Tweets Analysis - Keyword: @chrissyfarr
Overview
Total number of tweets analysed
783
Earliest tweet was on
2023-03-22
Latest tweet was on
2023-03-31
Tweets covering
9 days
Average age of authors' accounts
10 years
Summarization
Twitter users are discussing issues with the American healthcare system, including the role of insurance companies, the need for universal healthcare, the misaligned incentives of players in the industry, and the high cost of medical services. Other topics include surprise medical bills, nurse shortages, and the need for more family-friendly establishments. Some suggest that primary care needs to cost less and that hospitals, labs, and pharma companies need to stop overcharging insurance. Many are calling for policy changes and a focus on patient care rather than profits.
Topic Modeling
- Universal Healthcare implementation in the US
- Profit-driven healthcare system
- Cost of healthcare services and insurance
- Issues with hospitals and medical facilities
- Patient care and access to healthcare
Emotional Analysis
The tweets express a range of emotions, including frustration, anger, concern, and hope. A common theme is the need for reform in the healthcare system, with a focus on patient care rather than profits. There is also frustration with insurance companies and a general sense of dissatisfaction with the current state of healthcare. Additionally, there are anecdotes about personal experiences with healthcare and restaurant policies, which elicit emotions such as disbelief and frustration. Despite these challenges, there is hope for change and a belief that progress can be made with focus and courage.
Trend Analysis
- Universal Healthcare implementation in America
- Profit-driven healthcare
- Costs of healthcare services
- Issues with the healthcare system
- Nurse shortages and patient safety
Types of Tweets
Number of Retweets
59
Percentage of total tweets
7%
Number of Original tweets
1
Percentage of total tweets
0%
Number of tweets that contain Mentions
783
Percentage of total tweets
100%
Number of tweets that were Replies
723
Percentage of total tweets
92%
Number of tweets that were Quotes
16
Percentage of total tweets
2%
Number of tweets that contain Hashtags
37
Percentage of total tweets
4%
Top 5 devices used to tweet
Source | Count |
---|---|
Twitter for iPhone | 437 |
Twitter Web App | 202 |
Twitter for Android | 119 |
Twitter for iPad | 17 |
TweetDeck | 4 |
What devices were used to tweet

Top 10 accounts with highest followers count
Username | Name | Bio | Followers count |
---|---|---|---|
karaswisher | Kara Swisher | โVitriolicโ media lady | 1,491,812 |
benedictevans | Benedict Evans | Trying to work out what's going on, and what happens next. Mostly tech. | 379,969 |
NBSaphierMD | Nicole Saphier, MD | Physician MSKCC โข Mom of 3 โข Married to a ๐ง surgeon โข Fox News Contributor โข Opinionated โข Bestselling author #MAHA, #PanicAttack | 272,878 |
AshleyGWinter | Ashley Winter MD || Urologist | Urologist + sex med doc. Chief Medical Officer @odelahealth. Views my own. She/Her. IG: @ashleygwinter Mastodon: @ashleygwinter@med-mastodon.com | 136,021 |
DoctorTro | DoctorTro | Board-Certified Physician | Nationwide Practice |Mission: end Food Addiction, Obesity & Diabetes |๐ผDirector @theSMHP |๐ฅHost @LCMDPodcast |Married @rosettesmix | 88,758 |
chrissyfarr | Christina Farr | Health-tech investor @OMERSVentures/ author of โSecond Opinion.โ Former journalist. Londoner living in CA. Mum. Opinions are my own. ๐ถ๐ถ ๐ฑ ๐ฑ | 87,780 |
auren | Auren ๐๐จ๐๐๐ฆ๐๐ง | CEO, @SafeGraph. GP, @Flex_Cap. fmr CEO, @LiveRamp. loves: crazy ideas, weirdos, and email. host: World of DaaS podcast. my reading at: @AurenReads | 59,554 |
edyson | Esther Dyson | Don't rent your (community's) health from an absentee landlord! Own it and invest in it. Internet court jEsther: I occupy Esther Dyson.Founder @WaytoWellville | 58,112 |
DILIPtheCHERIAN | dilip cherian | ImageGuru. Need Image Management, Crisis Handling or advanced mentoring? Msg me. Watching #bureaucracy #economy #foodie. Follow my Insta, too. | 56,038 |
lulumeservey | Lulu Cheng Meservey | EVP Corporate Affairs and CCO, Activision Blizzard; personal account. Substack advisor, TrailRunner cofounder. @JMeservey fangirl. Get FLACK: https://t.co/4xKo7wQTQo | 54,735 |
Top 10 accounts with highest friends count
Username | Name | Bio | Followers count |
---|---|---|---|
tektalk | Christina Trampota | Global Leader ๐ | Latina in Tech and Innovation ๐ก| Advisor | Investor | Board Member ๐ | Speaker ๐ | Fintech & Web3 Builder | Views are my own | 13,604 |
lucienengelen | Lucien Engelen | Strategizing a soft landing into the future for health(care) organizations, corporates & gov. @ https://t.co/YlZ5GO1yzD / Keynote speaker, 800K+ LinkedIn | 12,000 |
eakboston | Emily Klein | Passion for #strategy #innovation #futureofwork #wellbeing & #humancentric #workplaces. We're living in a transformative time: be the leaders you wish to see. | 11,010 |
Jerry_DurhamPT | Jerry Durham | Physio... Love Beastie Boys, Biz, Baseball, Books, Bourbon .... #bizPT #ptexp #CLexCo #PatientSuccess #FrontDeskSuccess #BusinessSuccess #SFGiants | 10,887 |
Cascadia | ๐ Sherry Reynolds โจ Person-Centered Health | Nat Dir Center4Health Innovation | Mentor #health startups in HX / #ptexp | Former @ONC_HealthIT #HIT10 #ptexp #HCLDR | 10,347 |
marrs_edward | Edward Marrs | Husband, Dad, Public Servant, he/him, Tweets are my opinion. Non violence. Antiracism and striving to be antiracist, liberate my soul. Put a woman in charge! | 10,243 |
editorialiste | Andrew Nusca | Editor in Chief, @atvi_ab. Previously @MorningBrew, @FortuneMagazine, @ZDNet/@CBS. Rock drummer. Leoโs dad. (he/him) | 9,855 |
wyotriumphrider | RJGerberJr | INFJAgnosticSecularHumanistAntiFascistMarineMusicianTechnicianScholarTeacherMentorFriendLoverNephewUncleCousinHubbyBrotherSon #FBR, #BLM, all beings safe.๐๐ | 8,994 |
lsaldanamd | Luis Saldana | MD, MBA, FACEP | Digital Physician Leader | Dallas, TX | EM physician | #EHR #DigitalHealth #innovation #informatics views shared my own | 8,609 |
BurgartBioethix | Alyssa Burgart, MD, MA ๐ข (She/Her/Anesthesia) | Bioethics & Anesthesiology, but cuter (& scarier) for kids! Accomplice for Human Dignity. Editor at @bioethics_net | 8,564 |
Most active users
Username | Bio | Number of tweets |
---|---|---|
TakeWeightOffMD | Board-certified: Internist, Bariatrician. Trained in genetics. Medical director of MMA and Family Medicine practice https://t.co/4F3pwRbL2a Pro Paleo Doc! | 33 |
amyfaithho | #emergencymed #millennial MD MPH| natโl speaker & writer | 5x TEDx | #healthpolicy #socialmed #informatics #meded | ๐author https://t.co/cShlhIC34l | 11 |
HokiePharmacist | Hokie, King, Pharmacist. Pharmacists, check out our podcast 'PBM On The Rocks' https://t.co/cC1WjDyIpD #Hokies #TwitteRx #BrandTerrorist | 7 |
DanMunro | Author and Forbes Contributor | 6 |
AnnKlein1 | CEO at Vineti. Obsessed with bikes. Outdoor enthusiast. Boris' human. Kristโs adventure buddy. Will read (almost) anything interesting. | 6 |
SFShag | Founder @TheKey_PR (she/her/hers) Mama to two Jollieboys & step to two (now) grownups @martha@sfba.social | 5 |
mobihealthtimes | mHealth News & Editorial. Serve God by helping many people live healthier lives. | 5 |
thereseguise | - | 5 |
DrHughHarvey | Managing Director @HardianHealth We help researchers, industry and investors bring digital solutions to healthcare. | 5 |
Eric173830021 | EM + critical care physician, trading enthusiast | 5 |
Tweets per day

Top 10 tweets with highest Retweet count
ID | Text | Retweet count |
---|---|---|
1640025935406682112 | @chrissyfarr Are hospitals really in the red? When I studied this a few years ago hospitals and health systems stuck out as the most rapacious price gougers. | 6 |
1640105577207541762 | @chrissyfarr @choo_ek Two very important groups not mentioned here: private equity groups/shareholders and middlemen like GPOs & PBMs. Same theme, though โ we went awry when profits, not patients, started to be the center of healthcare @AmerMedicalAssn https://t.co/IFXVkG6pCa | 5 |
1638758346256777216 | @ZoeSchiffer @chrissyfarr Find a remote job here ๐ค https://t.co/YrCjOJxJYY | 4 |
1640052520222609408 | @chrissyfarr The problem w healthcare = misaligned incentives. Players act according to their incentives which aren't aligned with getting patients well and the healthcare system by and large is not accountable to patients or to the public. We see this in #Lymedisease. @Lymenews | 4 |
1640023623061884931 | @chrissyfarr 1. Society thinks health insurance = health care. We need to change that. 2. Society doesnโt need insurance for simple, routine, inexpensive medical services. 3. Primary care needs to cost less. 4. Hospitals/labs/pharma over-charges to insurance need to stop. 5. We need newโฆ https://t.co/PZ3l2kiqeQ | 4 |
1640408959298441222 | @chrissyfarr Traveling in developing countries really shows you how intolerant we've become in most developed nations. I remember getting lectured by someone on a US cross-country flight because I walked up and down the aisle the entire flight with our teething daughter who was inconsolable. | 2 |
1640031012796395520 | @chrissyfarr @KrysMJO And donโt forget: nurse shortages are rampant. Patient care in hospitals is compromised when nurse staffing is inadequate. #nursetwitter #burnout #patientsafety | 2 |
1640040522986274821 | @chrissyfarr For profit healthcare simply does not work. We have very good data that we do worse on every single measure of care, at a much higher per capita cost, than any developed country. But we are incapable of change because of inertia and profit. It's disheartening to say the least. | 1 |
1639854966600003584 | @chrissyfarr For me it can feel like a pressure to perform in public; to meet this perception of parenthood. As if children can only coexist in community if they're not heard. It sets a tone that sticks with kids for many years and it's dangerous. "It takes a village to raise a child" | 1 |
1640023975295164418 | @chrissyfarr @jnixmd someone did a great thread, I can't find it now - about how the ACA ostensibly mandated insurance cos pay out 80% of premium dollars, but in practice this means they guarantee themselves 20% profits, and have every incentive to increase costs to incr their profit | 1 |
Top 10 tweets with highest Like count
ID | Text | Like count |
---|---|---|
1640018647832723458 | @chrissyfarr It's very wrong, and the solution is in place in every other developed nation. It's just bizarre that America doesn't implement Universal Healthcare | 61 |
1640105577207541762 | @chrissyfarr @choo_ek Two very important groups not mentioned here: private equity groups/shareholders and middlemen like GPOs & PBMs. Same theme, though โ we went awry when profits, not patients, started to be the center of healthcare @AmerMedicalAssn https://t.co/IFXVkG6pCa | 57 |
1640023623061884931 | @chrissyfarr 1. Society thinks health insurance = health care. We need to change that. 2. Society doesnโt need insurance for simple, routine, inexpensive medical services. 3. Primary care needs to cost less. 4. Hospitals/labs/pharma over-charges to insurance need to stop. 5. We need newโฆ https://t.co/PZ3l2kiqeQ | 50 |
1640025935406682112 | @chrissyfarr Are hospitals really in the red? When I studied this a few years ago hospitals and health systems stuck out as the most rapacious price gougers. | 45 |
1638758346256777216 | @ZoeSchiffer @chrissyfarr Find a remote job here ๐ค https://t.co/YrCjOJxJYY | 43 |
1640018984949956612 | @chrissyfarr Each of these outcomes is a result of a policy decision made or not made. We are not helpless, we can change these outcomes with some focus and courage. | 31 |
1640052520222609408 | @chrissyfarr The problem w healthcare = misaligned incentives. Players act according to their incentives which aren't aligned with getting patients well and the healthcare system by and large is not accountable to patients or to the public. We see this in #Lymedisease. @Lymenews | 29 |
1640019323669594112 | @chrissyfarr IMO you cannot pin the issues in the healthcare system solely on the insurance companies. there are a lot of issues with the way health systems in this country are run as well. | 27 |
1638757853149429762 | @chrissyfarr A lot of beer gardens allow pets so justโฆ https://t.co/zkTFKpKkUP | 27 |
1641113418487988224 | @chrissyfarr For sure! We ended up starting restaurants bc no one wanted me, my sisters and our collective ten kids coming into their restaurants!! Need more places that are supportive of all ages. | 23 |
Top 3 Languages Used In Tweets

Top 10 Hashtags used
Hashtag | Count |
---|---|
#pbm | 4 |
#healthcare | 4 |
#casinohealthcare | 4 |
#nosurpriseact | 3 |
#dicom | 2 |
#mafia | 2 |
#drugpricing | 2 |
#caremark | 2 |
#lymedisease | 2 |
#bighealthcartel | 2 |
Top 10 Hashtags Used In Tweets

Top 10 mentions
Mention | Count |
---|---|
@chrissyfarr | 786 |
@nealkhosla | 25 |
@amermedicalassn | 23 |
@choo_ek | 19 |
@amyfaithho | 18 |
@schrockn | 16 |
@pearlf | 13 |
@takeweightoffmd | 12 |
@tc1415 | 11 |
@superhappypuppy | 11 |
Top 10 mentions

Wordcloud of Tweets

Emojis
Average number of emojis used per tweet
10
Emojis used in tweets
Emoji | Count | Emoji Text |
---|---|---|
๐ | 6 | face_with_rolling_eyes |
๐ | 6 | face_with_tears_of_joy |
๐ | 4 | upside-down_face |
๐ฏ | 3 | hundred_points |
๐๐ผ | 3 | waving_hand_medium-light_skin_tone |
๐ | 3 | slightly_smiling_face |
๐ | 3 | waving_hand |
๐ | 2 | backhand_index_pointing_up |
๐ฌ | 2 | grimacing_face |
๐ค | 2 | zipper-mouth_face |
Emojis groups
Emoji Group | Count |
---|---|
Smileys & Emotion | 43 |
People & Body | 30 |
Activities | 3 |
Animals & Nature | 3 |
Symbols | 2 |
Objects | 2 |
Food & Drink | 1 |