cesarean OR c-section, Twitter, 1/21/2022 2:42:12 PM, 270436


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cesarean OR c-section_2022-01-21_06-14-39.xlsx
cesarean OR c-section_2022-01-21_06-14-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 21, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/33H7GSB
@christiankunde
@cleavon_md
@p_vb
@neonpinkkim
@mrspa_c
@danicapine
@carolynownbey
@doulawise
@jillgw
@lomquiche

Top hashtags:
#tigray
#cesarean
#lockdownbabies
#neotwitter
#neopapers
#onthisday
#csection

Description:
Description
The graph represents a network of 8,055 Twitter users whose tweets in the requested range contained "cesarean OR c-section", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 21 January 2022 at 14:20 UTC.

The requested start date was Friday, 21 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 56-minute period from Friday, 07 January 2022 at 01:04 UTC to Friday, 21 January 2022 at 01:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 8055
Unique Edges : 4863
Edges With Duplicates : 7227
Total Edges : 12090
Number of Edge Types : 5
Tweet : 1511
Retweet : 3111
MentionsInRetweet : 3613
Replies to : 1594
Mentions : 2261
Self-Loops : 1526
Reciprocated Vertex Pair Ratio : 0.0164882846398612
Reciprocated Edge Ratio : 0.0324416619237336
Connected Components : 2280
Single-Vertex Connected Components : 998
Maximum Vertices in a Connected Component : 1043
Maximum Edges in a Connected Component : 2110
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.711434
Graph Density : 0.000108331456646531
Modularity : 0.61681
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,055 Twitter users whose tweets in the requested range contained "cesarean OR c-section", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 21 January 2022 at 14:20 UTC.

The requested start date was Friday, 21 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 56-minute period from Friday, 07 January 2022 at 01:04 UTC to Friday, 21 January 2022 at 01:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : cesarean OR c-section
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2821%2900834-6%2Ffulltext&rc=0
[14] https://smileoftheday.ca/2022/01/14/smile-of-the-day-friday-january-14-2022-the-cesarean-section%EF%BF%BC/
[12] https://www.newsweek.com/unvaccinated-27-year-old-mother-six-dies-covid-giving-birth-crystal-hernandez-1671062?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1642674381
[12] https://www.mirror.co.uk/news/uk-news/mum-5-never-met-new-25932757
[9] https://www.express.co.uk/celebrity-news/1549242/anton-du-beke-wife-hannah-children-twins-birth-ivf-success-elective-caesarean-strictly
[9] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/01-22/Anesthetic-Approaches-in-the-Super-Super-Obese-Obstetric-Patient/65747?utm_source=Social&utm_medium=twitter&utm_campaign=0111obe
[7] https://pubmed.ncbi.nlm.nih.gov/34997608/?utm_source=no_user_agent&utm_medium=rss&utm_campaign=pubmed-2&utm_content=1p1HIAUta7OaC_frQq-3oqv-s9d8EigD8u4bUIX1dSFgbVSYcw&fc=20211214075729&ff=20220112082813&v=2.17.5
[6] https://pubmed.ncbi.nlm.nih.gov/34997608/?utm_source=no_user_agent&utm_medium=rss&utm_campaign=pubmed-2&utm_content=1p1HIAUta7OaC_frQq-3oqv-s9d8EigD8u4bUIX1dSFgbVSYcw&fc=20211214075729&ff=20220113082814&v=2.17.5
[5] https://mailchi.mp/05ce5e9d53e8/what-makes-you-rebellious-home-birth-to-c-section
[5] https://spitupandsitups.com/c-section-recovery-must-haves/

Top URLs in Tweet in G1:
[9] https://www.express.co.uk/celebrity-news/1549242/anton-du-beke-wife-hannah-children-twins-birth-ivf-success-elective-caesarean-strictly
[4] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/01-22/Anesthetic-Approaches-in-the-Super-Super-Obese-Obstetric-Patient/65747?utm_source=Social&utm_medium=twitter&utm_campaign=0111obe
[3] https://nationaltoday.com/cesarean-section-day/
[3] https://twitter.com/lilyionnie/status/1482845654124834818
[3] https://www.pregnancymagazine.com/the-big-day/c-sections-a-crash-course
[3] https://twitter.com/___inCANdescent/status/1483563830299013122
[2] https://twitter.com/RockWitNoRoll/status/1480200799196168198
[2] https://twitter.com/reedie_reed/status/1479935659615965184
[2] https://twitter.com/Reedie_Reed/status/1479935659615965184
[2] https://trialbulletin.com/lib/entry/ct-05187520

Top URLs in Tweet in G7:
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fsbwaire%2Fposts%2F10226559630319014
[1] https://www.ktsm.com/news/22-year-old-woman-dies-from-covid-19-after-giving-birth-to-baby-girl/
[1] https://www.5newsonline.com/article/news/local/new-river-valley-mom-loses-battle-with-covid-she-was-unvaccinated/527-34279503-339d-4abd-a68f-56ca38ed30b2
[1] https://haberdairesi.com/turkiye/koronavirusten-olen-hamile-ogretmenin-bebegi-sezaryenle-kurtarildi-47893h
[1] https://www.gazeterize.com/haberde-insan/korona-virus-anne-ve-bebegini-ayirdi-h14239145.html
[1] https://www.egetelgraf.com/6-aylik-hamile-olan-hakim-ebru-us-aykas-koronavirusten-oldu-bebegi-yogun-bakimda/
[1] https://cnn.iprima.cz/lenka-byla-vzdy-velmi-zdrava-stale-nemohu-uverit-ze-zemrela-popsal-jeji-manzel-19346
[1] https://www.theguardian.com/world/2020/nov/13/mary-agyeiwaa-agyapong-bereaved-ernest-boateng-pregnant-women-covid
[1] https://noticias.canaltro.com/tristeza-en-el-hospital-de-malaga-trabajadora-embarazada-murio-por-covid-19/
[1] https://www.olhardireto.com.br/noticias/exibir.asp?id=485628¬icia=sexto-membro-da-familia-haddad-morre-em-decorrencia-da-covid-19

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[116] tigray
[46] cesarean
[31] lockdownbabies
[25] neotwitter
[23] neopapers
[23] onthisday
[19] csection
[15] pregnancy
[15] texas
[14] pocus



Top Hashtags in Tweet in G1:
[19] cesarean
[12] pregnancy
[12] csection
[9] strictly
[6] cesareansectionday
[5] cesareansection
[4] birth
[4] obgyn
[4] childbirth
[4] cesareanbirth

Top Hashtags in Tweet in G2:
[2] letitripdom
[2] scottythefailure

Top Hashtags in Tweet in G3:
[1] getvaccinatedmom

Top Hashtags in Tweet in G4:
[1] prolifeisprochoice

Top Hashtags in Tweet in G7:
[15] texas
[11] soulslosttocovid
[10] arkansas
[6] turkey
[5] brazil
[3] colombia
[2] slovakia
[2] england
[1] abortion

Top Hashtags in Tweet in G9:
[116] tigray
[6] tdfisethical
[6] tdflifesaver

Top Words
Top Words in Tweet in Entire Graph:
[5170] section
[1161] pregnant
[1084] cesarean
[983] baby
[781] vaccinated
[759] 27
[734] 40
[733] icu
[727] cousin
[720] admitted

Top Words in Tweet in G1:
[993] section
[232] cesarean
[189] baby
[172] birth
[121] emergency
[92] day
[86] first
[76] delivery
[74] time
[68] one

Top Words in Tweet in G2:
[722] section
[713] 27
[713] pregnant
[712] christiankunde
[712] icu
[711] 40
[711] vaccinated
[711] cousin
[711] admitted
[711] preemptively

Top Words in Tweet in G3:
[254] section
[253] shesinscrubs
[251] nurse
[250] anyone
[250] wondering
[250] scheduled
[250] delayed
[250] hours
[250] bc
[250] people

Top Words in Tweet in G4:
[44] section
[13] meljsaysso
[13] jgainsbourgh
[12] gannitonya
[12] medwoman1
[12] txwomenresist
[12] raginxcajun
[11] sapienwoman
[11] ziggywilde
[11] mansplainingab1

Top Words in Tweet in G5:
[177] section
[172] fleurzb7
[155] mashaallah
[154] outcome
[154] 1st
[154] baby's
[154] expressions
[154] 'muje
[154] kyu
[154] nikala'

Top Words in Tweet in G6:
[278] school
[139] pregnant
[139] 19
[139] section
[139] 20
[139] dropped
[139] law
[139] jobless
[139] whole
[139] series

Top Words in Tweet in G7:
[122] section
[88] pregnant
[82] baby
[79] cleavon_md
[52] covid
[45] became
[44] emergent
[43] nurse
[42] days
[38] 27

Top Words in Tweet in G8:
[134] hello
[134] ma'am
[134] cesarean
[134] delivery
[134] very
[134] normal
[134] make
[134] less
[134] woman
[134] devil's

Top Words in Tweet in G9:
[116] #tigray
[116] forces
[116] mersa
[116] amhara
[116] demonstrated
[116] ethical
[116] professional
[116] public
[116] service
[116] treating

Top Words in Tweet in G10:
[27] section
[8] tylenol
[8] pain
[7] ellle_em
[6] home
[5] ghanaboypharmd
[5] iv
[5] weeks
[5] born
[4] sent

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[718] pregnant,vaccinated
[717] 27,40
[717] 40,pregnant
[717] vaccinated,cousin
[717] cousin,admitted
[717] admitted,icu
[717] icu,preemptively
[717] preemptively,consenting
[717] consenting,section
[716] christiankunde,27

Top Word Pairs in Tweet in G1:
[102] cesarean,section
[101] emergency,section
[38] section,scar
[29] having,section
[24] raven,gates
[23] cesarean,delivery
[20] give,birth
[19] born,section
[19] vaginal,birth
[19] section,day

Top Word Pairs in Tweet in G2:
[711] 27,40
[711] 40,pregnant
[711] pregnant,vaccinated
[711] vaccinated,cousin
[711] cousin,admitted
[711] admitted,icu
[711] icu,preemptively
[711] preemptively,consenting
[711] consenting,section
[710] christiankunde,27

Top Word Pairs in Tweet in G3:
[250] nurse,anyone
[250] anyone,wondering
[250] wondering,scheduled
[250] scheduled,section
[250] section,delayed
[250] delayed,hours
[250] hours,bc
[250] bc,people
[249] shesinscrubs,nurse
[3] shesinscrubs,madmadmadmadrn

Top Word Pairs in Tweet in G4:
[10] bumpstockbarbie,wesleygl357sig
[10] iwanttotalk_now,rsrap4
[10] rsrap4,magda999992
[10] magda999992,e2hd7a
[10] e2hd7a,kwsmith1701
[10] kwsmith1701,ahrehead
[10] ahrehead,bitterclingerpa
[10] bitterclingerpa,rockapplewood
[10] aprettyleaf,spuruse
[10] spuruse,16po

Top Word Pairs in Tweet in G5:
[154] outcome,1st
[154] 1st,section
[154] section,baby's
[154] baby's,expressions
[154] expressions,'muje
[154] 'muje,kyu
[154] kyu,nikala'
[154] nikala',mashaallah
[154] mashaallah,baby
[153] fleurzb7,outcome

Top Word Pairs in Tweet in G6:
[139] pregnant,19
[139] 19,section
[139] section,20
[139] 20,dropped
[139] dropped,law
[139] law,school
[139] school,jobless
[139] jobless,whole
[139] whole,series
[139] series,tears

Top Word Pairs in Tweet in G7:
[42] pregnant,became
[42] emergent,section
[36] mo,pregnant
[36] pregnant,nurse
[36] nurse,megan
[36] megan,sites
[36] sites,27
[36] 27,required
[36] required,ecmo
[36] ecmo,emergent

Top Word Pairs in Tweet in G8:
[134] hello,ma'am
[134] ma'am,cesarean
[134] cesarean,delivery
[134] delivery,very
[134] very,normal
[134] normal,make
[134] make,less
[134] less,woman
[134] woman,devil's
[134] devil's,doing

Top Word Pairs in Tweet in G9:
[116] #tigray,forces
[116] forces,mersa
[116] mersa,amhara
[116] amhara,demonstrated
[116] demonstrated,ethical
[116] ethical,professional
[116] professional,public
[116] public,service
[116] service,treating
[116] treating,patients

Top Word Pairs in Tweet in G10:
[4] ghanaboypharmd,iv
[4] iv,tylenol
[4] tylenol,section
[4] section,sent
[4] sent,home
[4] home,bottle
[4] bottle,tylenol
[4] tylenol,oh
[4] ledgemd,crash
[4] crash,section

Top Replied-To
Top Replied-To in Entire Graph:
@mrspa_c
@janeygodley
@milagracesmom
@emmabostian
@fleurzb7
@docatcdi
@londekilee
@thatbadbitch91
@jfitzgeraldmd
@pulte

Top Replied-To in G1:

Top Replied-To in G2:
@alanbixter
@profesterman
@therese_rein
@christiankunde
@chrisminnsmp

Top Replied-To in G3:
@shesinscrubs
@itsmethehbic

Top Replied-To in G4:
@punsunfunny
@thelivingkira
@ottermatopoeia2
@txbridg
@skyforgerobot
@meljsaysso
@bludoganchorite
@donaldnaegele
@emilinalala
@cymopoleiaffxi

Top Replied-To in G5:
@fleurzb7
@oneomarcheema
@realsherazkhan
@abdussamad_ar

Top Replied-To in G7:
@mrspa_c
@emmabostian
@anne_theriault
@kgjax
@neonpinkkim
@isabelaphrael
@debrasuee
@batesphysio
@drgruralmd
@hjwoof

Top Replied-To in G10:
@ghanaboypharmd
@sheologian
@badmedicaltakes
@bilked2thebrink
@robertc94894966
@ellle_em
@ledgemd
@chastemichaelr
@tardisinwndrlnd
@janipewter

Top Mentioned
Top Mentioned in Entire Graph:
@christiankunde
@shesinscrubs
@fleurzb7
@mutuzo_m
@grace_undiluted
@cultonscovia
@cleavon_md
@zyada34303771
@sesyline_ke
@ajog_thegray

Top Mentioned in G1:
@0thighgap
@ladolbloko
@its_cleph
@debugliesnews
@plusmommy
@movieym
@jasminelikesdt
@moonstrologyy
@frvrfranco
@saifquadri

Top Mentioned in G2:
@christiankunde
@xuliaq
@alanbixter
@louisewaugh
@profesterman
@gdad1
@unabla

Top Mentioned in G3:
@shesinscrubs
@madmadmadmadrn
@heavybreather2
@blondemedsjw
@vanwacitizen

Top Mentioned in G4:
@gannitonya
@jgainsbourgh
@txwomenresist
@raginxcajun
@meljsaysso
@sapienwoman
@ziggywilde
@mansplainingab1
@medwoman1
@rjocore989

Top Mentioned in G5:
@fleurzb7
@sakhwa
@saadaziz813
@realsherazkhan
@oneomarcheema

Top Mentioned in G6:
@mutuzo_m

Top Mentioned in G7:
@cleavon_md
@mrspa_c
@emmabostian
@anne_theriault
@kgjax
@infectiousdz
@drolgatheobgyn
@theblondern
@drankydranks
@kamali_thompson

Top Mentioned in G8:
@grace_undiluted

Top Mentioned in G9:
@zyada34303771
@awotnehafash
@afp
@afpafrica
@bbcafrica
@france24
@kirostsehaye

Top Mentioned in G10:
@ellle_em
@emilygelzinis
@ghanaboypharmd
@loleckliter
@ledgemd
@crpsisarealpain
@spicypurritos
@irishbrat1966
@life_is_art___
@hope411adcock

Top Tweeters
Top Tweeters in Entire Graph:
@victormanuelje1
@zyitegadgets
@medicinehelp
@s9tmt
@lennaleprena
@stigmabaseu
@andyvermaut
@tinamarie_80s
@geoffrey_payne
@ginalawriw

Top Tweeters in G1:
@zyitegadgets
@medicinehelp
@stigmabaseu
@andyvermaut
@daily_express
@_globalcareers
@saifquadri
@nationafrica
@kimalexapr
@kurenaifailtaru

Top Tweeters in G2:
@lennaleprena
@netminnow
@msmwatchdog2013
@curiocat13
@jot_au
@ketaminh
@slsandpet
@daveyk317
@corruptnsw
@suthernx

Top Tweeters in G3:
@akuma_river
@morgfair
@anthropic
@snw106
@1feralkat
@overunderclover
@sherrysmolders
@pamgriffa
@dataforcsandra
@blink2xamerica

Top Tweeters in G4:
@tamzilla_52
@gwgillett
@drjengunter
@medwoman1
@fight4women
@atheistengineer
@buffsblg
@bumpstockbarbie
@khayadlanga
@viktor_renquist

Top Tweeters in G5:
@satirist_indian
@kaleechbaig
@gr8india
@alakbseth
@unitedsfreak
@madhandeutsche
@ahmiecr7
@syedmoinuddin06
@powindah03
@rafeyhaider

Top Tweeters in G6:
@ernestnuwagaba
@bruno_akampa
@rachel___ayg
@komungaro3
@abadaaki
@the_travor_guy
@ugnaire
@albertkatruguma
@uwagasabune
@estherbirungi4

Top Tweeters in G7:
@inforenique
@kw1979
@begiiigiles
@crlulukat
@fog_0f_war
@rosemariebrown3
@demuromarquez
@scott_squires
@mr_sandtoes
@tony_porras2050

Top Tweeters in G8:
@oye440
@allezamani
@kofi_kwarteng
@kingston_eze
@wakajugbe
@skillzbytimi
@tmbhardy
@realbishopkp
@adewalekemi65
@egyriba1

Top Tweeters in G9:
@france24
@afp
@ruftaaraya
@meditigray
@ferwinib
@voicetigray2021
@tekian_gal_kesh
@bbcafrica
@neeshtey_n
@imiss_my_family

Top Tweeters in G10:
@alizardx
@inpoco
@cynicalvision50
@deeenst
@ellle_em
@spicypurritos
@awholeassburger
@merry_hippie
@lelenapeacock
@elianok10


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