mum of two boys. Interested in education 🎓 and various other things. #FBLC | 29 |
| momoonla | I fought for Roe, and I’m not willing to let it go. 💪 Google: #KarmanCannula #SpreadTheWord #MutualAid #AbortionIsHealthcare | 20 |
| BarcodeParade | Family and making money. In that specific order. | 18 |
| llehmannz | Anti-war, Anti-Imperialist, Disabled #DemExited #Landback #BLM #GeneralStrike #MniWiconi #EatTheRich #FuckTERFs | 18 |
| goawaycrackhead | 🇺🇸 | 17 |
| Covidiancrime | As a liberal , a peace activist & as someone who votes, I demand accountability for Covid policy, warmongering, censorship, propaganda & rampant corruption. | 17 |
| anykolyshyn | Financial Planner with a conscience. Not only interested in finance, but also has a passion for nutrition, natural foods and government for the people. | 16 |
| TyroneWalden | Somewhere between quantum physics and slapstick comedy... | 15 |
Tweets Per Day
Top 10 Tweets by Retweets
| ID | Text | Retweet count |
|---|---|---|
| 1626566680791904256 | Three Lysenkoist “academic experts,” #WilliamSchaffner, @Bob_Wachter, @MonicaGandhi9, tell NPR (of course!) why they still “believe” in useless, multiple RCT-disproven masking https://t.co/HBz7QOaxox | 11 |
| 1625179916156411904 | @MonicaGandhi9 @davidemccune @LizHighleyman @Slate Amazing that some of us were saying this for two years only to be called names. labeled and derided by “experts” who claimed, without evidence, that … | 10 |
| 1625006432725745664 | @NPR “…I suspect I will wear a mask forever," Wachter said.” “Schaffner found that this winter there were other benefits to masking and social distancing — like avoiding RSV and … | 9 |
| 1625187434324541468 | @MonicaGandhi9 @LizHighleyman @Slate My problem with that line of thinking is kids don't have agency & can't decide for themselves. If the medical establishment doesn't make it clear to parents … | 9 |
| 1625594778003062784 | @MonicaGandhi9 @LizHighleyman @Slate Ummm….what???? Seemed to work well when mandated….then we removed mandates…. https://t.co/Gwi2jPoE0q | 9 |
| 1624482020876222465 | women in science for equity, open vision and deep knowledge of the world! @BrendaCrabtreeR @profchloeorkin @drlaurajwaters @AndreaAlemany3 @ProfSharonLewin @ShareEastLondon @MonicaGandhi9 @Darcy_ID_doc @DocWoc71 @JesicaAbbey @ferduende @dyctiostelium @SerendipiaData https://t.co/ETY4DBllxs | 7 |
| 1625169245091905541 | @MonicaGandhi9 @LizHighleyman @Slate Great read. I find the argument that, while masks don’t work on a population level, they do work on an individual level, to be unconvincing. Simply put, … | 7 |
| 1625199467950444565 | @MonicaGandhi9 @LizHighleyman @Slate Failure on a widespread basis IS failure on an individual level. This is on output, particle to PFU, and minimum infective dose for SARS-CoV-2 versus hypothetical perfect … | 6 |
| 1625674300987416577 | @MonicaGandhi9 @LizHighleyman @Slate Basic physics say that masks work. Do u tell people not to bother w condoms bc of human error? No you teach them the right way and … | 5 |
| 1625321644410433539 | @MonicaGandhi9 @LizHighleyman @Slate No, Monica. They don’t work, and I’ve been telling you this for years now. | 5 |
Top 10 Tweets by Likes
| ID | Text | Like count |
|---|---|---|
| 1625179916156411904 | @MonicaGandhi9 @davidemccune @LizHighleyman @Slate Amazing that some of us were saying this for two years only to be called names. labeled and derided by “experts” who claimed, without evidence, that … | 297 |
| 1625006432725745664 | @NPR “…I suspect I will wear a mask forever," Wachter said.” “Schaffner found that this winter there were other benefits to masking and social distancing — like avoiding RSV and … | 244 |
| 1625169245091905541 | @MonicaGandhi9 @LizHighleyman @Slate Great read. I find the argument that, while masks don’t work on a population level, they do work on an individual level, to be unconvincing. Simply put, … | 213 |
| 1625187434324541468 | @MonicaGandhi9 @LizHighleyman @Slate My problem with that line of thinking is kids don't have agency & can't decide for themselves. If the medical establishment doesn't make it clear to parents … | 126 |
| 1625321644410433539 | @MonicaGandhi9 @LizHighleyman @Slate No, Monica. They don’t work, and I’ve been telling you this for years now. | 103 |
| 1625695992459976704 | @MonicaGandhi9 @ZacBissonnette We never had to try masking 2 year olds, or any kids under 12. | 67 |
| 1625188150053339142 | @AppletoZucchini @MonicaGandhi9 @LizHighleyman @Slate Yes @CDCgov @CDCDirector and @AmerAcadPeds have a responsibility to be honest about child masking. They don’t seem to be willing to do so, so masks go … | 57 |
| 1625166846461878272 | @MonicaGandhi9 @dot_1025 @LizHighleyman @Slate My brother who is a doctor working in a hospital sent me a pic of his fit tested respirator. He shaved his beard so it would … | 51 |
| 1625126225499889664 | @TheEliKlein @NPR @MonicaGandhi9 Strange for Wachter to say that after Cochrane review. https://t.co/4XnVmgnYFY | 51 |
| 1625199467950444565 | @MonicaGandhi9 @LizHighleyman @Slate Failure on a widespread basis IS failure on an individual level. This is on output, particle to PFU, and minimum infective dose for SARS-CoV-2 versus hypothetical perfect … | 48 |
Top Languages Used
Top 10 Hashtags
| Hashtag | Count |
|---|---|
| #longcovid | 12 |
| #croi2023 | 9 |
| #covaxin | 8 |
| #prep | 3 |
| #thisisfalse | 3 |
| #covidisairborne | 3 |
| #hiv | 2 |
| #msm | 2 |
| #wechoosecovaxin | 2 |
| #keepmasksinhealthcare | 2 |
Top 10 Mentions
| Mention | Count |
|---|---|
| @monicagandhi9 | 1,730 |
| @slate | 567 |
| @lizhighleyman | 562 |
| @npr | 185 |
| @bob_wachter | 181 |
| @morningedition | 160 |
| @theeliklein | 159 |
| @zacbissonnette | 157 |
| @annesmithmcc | 68 |
| @mamasaurusmeg | 41 |
Wordcloud of Tweets
Emoji Analysis
Average emojis per tweet:
9
Emojis Used
| Emoji | Count | Emoji Text |
|---|---|---|
| 🤣 | 17 | rolling_on_the_floor_laughing |
| 😂 | 12 | face_with_tears_of_joy |
| 😬 | 10 | grimacing_face |
| 🤡 | 9 | clown_face |
| 💰 | 8 | money_bag |
| 🎯 | 7 | bullseye |
| 🤦♀️ | 7 | woman_facepalming |
| ☠️ | 6 | skull_and_crossbones |
| 😷 | 5 | face_with_medical_mask |
| 🙄 | 4 | face_with_rolling_eyes |
Emoji Groups
| Emoji Group | Count |
|---|---|
| Smileys & Emotion | 85 |
| People & Body | 35 |
| Objects | 20 |
| Symbols | 9 |
| Activities | 7 |
| Animals & Nature | 2 |
| Flags | 1 |
| Travel & Places | 1 |
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