cesarean OR c-section, Twitter, 1/28/2022 2:37:23 PM, 270851


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cesarean OR c-section_2022-01-28_06-14-38.xlsx
cesarean OR c-section_2022-01-28_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 28, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3Gbakxk
@emmeejacobs
@awokerosearisen
@aliceking69
@gannitonya
@emilybanting1
@picklemrs
@shesinscrubs
@megalodon_16
@wjclark4
@lomquiche

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

Description:
Description
The graph represents a network of 8,522 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, 28 January 2022 at 14:21 UTC.

The requested start date was Friday, 28 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, 44-minute period from Friday, 14 January 2022 at 01:12 UTC to Friday, 28 January 2022 at 00:57 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 : 8522
Unique Edges : 4456
Edges With Duplicates : 9244
Total Edges : 13700
Number of Edge Types : 5
Retweet : 4174
MentionsInRetweet : 4860
Tweet : 1471
Replies to : 1377
Mentions : 1818
Self-Loops : 1491
Reciprocated Vertex Pair Ratio : 0.00989054463932481
Reciprocated Edge Ratio : 0.0195873596239227
Connected Components : 2086
Single-Vertex Connected Components : 969
Maximum Vertices in a Connected Component : 2092
Maximum Edges in a Connected Component : 4479
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.133449
Graph Density : 0.000105458907230341
Modularity : 0.57993
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,522 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, 28 January 2022 at 14:21 UTC.

The requested start date was Friday, 28 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, 44-minute period from Friday, 14 January 2022 at 01:12 UTC to Friday, 28 January 2022 at 00:57 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:
[38] 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/
[13] 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
[9] https://www.express.co.uk/celebrity-news/1549242/anton-du-beke-wife-hannah-children-twins-birth-ivf-success-elective-caesarean-strictly
[7] 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
[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://spitupandsitups.com/c-section-recovery-must-haves/
[5] https://www.ok.co.uk/celebrity-news/dancing-ice-pro-yebin-mok-26013775
[5] https://twitter.com/brianendress1/status/1484549587666935823
[5] https://www.ibtimes.com/it-all-happened-so-fast-unvaccinated-texas-mom-dies-covid-19-days-after-emergency-c-3379380

Top URLs in Tweet in G2:
[9] https://www.express.co.uk/celebrity-news/1549242/anton-du-beke-wife-hannah-children-twins-birth-ivf-success-elective-caesarean-strictly
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://nationaltoday.com/cesarean-section-day/
[3] 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://twitter.com/lilyionnie/status/1482845654124834818
[3] https://www.eonline.com/news/1312810/bachelor-nation-s-raven-gates-gives-birth-to-first-baby-after-emergency-c-section?cmpid=rss-000000-rssfeed-365-topstories&utm_source=dlvr.it&utm_medium=twitter&utm_campaign=rss_topstories
[3] https://hollywoodlife.com/2022/01/18/raven-gates-gives-birth-welcomes-first-child-adam-gottschalk/?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/___inCANdescent/status/1483563830299013122
[3] https://www.ibtimes.com/it-all-happened-so-fast-unvaccinated-texas-mom-dies-covid-19-days-after-emergency-c-3379380
[3] https://www.instagram.com/accounts/login/

Top URLs in Tweet in G7:
[1] https://www.cesareanrates.org

Top URLs in Tweet in G9:
[1] https://m.tiktok.com/v/7052808102864915759.html?_d=secCgYIASAHKAESPgo8aXic5ktCQm274bqBRU9FnhHPy6X6C4xyWO8CThWrZ2PbbsbhG9CUn7wHNR01ODVu4zvz06VrT2P3Zcd5GgA%3D&checksum=248e7431390189b6ebd822b9af2842a78e83c8bbae1c370918be87bb0a33956e&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAWU9WIX5mUMY-fCwDPZ7OGgeD0VGdI0mFH7qlTRRRXRl6-Cud5epp2_TzU-KPb3Jg&share_app_id=1233&share_item_id=7052808102864915759&share_link_id=5FB90DF2-28D8-472C-BEB3-5C71EAA36338&source=h5_m×tamp=1643279094&tt_from=twitter&u_code=dbhhhi009aa0f6&user_id=6810467619755295749&utm_campaign=client_share&utm_medium=ios&utm_source=twitter

Top URLs in Tweet in G10:
[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
[1] http://www.wlwt.com/article/ohio-baby-out-of-the-nicu-home-with-mom-who-gave-birth-on-a-ventilator-while-fighting-covid-19/33353316
[1] https://observatorio3setor.org.br/noticias/tragedia-cantor-morre-de-covid-apos-perder-esposa-gravida-para-a-doenca/
[1] https://www.wave3.com/2022/01/26/hardin-county-woman-nearly-dies-covid-while-pregnant/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[81] tigray
[51] cesarean
[31] lockdownbabies
[24] neopapers
[24] neotwitter
[23] onthisday
[22] physicians
[18] lindamama
[16] csection
[12] pregnancy



Top Hashtags in Tweet in G1:
[4] saveournhs

Top Hashtags in Tweet in G2:
[19] cesarean
[16] csection
[11] pregnancy
[9] strictly
[7] birth
[6] cesareansectionday
[6] momlife
[5] normaldelivery
[5] bachelorinparadise
[4] cesareansection

Top Hashtags in Tweet in G3:
[1] getvaccinatedmom

Top Hashtags in Tweet in G5:
[80] tigray
[4] tdfisethical
[4] tdflifesaver
[1] endtigraysiege

Top Hashtags in Tweet in G9:
[23] cesarean
[22] physicians
[9] ob
[1] abuse

Top Hashtags in Tweet in G10:
[8] soulslosttocovid
[6] turkey
[5] brazil
[3] colombia
[2] slovakia
[2] england

Top Words
Top Words in Tweet in Entire Graph:
[5653] section
[2503] baby
[2148] emergency
[1855] first
[1843] weeks
[1684] early
[1681] 10
[1658] severe
[1644] preeclampsia
[1640] granddaughter

Top Words in Tweet in G1:
[1623] baby
[1623] section
[1619] emergency
[1618] emmeejacobs
[1618] weeks
[1618] severe
[1617] granddaughter
[1617] first
[1617] 10
[1617] early

Top Words in Tweet in G2:
[971] section
[213] cesarean
[179] baby
[146] birth
[128] emergency
[91] one
[85] day
[75] first
[74] born
[72] having

Top Words in Tweet in G3:
[255] section
[252] shesinscrubs
[250] nurse
[249] anyone
[249] wondering
[249] scheduled
[249] delayed
[249] hours
[249] bc
[249] people

Top Words in Tweet in G4:
[178] section
[171] fleurzb7
[155] mashaallah
[154] outcome
[154] 1st
[154] baby's
[154] expressions
[154] 'muje
[154] kyu
[154] nikala'

Top Words in Tweet in G5:
[80] #tigray
[79] forces
[79] mersa
[79] amhara
[79] demonstrated
[79] ethical
[79] professional
[79] public
[79] service
[79] treating

Top Words in Tweet in G6:
[135] hello
[135] ma'am
[135] cesarean
[135] delivery
[135] very
[135] normal
[135] make
[135] less
[135] woman
[135] devil's

Top Words in Tweet in G7:
[14] section
[12] jgainsbourgh
[11] mansplainingab1
[11] txwomenresist
[11] raginxcajun
[10] sapienwoman
[10] rjocore989
[10] medwoman1
[10] ziggywilde
[10] adorablepodcast

Top Words in Tweet in G8:
[119] section
[90] pastor
[89] religious
[89] belief
[89] puts
[89] health
[89] risk
[89] abhored
[88] toyosigodwin
[88] bel

Top Words in Tweet in G9:
[55] section
[32] billchun_md
[28] weeks
[24] such
[23] #cesarean
[22] justification
[22] #physicians
[22] seeing
[22] patients
[22] six

Top Words in Tweet in G10:
[94] section
[50] emmabostian
[33] baby
[24] mrspa_c
[22] well
[22] covid
[20] emergency
[18] cleavon_md
[17] pregnant
[15] weeks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2075] emergency,section
[1676] baby,emergency
[1663] first,baby
[1646] weeks,early
[1637] section,10
[1637] 10,weeks
[1636] granddaughter,first
[1636] early,severe
[1636] severe,preeclampsia
[1636] preeclampsia,imminent

Top Word Pairs in Tweet in G1:
[1619] emergency,section
[1617] granddaughter,first
[1617] first,baby
[1617] baby,emergency
[1617] section,10
[1617] 10,weeks
[1617] weeks,early
[1617] early,severe
[1617] severe,preeclampsia
[1617] preeclampsia,imminent

Top Word Pairs in Tweet in G2:
[116] emergency,section
[100] cesarean,section
[39] section,scar
[30] having,section
[27] raven,gates
[26] give,birth
[22] baby,emergency
[20] born,section
[20] cesarean,delivery
[19] section,recovery

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

Top Word Pairs in Tweet in G4:
[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 G5:
[79] #tigray,forces
[79] forces,mersa
[79] mersa,amhara
[79] amhara,demonstrated
[79] demonstrated,ethical
[79] ethical,professional
[79] professional,public
[79] public,service
[79] service,treating
[79] treating,patients

Top Word Pairs in Tweet in G6:
[135] hello,ma'am
[135] ma'am,cesarean
[135] cesarean,delivery
[135] delivery,very
[135] very,normal
[135] normal,make
[135] make,less
[135] less,woman
[135] woman,devil's
[135] devil's,doing

Top Word Pairs in Tweet in G7:
[8] magda999992,e2hd7a
[8] e2hd7a,kwsmith1701
[8] kwsmith1701,ahrehead
[8] ahrehead,bitterclingerpa
[8] bitterclingerpa,rockapplewood
[8] rockapplewood,mariettad9
[8] mariettad9,aprettyleaf
[8] aprettyleaf,spuruse
[8] spuruse,16po
[8] 16po,ladyjaypersists

Top Word Pairs in Tweet in G8:
[89] religious,belief
[89] belief,puts
[89] puts,health
[89] health,risk
[89] risk,abhored
[89] abhored,section
[89] section,pastor
[88] toyosigodwin,religious
[88] pastor,bel
[29] never,understand

Top Word Pairs in Tweet in G9:
[23] #cesarean,section
[22] justification,#physicians
[22] #physicians,seeing
[22] seeing,#cesarean
[22] section,patients
[22] patients,six
[22] six,weeks
[22] weeks,such
[21] billchun_md,justification
[21] such,pot

Top Word Pairs in Tweet in G10:
[11] emergency,section
[11] covid,prompting
[9] emergent,section
[8] prompting,emergent
[7] butt,down
[7] months,pregnant
[6] baby,still
[6] still,butt
[6] down,ecv
[6] ecv,try

Top Replied-To
Top Replied-To in Entire Graph:
@emmabostian
@mrspa_c
@brianendress1
@fleurzb7
@docatcdi
@thatbadbitch91
@fuzzymittens
@sandylocks
@milagracesmom
@janeygodley

Top Replied-To in G1:
@emmeejacobs

Top Replied-To in G2:

Top Replied-To in G3:
@shesinscrubs
@davidmooremd
@flynnc15
@itsmethehbic

Top Replied-To in G4:
@fleurzb7
@oneomarcheema
@realsherazkhan
@abdussamad_ar

Top Replied-To in G5:
@tghatmedia

Top Replied-To in G7:
@kuntrella
@thelivingkira
@worlds_okayest1
@dage90
@kings_gaylem
@carhapoy
@rapewhistle3
@imstillwhitewtf
@c0mm0n__s3ns3
@sw_hi_coo

Top Replied-To in G8:
@respiratorydafe

Top Replied-To in G9:
@ghanaboypharmd
@sheologian
@tx_ultrarunner
@nofish_nonuts
@lockedoutofvenu
@leedragonlady
@bilked2thebrink
@hollyveraalthea
@sawyerhair
@ellle_em

Top Replied-To in G10:
@emmabostian
@mrspa_c
@kristenhowerton
@anne_theriault
@drgruralmd
@triplettlr
@hjwoof
@redstethoscope
@neonpinkkim
@isabelaphrael

Top Mentioned
Top Mentioned in Entire Graph:
@emmeejacobs
@shesinscrubs
@fleurzb7
@grace_undiluted
@jackposobiec
@toyosigodwin
@cultonscovia
@zyada34303771
@losttocovid
@letsgoayo

Top Mentioned in G1:
@emmeejacobs
@charlottewyman1

Top Mentioned in G2:
@movieym
@jasminelikesdt
@moonstrologyy
@frvrfranco
@saifquadri
@sawtlebnan
@hfrcs
@candchospital
@nacmem

Top Mentioned in G3:
@shesinscrubs
@madmadmadmadrn
@drsandman11
@heavybreather2
@blondemedsjw
@vanwacitizen

Top Mentioned in G4:
@fleurzb7
@sakhwa
@anumfatima148
@saadaziz813
@realsherazkhan
@oneomarcheema

Top Mentioned in G5:
@zyada34303771
@edenbfkn
@afp
@afpafrica
@bbcafrica
@france24
@un
@ephiboss
@tghatmedia
@kirostsehaye

Top Mentioned in G6:
@grace_undiluted

Top Mentioned in G7:
@mansplainingab1
@jgainsbourgh
@txwomenresist
@raginxcajun
@sapienwoman
@rjocore989
@medwoman1
@ziggywilde
@adorablepodcast
@flightmedicems

Top Mentioned in G8:
@toyosigodwin
@respiratorydafe

Top Mentioned in G9:
@billchun_md
@cmerandi
@sha
@ellle_em
@emilygelzinis
@ghanaboypharmd
@ravensspirit68
@teahcartel
@lelenapeacock
@lpray18

Top Mentioned in G10:
@cleavon_md
@emmabostian
@mrspa_c
@maiab
@anne_theriault
@losttocovid
@drolgatheobgyn
@theblondern
@drankydranks
@alliejanoch

Top Tweeters
Top Tweeters in Entire Graph:
@victormanuelje1
@kamzou08
@souljahsingh
@zyitegadgets
@medicinehelp
@s9tmt
@stigmabaseu
@andyvermaut
@tinamarie_80s
@roblwilson

Top Tweeters in G1:
@s9tmt
@roblwilson
@sandradunn1955
@jpjanson
@mae_carson2
@euethnic
@spanishdan1
@catherinemginn
@aspiemum
@justmebeingme4

Top Tweeters in G2:
@kamzou08
@zyitegadgets
@medicinehelp
@stigmabaseu
@andyvermaut
@daily_express
@_globalcareers
@saifquadri
@nationafrica
@janniareyouokay

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

Top Tweeters in G4:
@satirist_indian
@kaleechbaig
@gr8india
@alakbseth
@unitedsfreak
@madhandeutsche
@ahmiecr7
@syedmoinuddin06
@powindah03
@rafeyhaider

Top Tweeters in G5:
@france24
@afp
@letebrhangebre1
@meditigray
@voicetigray2021
@ferwinib
@zzcoco11
@tekian_gal_kesh
@bbcafrica
@un

Top Tweeters in G6:
@oye440
@allezamani
@kofi_kwarteng
@kingston_eze
@wakajugbe
@skillzbytimi
@realbishopkp
@tmbhardy
@adewalekemi65
@egyriba1

Top Tweeters in G7:
@tamzilla_52
@vickie627
@gwgillett
@medwoman1
@bumpstockbarbie
@viktor_renquist
@eyeedinburgh
@smartassicus
@zennginger
@jillyo4reallyo

Top Tweeters in G8:
@badstiles
@teclef
@helenmar11
@off_cock
@teejanson
@mayback77
@emampam
@rapzyrita1
@toyosigodwin
@purelymide

Top Tweeters in G9:
@alizardx
@inpoco
@cynicalvision50
@vautour_marie
@ellle_em
@creatrixtiara
@spicypurritos
@teahcartel
@lelenapeacock
@randib_13

Top Tweeters in G10:
@demuromarquez
@lauraseriously1
@barryhammock
@voteblue4us
@allegro572
@anne_theriault
@margot__pi
@proud_mother85
@rosalindprestag
@fetskatze


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