Tweets Analysis - Keyword: Surgery
Overview
Total number of tweets analysed
43,806
Earliest tweet was on
2023-02-09
Latest tweet was on
2023-02-11
Tweets covering
2 days
Average age of authors' accounts
6 years
Summarization
This thread contains a wide variety of topics, including discussion of life-changing surgeries, experiences with nonbinary gender identities, and the success stories of various people who have undergone surgery. Other topics include the story of a child with cancer and how surgery has changed her life, the possible implications of Lasik surgery, and the story of a person who committed attempted murder and had to undergo emergency surgery.
Topic Modeling
- Tech and Health: surgery, life changing surgery, Google docs, cataracts, eye surgery, top surgery, shoulder surgery, bottom surgery, stress fracture, quadrupole bypass, rehab, tumor, biopsy, laser surgery.
- Gender identity: nonbinary, dysphoria, female, woman.
- Diversity and Equality:Yves Bissouma, Molly, 14 year old boy, aesthetic, transgender, trans person, she/him pronouns.
- Perception:Stigmatization, humility, makeup, beauty.
- Criminal Justice: attempted murder, breaking and entering, stabbing.
Emotional Analysis
The emotions expressed in these tweets range from excitement and joy to fear and sadness. In the first tweet, the person expresses disbelief at the idea of not helping someone get a life-changing surgery they need. The second tweet conveys a feeling of dread, while the third tweet expresses relief that the person has been approved for eye surgery. The fourth tweet expresses a mixture of anticipation and excitement about being nonbinary. The fifth tweet expresses frustration that a heroic act was not properly recognized. The sixth tweet conveys a sense of irony and resignation. The seventh tweet conveys a feeling of relief that surgery has alleviated the person's dysphoria. The eighth tweet conveys a feeling of concern and hope for the recovery of the person undergoing surgery. The ninth tweet expresses a feeling of joy and pride in the person's own body. The tenth tweet expresses a feeling of surprise that people were able to refer to them as a woman after surgery. The eleventh tweet expresses a feeling of indignation that someone would question someone else's beauty. The twelfth tweet conveys a feeling of relief and joy that a tumor was found to be benign. The thirteenth tweet conveys a feeling of gratitude for the medical staff and a sense of accomplishment for the successful surgery. The fourteenth tweet conveys a feeling of confusion and uncertainty about gender identity. The fifteenth tweet conveys a feeling of awe and admiration for the medical achievement. The sixteenth tweet conveys a feeling of relief and excitement about the successful Lasik surgery. The seventeenth tweet conveys a feeling of sadness and devastation. The eighteenth tweet conveys a feeling of shock and horror at the attempted murder.
Trend Analysis
- Life changing surgery
- Nonbinary status
- Medical operations/surgery
- Gender dysphoria
- Attempted murder
Types of Tweets
Number of Retweets
6,535
Percentage of total tweets
14%
Number of Original tweets
12,517
Percentage of total tweets
28%
Number of tweets that contain Mentions
30,042
Percentage of total tweets
68%
Number of tweets that were Replies
23,114
Percentage of total tweets
52%
Number of tweets that were Quotes
2,566
Percentage of total tweets
5%
Number of tweets that contain Hashtags
5,123
Percentage of total tweets
11%
Top 5 devices used to tweet
Source | Count |
---|---|
Twitter for iPhone | 17592 |
Twitter for Android | 11971 |
Twitter Web App | 9909 |
Twitter for iPad | 1202 |
TweetDeck | 313 |
What devices were used to tweet

Top 10 accounts with highest followers count
Username | Name | Bio | Followers count |
---|---|---|---|
FoxNews | Fox News | Follow America's #1 cable news network, delivering you breaking news, insightful analysis, and must-see videos. https://t.co/sXA1eVB5Gv | 23,718,667 |
TIME | TIME | News and current events from around the globe. Subscribe: https://t.co/yT0dueLEm0 | 19,458,380 |
MrBeast | MrBeast | Twitter Super Official CEO | 18,424,387 |
ABC | ABC News | The only official ABC News Twitter account. Download our new mobile app: https://t.co/6WupJH6wUx | 17,807,038 |
voguemagazine | Vogue Magazine | The official Twitter of Vogue | 15,014,366 |
timesofindia | The Times Of India | News. Views. Analysis. Conversations. India’s No.1 digital news destination, world’s largest-selling English newspaper - A Times Internet Limited Product | 14,681,148 |
ABPNews | ABP News | Follow for latest news alerts from India. | 13,255,171 |
CGTNOfficial | CGTN | CGTN is an international media organization. It aims to provide global audiences with accurate and timely news coverage as well as rich audiovisual services. | 13,124,576 |
SkySportsNews | Sky Sports News | The official Twitter account for Sky Sports News. Your home of sports news on channel 409. | 12,106,656 |
WHO | World Health Organization (WHO) | We are the #UnitedNations’ health agency - #HealthForAll. ▶️ Always check our latest tweets on #COVID19 for updated advice/information. | 12,074,479 |
Top 10 accounts with highest friends count
Username | Name | Bio | Followers count |
---|---|---|---|
jilevin | Jeffrey Levin 🇺🇦 | Retired, progressive, human rights, politics, equality, LGBTQ+, anti-racist, anti-fascist (AntiFa), #BLM #Resist co-founder @FreedomWritersc | 602,544 |
MisterSalesman | M LeMont | https://t.co/HKPOdGnXPl 💙 🌊Casi Famoso Author 20 Books Writer/Producer/Curator https://t.co/G6KW6jJWAP As an Amazon Associate, I earn from qualifying purchases. | 409,890 |
etnow | Entertainment Tonight | Entertainment begins and ends with ET. | 290,780 |
tina_baines | ✨~T~✨ | And her heart was the best part, it would always calm the storm for those who were afraid of a little rain. ~ Drake | 157,801 |
StacyeBranche | Stacye Branché | Inspirational Author/ Speaker/ Singer/ Songwriter/ Advocate for Multiple Myeloma. For bookings Contact@StacyeBranche.com | 150,345 |
realTuckFrumper | #TuckFrump | @hillreporter @RawStory @AlterNet @politicalflares @politicususa @DemCastUSA @teampelosi @Bipartisanism @PolitiZoom @OccupyDemocrats @whatsn2day | 138,296 |
TheTNHoller | The Tennessee Holler | ALWAYS YELL THE TRUTH. Lifting up voices and shining a light on injustices in Tennessee. (DM with story tips!) CASH APP $TNHoller or CHIP IN at the link👇🏽 | 121,611 |
enews | E! News | Your source for entertainment news, celebrities and pop culture. | 108,640 |
DrRodRohrich | Rod Rohrich, M.D. | #TopPlasticSurgeoninAmerica @newsweek #1inRhinoplasty #1inFacelift @Airsfoundation #drrodrohrich #RohrichKnose podcasts | 108,023 |
FAMILYDOCTOR15 | FAMILY DOCTOR | Family Physician , | 98,282 |
Most active users
Username | Bio | Number of tweets |
---|---|---|
llndolita | Don't drown saying everything is fine, learn to ask for help, everyone has needed someone or will still need. ❤️ | 110 |
PSOGI_EC | Official twitter account of the Peritoneal Surface Oncology Group International (PSOGI) | 79 |
poojadeep88 | Born and raised in Canada | 38 |
PSugarbaker | PSOGI General Secretary | 31 |
alarjosan | Oncologic, pancreatic and transplant surgeon. PMP researcher. European board surgical oncology. Coordinator of GECOP. Runner. | 27 |
hccentraljobz | Hospital Jobs for All | 26 |
Shannon76250057 | 🐺 | 25 |
VercinAB | Pure Bred American Bully. BDE. | 22 |
Bariquins | Bariquin: Plus-size mannequin training aid weighing 25st/350lbs/159kgs. Easy to disassemble & move. For manual handling training. Training Courses offered. | 20 |
danny_wayne5 | 26 October | 20 |
Tweets per day

Top 10 tweets with highest Retweet count
ID | Text | Retweet count |
---|---|---|
1624249112588865538 | @TechCrunch So you’d prefer we don’t help people get life changing surgery they want and they asked for? | 3995 |
1623774922722971652 | watching your editor review your copy live in the Google doc is like being awake during surgery | 2182 |
1623696302226960385 | 🐱 Ironically, I ended up getting shoulder surgery bcs of "black swan" and "ON ". In "black swan", there's a move goes like this. After doing it, I could barley move my arm. 🐱 I had to get shots in every city we toured in. I kept having to get shots. My shoulder just gave out. https://t.co/eXAy1bJUG5 | 1874 |
1623995511458996224 | Blood donors is needed at Yaba Military hospital 68 Narhy.. Need just 2 pints for a surgery. Blood type = O+ve Pass it! | 1081 |
1624044504033492993 | 🧵 NEW from me: An update on detransitioner Prisha Mosley, who was put on testosterone as a minor and fast tracked to surgery as soon as she turned 18. One of the more devastating stories I’ve ever reported.@FDRLST @IWF https://t.co/BXaAmk4ReE | 1010 |
1624113433363857408 | if any of you guys are still following @bl4ckdevoured / @bl4ckhurting, i want to let you all know that they are in jail for stabbing their ex 11 times. he is still alive, but had to have emergency surgery. alex is in jail for attempted murder, breaking and entering, and more. https://t.co/PxJxDJRodl | 865 |
1623853874028199936 | being nonbinary in my head is like, top surgery?: 🥰🤩😎 but it's also boobs!: 😁🥳😍 | 705 |
1623697022229381121 | Tennessee woman who used Covid relief funds to travel to Trump resort and get plastic surgery sentenced to over 6 years in prison https://t.co/eKsOk6ekcA | 693 |
1623756480364048385 | My last conversation with my cousin was about @ImranKhanPTI . I asked him to pray for IK as Allah listen to sick ppl’s dua & he replied don’t worry IK is coming back things are going to be fine now. That night he sent me this video at 9 pm. Next day he had surgery and things got… https://t.co/Y0uJTP9q5S https://t.co/iEQVbEMsus | 670 |
1623827072782311427 | As it should be 🙏. When Molly saved the life of a 14 year old boy by donating her heart and liver, a historic surgery at @ChildrensLA that had never been done before, she was not even part of the story. Multiple stories actually. They were mostly about the doctors. Nothing… https://t.co/0p7PNatZxL https://t.co/3nKkejqb8k | 646 |
Top 10 tweets with highest Like count
ID | Text | Like count |
---|---|---|
1624249112588865538 | @TechCrunch So you’d prefer we don’t help people get life changing surgery they want and they asked for? | 134516 |
1623774922722971652 | watching your editor review your copy live in the Google doc is like being awake during surgery | 29592 |
1623942093872988160 | Alot of you guys don't know this but my eye sight is ASS because I was born with cataracts 😭 but I was finally approved for eye surgery !! I won't be able to see for 24 hours, though. Whats something you guys recommend I can do while I can't see 😭 | 17047 |
1623853874028199936 | being nonbinary in my head is like, top surgery?: 🥰🤩😎 but it's also boobs!: 😁🥳😍 | 15157 |
1623827072782311427 | As it should be 🙏. When Molly saved the life of a 14 year old boy by donating her heart and liver, a historic surgery at @ChildrensLA that had never been done before, she was not even part of the story. Multiple stories actually. They were mostly about the doctors. Nothing… https://t.co/0p7PNatZxL https://t.co/3nKkejqb8k | 11370 |
1623696302226960385 | 🐱 Ironically, I ended up getting shoulder surgery bcs of "black swan" and "ON ". In "black swan", there's a move goes like this. After doing it, I could barley move my arm. 🐱 I had to get shots in every city we toured in. I kept having to get shots. My shoulder just gave out. https://t.co/eXAy1bJUG5 | 9800 |
1623694140969046017 | Nothing has alleviated my dysphoria more than bottom surgery. I do not feel like I have to combat my body to live and exist as the woman I am. It has changed my life so much for the better. I don't even remember what my old equipment was like. | 7478 |
1623728487914786816 | We can confirm that Yves Bissouma is to undergo surgery on Friday to repair a stress fracture to his left ankle. A timeframe for his return will be determined after surgery. He will begin rehabilitation with our medical staff as soon as possible. Get well soon, Yves 💙 https://t.co/i5pj5lkVIG | 7043 |
1623694771595186176 | I realize I did not mention aesthetics so let me mention that - I find it extremely beautiful on me. I have see other vaginas, trans and cis, and with the right surgeon, you cannot tell the difference aesthetically. I feel that way about my own. This is a lifesaving surgery. | 6970 |
1623694139601698820 | Interestingly, some of the people that had problems referring to me as a woman who knew me from before were suddenly able to after my surgery. I know I am not the only trans person who has had this experience after speaking with others who had surgery. | 6590 |
Top 3 Languages Used In Tweets

Top 10 Hashtags used
Hashtag | Count |
---|---|
#surgery | 578 |
#asc2023 | 130 |
#medtwitter | 109 |
#health | 100 |
#gofundme | 96 |
#healthcare | 84 |
#49ers | 77 |
#meded | 72 |
#blackhistorymonth | 71 |
#medical | 68 |
Top 10 Hashtags Used In Tweets

Top 10 mentions
Mention | Count |
---|---|
@mattwalshblog | 770 |
@madonna | 296 |
@techcrunch | 239 |
@erininthemorn | 238 |
@mrbeast | 233 |
@ronfilipkowski | 217 |
@me4_so | 190 |
@alarjosan | 190 |
@clownworld_ | 189 |
@psugarbaker | 189 |
Top 10 mentions

Wordcloud of Tweets

Emojis
Average number of emojis used per tweet
34
Emojis used in tweets
Emoji | Count | Emoji Text |
---|---|---|
😂 | 1086 | face_with_tears_of_joy |
😭 | 997 | loudly_crying_face |
🙏 | 759 | folded_hands |
❤️ | 744 | red_heart |
🤣 | 706 | rolling_on_the_floor_laughing |
🔹 | 289 | small_blue_diamond |
🙏🏼 | 245 | folded_hands_medium-light_skin_tone |
🥺 | 173 | pleading_face |
🤔 | 155 | thinking_face |
💜 | 153 | purple_heart |
Emojis groups
Emoji Group | Count |
---|---|
Smileys & Emotion | 8608 |
People & Body | 3067 |
Symbols | 1117 |
Objects | 579 |
Travel & Places | 568 |
Activities | 394 |
Animals & Nature | 380 |
Flags | 217 |
Food & Drink | 161 |