Tweets Analysis - Keyword: @DrJaimeFriedman
Overview
Total number of tweets analysed
282
Earliest tweet was on
2023-02-11
Latest tweet was on
2023-02-21
Tweets covering
10 days
Average age of authors' accounts
9 years
Summarization
People on Twitter are expressing their appreciation to medical staff for their hard work and unpaid labor. They are applauding doctors, especially for providing free phone calls to patients. They discussed several medical issues, such as dark-skinned babies and Melanoma, and the need for better public health and healthcare policies. They have also mentioned the importance of paying wages and benefits to labor.
Topic Modeling
- Doctor appreciation and recognition
- Unpaid labour of doctors
- Work productivity metrics for doctors
- Advocate recognition for health care policy
- Gender inequality in healthcare
Emotional Analysis
The emotions expressed in these tweets range from appreciation and gratitude to frustration and anger. Many of the tweets express appreciation for the work of others, including doctors, advocates, and healthcare professionals, as well as for the knowledge and insight shared by those in the healthcare industry. There is also a sense of frustration in some of the tweets, as the writers discuss issues such as the lack of pay for the work they do and the need for safety in schools. Additionally, there is a sense of anger at the exploitation of labor and the inequality between the wealthy and the working class. Overall, the tweets demonstrate a range of emotions, from appreciation and gratitude to frustration and anger.
Trend Analysis
- Doctors and Medical Professionals Appreciation and Recognition
- Medical Professionals Unpaid Work and Services
- Standards for Capitalist Organizations
- Safety of Medical Professionals and Students
- Protection of Dark-Skinned Babies
Types of Tweets
Number of Retweets
28
Percentage of total tweets
9%
Number of Original tweets
1
Percentage of total tweets
0%
Number of tweets that contain Mentions
282
Percentage of total tweets
100%
Number of tweets that were Replies
254
Percentage of total tweets
90%
Number of tweets that were Quotes
5
Percentage of total tweets
1%
Number of tweets that contain Hashtags
19
Percentage of total tweets
6%
Top 5 devices used to tweet
Source | Count |
---|---|
Twitter for iPhone | 173 |
Twitter Web App | 52 |
Twitter for Android | 43 |
Twitter for iPad | 12 |
Hootsuite Inc. | 1 |
What devices were used to tweet

Top 10 accounts with highest followers count
Username | Name | Bio | Followers count |
---|---|---|---|
MelissaOnline | Melissa Stewart | Founder @sheownsitco #Nashville. Purveyor of Possibility. Mindset + Business Coach. #Entrepreneur Encourager. #Coffee Enabler. Just. Get. Started. | 122,017 |
celinegounder | Céline Gounder, MD, ScM, FIDSA 🇺🇦 | Medicine/Infectious Disease/Epidemiology/@KFF @KHNews Senior Fellow & Editor-at-Large for Public Health/@CBSNews contributor/@NYUGrossman prof/@BellevueHosp doc | 115,698 |
meganranney | Megan Ranney MD MPH 🌻 | I fix problems and promote health 🔸️Deputy Dean @brown_sph 🔸️ER doc @Brown_Emergency🔸️Director @BrownDigiHealth🔸️ Cofounder @researchaffirm #ThisIsOurLane | 114,425 |
jeremyfaust | Jeremy Faust MD MS (ER physician) | ⚕️Health Policy/Public Health https://t.co/H2noMmYblO @BrighamWomens @HarvardMed @foampodcast✍️Editor-in-Chief: @medpagetoday 🎵Director: @longwoodchorus | 102,312 |
syramadad | Dr. Syra Madad | Epidemiologist ▪️ Biosecurity Advisor ▪️Sr Director Special Pathogens @NYCHealthSystem▪️Faculty @TheNETEC @BUCEID▪️Fellow @BelferCenter | 69,826 |
lemieuxdavid | David Lemieux | News guy wept when he told us, Earth was really dying... | 27,316 |
MattInCincy513 | Matt🌊🌻 | Progressive, Teacher, Writer he/him Post: mattincincy513 #BLM #LGBTQIAally #RespectHumanity | 25,084 |
drsforamerica | Doctors for America | Mobilizing doctors & medical students to be leaders in putting #patientsoverpolitics on the pressing issues of the day to improve the health of our nation | 21,053 |
AmyOxentenkoMD | Amy Oxentenko MD | Professor GI @MayoClinic | Vice Dean of Practice | ACG VP | Past IM Chair | Runner | Momx3 | DEI | #PROWD #WomenInMedicine #ProudToBeACG #BOOM💥 RTs mine | 20,271 |
DrvanTilburg | Miranda van Tilburg | Professor at Marshall U, UNC, UW, CUSOM. Director Research at CFV. Sharing news on child health, #parenting. Gut expert. Legacy blue verified. | 19,978 |
Top 10 accounts with highest friends count
Username | Name | Bio | Followers count |
---|---|---|---|
MelissaOnline | Melissa Stewart | Founder @sheownsitco #Nashville. Purveyor of Possibility. Mindset + Business Coach. #Entrepreneur Encourager. #Coffee Enabler. Just. Get. Started. | 67,641 |
MattInCincy513 | Matt🌊🌻 | Progressive, Teacher, Writer he/him Post: mattincincy513 #BLM #LGBTQIAally #RespectHumanity | 27,200 |
DrvanTilburg | Miranda van Tilburg | Professor at Marshall U, UNC, UW, CUSOM. Director Research at CFV. Sharing news on child health, #parenting. Gut expert. Legacy blue verified. | 13,406 |
BrainCoach333 | Diane Grimard Wilson | Coach, Applied #Neuroscience, BCN #Neurofeedback, Podcaster, Author Award-winning “Brain Dance” #STEM #Leadership BrainCoach333@Med-Mastodon.com #sleepgeek 💛💙 | 8,131 |
sassistheword | gaslawsandpropofol(she/her)🖖🏻 | tweets are not serious nor medical advice unless they are, figure it out. inappropriate humor is a coping mechanism. 🖕🏻 | 7,687 |
drallysonocean | Dr. Allyson Ocean | MOM. GI Onc @nyphospital @meyercancer @weillcornell. Founder @mmfightscrc @letswinpc @oceansblessings. @JAJForg @curepolg boards. cycleuptocancer on @onepeloton | 7,158 |
napernurse | DMcKinney, MSN | RN-Educator/Consultant. Interests: crit care, neuro, peds, genetics & ID. Former Navy CDR with varied acute care experience. | 5,651 |
drshahrul80 | Syed Shahrul Naz | Emergency Physician 🇲🇾 | Member of the Malaysian Society of Intensive Care | ED-ICU | EM CCM | PoCUS | #FOAMcc | 5,586 |
DrNicoleC | Nicole C, MD, MPH, MHPEd | Adolescent medicine. Asst Prof @ChildrensPhila/@Penn. Interests: #EatingDisorders, #MedEd. #DadJokes, 😺📸 & 🎨 for fun. Tweets ≠ med advice/views mine. | 5,435 |
TakeWeightOffMD | Dr Murphy WeightLoss | Board-certified: Internist, Bariatrician. Trained in genetics. Medical director of MMA and Family Medicine practice https://t.co/4F3pwRbL2a Pro Paleo Doc! | 5,005 |
Most active users
Username | Bio | Number of tweets |
---|---|---|
DrFerdowsi | ceo https://t.co/y21qq8nWwq / a founding physician https://t.co/5La1rvgAAv / cofounder @medicast acq @provinnovation / @techstars alum / @montgomerybell alum | 8 |
WilliamSharwel1 | A Tampa Bay Lightning Fan-Career Appellate Public Defender. Board Certified in criminal appeal. #appellatetwitter | 6 |
lemieuxdavid | News guy wept when he told us, Earth was really dying... | 5 |
gaaarwood | - | 5 |
beverly63801925 | Mama,Gigi,ma Belv,wife, pediatrician,Tweetiatrician, Black,Catholic,had the best parents, #3/7 all with advanced degrees, Ahoskie-ite, library fiend,blessed | 5 |
drcopps | Derm Resident @UofTPGME | @mcgillmed grad | Passionate about health and social justice | Views my own. No med advice. #dermtwitter She/Her. Bilingue | 4 |
siriusshawn | Phish - Museums - Archaeology - Socialism - Games - “We dream and we struggle together, but love will carry us through” - Ernie the 3rd | 4 |
sjisrael738 | from Baltimore. Go Orioles, Ravens.Voted for Hillary and also Biden and not sorry I did .I support Ukraine and a woman rights to choice..also a member of tribe | 4 |
ElisaAllechant | Host @PhishRadioSXM~💯 satisfied with my cat~ Phunky Bitch~ Disney~ Documentaries~ Progressive Democratic Socialist~ Sweet&Salty🐉~ Opinions are mine~ she/her💗 | 4 |
Jessiemackay | Unstoppable like a 90’s riot. Mother of 4. MSc Public Health. Love to talk Health Promotion and Public Health. | 3 |
Tweets per day

Top 10 tweets with highest Retweet count
ID | Text | Retweet count |
---|---|---|
1627718943350587412 | @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md Thanks friend 💓💓💓 a must-follow list. Also@EmmyBetz @JenniferNuzzo @Nelba_MG @celinegounder @MatiH_ID @cclareMDMPH @Rsbeidas @ElinoreJKaufman @drtaranarula @DrDarria@cmyeaton @dr_kkjetelina@askdrfitz@divadocsbos great women in #publichealth & #healthcare | 6 |
1625985866098176000 | DFA is red, DFA is blue, To all of our advocates, We appreciate you ❤️💙 #HealthPolicyValentines Some of our favs from yesterday! @whatkbsaysgoes @KateBReynolds @DrJaimeFriedman @DrHussainL https://t.co/2Czm36hMCN | 3 |
1627728731232952321 | @meganranney @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md @EmmyBetz @JenniferNuzzo @Nelba_MG @MatiH_ID @cclareMDMPH @Rsbeidas @ElinoreJKaufman @drtaranarula @DrDarria @cmyeaton @dr_kkjetelina @askdrfitz @divadocsbos ❤️👩🏽⚕️💪🏾👊🏾and more to follow:@AmmahStarr @BhadeliaMD @RebeccaKatz5 @syramadad @jenkatesdc @rkhamsi @TheStephSy @Prof_HeidiAllen @choo_ek @heather_berlin @HelenBranswell @mutalenkonde @sherifink | 2 |
1624548334416306178 | @DrJaimeFriedman Even residents get a call stipend… | 1 |
1625361298547519488 | @shannonrwatts @DrJaimeFriedman https://t.co/ylb25o8gmI | 1 |
1624585646483333120 | @DrJaimeFriedman It’s exploitive of people. Not right. 😔💪🏼 | 1 |
1624583871269580801 | @DrJaimeFriedman Reading this while outside missing part of a show because I’m on call this weekend. | 1 |
1627697929518735360 | @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @meganranney @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD 🙏 Right back at you @HansaBhargavaMD Thank you for the mention with this amazing group of esteemed women. Honored. 🍀❤️Starting #PresidentsDay with a grateful heart. A grateful heart is a happy heart. @MAhealthforkids @BrainCoach333 @acweyand @drallysonocean @DrvanTilburg https://t.co/vhTQxrBy5d | 1 |
1624557241117319168 | @DrJaimeFriedman @TakeWeightOffMD Yes. Yes. True. | 1 |
1624556924292198402 | @DrJaimeFriedman Neurosurgeons Trauma surgeons get paid call https://t.co/tvUu5LZNhf | 1 |
Top 10 tweets with highest Like count
ID | Text | Like count |
---|---|---|
1624509354694135808 | Thanks for reading! Hope you learned something. PC: @VisualDX (esp. of dark-skinned babies!) #PedsTwitter, #DermTwitter, any others? @drkatielockwood @MichaelCosimini @DrStevenTChen @Kidsdoc1Rick @DrJaimeFriedman @JohnDanielMD @DrSelvarajah @Dr_ScottK @DoctorVig @SamirShahMD | 32 |
1624555086801412097 | @DrJaimeFriedman Especially the free phone calls. Lawyers charge by the millisecond but we, with more years of school and training, are expected to do all of that for free. | 28 |
1627718943350587412 | @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md Thanks friend 💓💓💓 a must-follow list. Also@EmmyBetz @JenniferNuzzo @Nelba_MG @celinegounder @MatiH_ID @cclareMDMPH @Rsbeidas @ElinoreJKaufman @drtaranarula @DrDarria@cmyeaton @dr_kkjetelina@askdrfitz@divadocsbos great women in #publichealth & #healthcare | 18 |
1627424042482565120 | @DrJaimeFriedman It’s Buck Melanoma, Moley Russel’s Wart. | 14 |
1627728731232952321 | @meganranney @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md @EmmyBetz @JenniferNuzzo @Nelba_MG @MatiH_ID @cclareMDMPH @Rsbeidas @ElinoreJKaufman @drtaranarula @DrDarria @cmyeaton @dr_kkjetelina @askdrfitz @divadocsbos ❤️👩🏽⚕️💪🏾👊🏾and more to follow:@AmmahStarr @BhadeliaMD @RebeccaKatz5 @syramadad @jenkatesdc @rkhamsi @TheStephSy @Prof_HeidiAllen @choo_ek @heather_berlin @HelenBranswell @mutalenkonde @sherifink | 14 |
1624546374384599042 | @DrJaimeFriedman Don’t get me started on mychart messages! | 11 |
1627665048863756290 | @MelissaOnline Will add in some- @somedocs @FutureDocs @meganranney @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md | 10 |
1624629372899524610 | @DrJaimeFriedman Yep. And get bashed if we stand up for ourselves and ask patients to come in rather than spending endless hours on unpaid phone calls. | 9 |
1624634785284124672 | @DrJaimeFriedman Since telehealth visits became billable, I think some of my phone calls get counted toward productivity metrics (which helps qualify for potential bonus) but no, I don’t get extra pay specifically for being on call…also answering this as break from finishing leftover notes 🙃 | 8 |
1625985866098176000 | DFA is red, DFA is blue, To all of our advocates, We appreciate you ❤️💙 #HealthPolicyValentines Some of our favs from yesterday! @whatkbsaysgoes @KateBReynolds @DrJaimeFriedman @DrHussainL https://t.co/2Czm36hMCN | 8 |
Top 3 Languages Used In Tweets

Top 10 Hashtags used
Hashtag | Count |
---|---|
#healthpolicyvalentines | 3 |
#publichealth | 2 |
#healthcare | 2 |
#womentofollow | 2 |
#presidentsday | 2 |
#happyvalentinesday | 2 |
#pedstwitter | 2 |
#dermtwitter | 2 |
#grateful | 1 |
#putkidsfirst | 1 |
Top 10 Hashtags Used In Tweets

Top 10 mentions
Mention | Count |
---|---|
@drjaimefriedman | 282 |
@shikhajainmd | 25 |
@arghavan_salles | 25 |
@amyoxentenkomd | 25 |
@criley_md | 24 |
@hansabhargavamd | 23 |
@meganranney | 22 |
@somedocs | 22 |
@futuredocs | 22 |
@drjessigold | 22 |
Top 10 mentions

Wordcloud of Tweets

Emojis
Average number of emojis used per tweet
29
Emojis used in tweets
Emoji | Count | Emoji Text |
---|---|---|
❤️ | 9 | red_heart |
💓 | 6 | beating_heart |
😂 | 4 | face_with_tears_of_joy |
😄 | 4 | grinning_face_with_smiling_eyes |
🙄 | 4 | face_with_rolling_eyes |
💕 | 4 | two_hearts |
🙏 | 3 | folded_hands |
👏🏻 | 3 | clapping_hands_light_skin_tone |
😆 | 3 | grinning_squinting_face |
👩🏽⚕️ | 2 | woman_health_worker_medium_skin_tone |
Emojis groups
Emoji Group | Count |
---|---|
Smileys & Emotion | 55 |
People & Body | 24 |
Animals & Nature | 2 |
Flags | 2 |