cesarean OR c-section, Twitter, 7/2/2021 1:40:18 PM, 258132


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cesarean OR c-section_2021-07-02_06-14-38.xlsx
cesarean OR c-section_2021-07-02_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 02, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3he8MZW
@mzshamar
@sher_xo
@cleavon_md
@avocalistsrival
@homegypsy
@tumidaking
@mariaphillis
@jenaiamorane
@katydogcrazy
@jfitzgeraldmd

Top hashtags:
#respect
#texas
#brazil
#pregnancy
#tokio2021
#dominicanrepublic
#sos

Description:
Description
The graph represents a network of 8,010 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, 02 July 2021 at 13:18 UTC.

The requested start date was Friday, 02 July 2021 at 00:01 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 4-day, 0-hour, 48-minute period from Sunday, 27 June 2021 at 23:09 UTC to Thursday, 01 July 2021 at 23:58 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 : 8010
Unique Edges : 1450
Edges With Duplicates : 13418
Total Edges : 14868
Number of Edge Types : 5
Retweet : 6627
MentionsInRetweet : 6845
Tweet : 474
Replies to : 432
Mentions : 490
Self-Loops : 481
Reciprocated Vertex Pair Ratio : 0.00288713910761155
Reciprocated Edge Ratio : 0.00575765506411934
Connected Components : 711
Single-Vertex Connected Components : 314
Maximum Vertices in a Connected Component : 6114
Maximum Edges in a Connected Component : 12392
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.299688
Graph Density : 0.000119123164966254
Modularity : 0.441683
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,010 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, 02 July 2021 at 13:18 UTC.

The requested start date was Friday, 02 July 2021 at 00:01 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 4-day, 0-hour, 48-minute period from Sunday, 27 June 2021 at 23:09 UTC to Thursday, 01 July 2021 at 23:58 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:
[8] https://twitter.com/khaledbeydoun/status/1409281419759718407
[7] https://twitter.com/modernmomese/status/1409257617541713927
[4] https://www.perfusion.com/emergent-cardiopulmonary-bypass-during-cesarean-delivery-a-case-report/
[4] https://www.joghr.org/article/23615-synthesizing-postpartum-care-pathways-facilitators-and-barriers-for-women-after-cesarean-section-a-qualitative-analysis-from-rural-rwanda
[4] http://shoppingdealer.com/?p=130874
[3] https://twitter.com/KhaledBeydoun/status/1409281419759718407
[3] https://mom.com/news/olympian-allyson-felix-saysh-sports-line-announcement
[3] https://www.youtube.com/watch?v=JSDOGpZ9Dx4&feature=youtu.be

[3] https://register.gotowebinar.com/register/350219057902790414
[3] https://www.qxmd.com/r/34130991

Top URLs in Tweet in G3:
[7] https://twitter.com/modernmomese/status/1409257617541713927
[7] https://twitter.com/khaledbeydoun/status/1409281419759718407
[4] http://shoppingdealer.com/?p=130874
[3] https://twitter.com/KhaledBeydoun/status/1409281419759718407
[3] https://mom.com/news/olympian-allyson-felix-saysh-sports-line-announcement
[2] https://lp.constantcontactpages.com/su/Ev9rfkI
[2] https://communityhealthok.org/
[2] https://spitupandsitups.com/c-section-recovery-must-haves/
[2] https://www.benefitnews.com/news/walmart-offers-doula-support-benefit-to-help-employees-give-birth-safely?utm_medium=social&utm_source=twitter&utm_campaign=ebnmagazine&utm_content=socialflow
[1] https://www.facebook.com/photo?fbid=10219551703478991&set=a.1748572829924

Top URLs in Tweet in G5:
[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://cnn.iprima.cz/lenka-byla-vzdy-velmi-zdrava-stale-nemohu-uverit-ze-zemrela-popsal-jeji-manzel-19346
[1] https://www.gp1.com.br/pi/piaui/noticia/2021/5/16/filha-recem-nascida-da-vereadora-diana-neris-passa-bem-diz-maternidade-501840.html
[1] https://observatorio3setor.org.br/noticias/tragedia-cantor-morre-de-covid-apos-perder-esposa-gravida-para-a-doenca/
[1] https://teleantillas.com.do/nacionales/fallece-la-mujer-embarazada-que-estaba-afectada-por-covid-19-en-pimentel-provincia-duarte/
[1] https://caracol.com.co/emisora/2021/05/26/cartagena/1622049921_924057.html
[1] https://www.olhardireto.com.br/noticias/exibir.asp?id=485628¬icia=sexto-membro-da-familia-haddad-morre-em-decorrencia-da-covid-19
[1] https://www.theguardian.com/world/2020/apr/29/coronavirus-andrea-circle-bear-federal-prison-death

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[114] respect
[73] texas
[65] brazil
[28] pregnancy
[23] tokio2021
[16] dominicanrepublic
[16] sos
[16] jammu
[11] england
[9] soulslosttocovid



Top Hashtags in Tweet in G1:
[1] blackgirlmagic
[1] allisonfelix

Top Hashtags in Tweet in G3:
[5] birth
[4] pregnancy
[4] csection
[3] doula
[2] vbac
[2] cesarean
[2] amazon
[2] deals
[2] discount
[2] offer

Top Hashtags in Tweet in G4:
[1] level4

Top Hashtags in Tweet in G5:
[70] texas
[64] brazil
[15] dominicanrepublic
[11] england
[9] soulslosttocovid
[7] slovakia
[6] colombia

Top Hashtags in Tweet in G6:
[114] respect
[1] texas

Top Hashtags in Tweet in G8:
[1] dominicanrepublic
[1] brazil
[1] texas

Top Words
Top Words in Tweet in Entire Graph:
[5603] section
[4558] pregnant
[4459] scar
[4392] back
[4366] being
[4359] nike
[4358] came
[4356] dropped
[4313] headed
[4193] flex

Top Words in Tweet in G1:
[3989] section
[3987] nike
[3987] dropped
[3987] being
[3987] pregnant
[3987] came
[3987] back
[3987] scar
[3987] flex
[3987] headed

Top Words in Tweet in G2:
[1546] sher_xo
[1545] baby
[1545] ago
[1545] everyday
[1544] girl
[1544] posted
[1544] fb
[1544] exhausted
[1544] having
[1544] weeks

Top Words in Tweet in G3:
[298] section
[61] cesarean
[53] baby
[43] scar
[38] birth
[35] time
[26] emergency
[22] born
[21] having
[21] scars

Top Words in Tweet in G4:
[147] section
[146] nike
[146] dropped
[146] being
[146] pregnant
[146] came
[146] back
[146] scar
[146] flex
[146] headed

Top Words in Tweet in G5:
[182] cleavon_md
[176] pregnant
[110] months
[104] covid
[100] became
[94] 30
[88] ill
[70] andrea
[70] circle
[70] bear

Top Words in Tweet in G6:
[115] pregnant
[114] #respect
[114] nike
[114] dropped
[114] being
[114] came
[114] back
[114] section
[114] scar
[114] headed

Top Words in Tweet in G7:
[75] section
[73] surgeons
[72] woman
[61] re
[60] jfitzgeraldmd
[60] gyns
[60] aren
[60] telling
[60] hysterectomy
[60] vaginal

Top Words in Tweet in G8:
[23] section
[18] baby
[18] balleralert
[16] emergency
[10] risk
[9] tnicholsmd
[8] mamadoctorjones
[7] cesarean
[6] pregnant
[5] 10

Top Words in Tweet in G9:
[8] section
[6] meljonesladadee
[6] abortion
[5] stevieanntas
[5] katelyntweeter
[4] ralflopios
[3] early
[3] much
[3] cesarean
[3] viable

Top Words in Tweet in G10:
[42] section
[41] khaledbeydoun
[26] nike
[25] kisking8
[25] gave
[25] birth
[24] cheartstrees
[24] emergency
[24] wanted
[24] back

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4433] section,scar
[4337] came,back
[4333] back,section
[4330] nike,dropped
[4317] being,pregnant
[4311] dropped,being
[4303] pregnant,came
[4193] scar,flex
[4134] headed,olympics
[4013] flex,headed

Top Word Pairs in Tweet in G1:
[3987] nike,dropped
[3987] dropped,being
[3987] being,pregnant
[3987] pregnant,came
[3987] came,back
[3987] back,section
[3987] section,scar
[3987] scar,flex
[3987] flex,headed
[3987] headed,olympics

Top Word Pairs in Tweet in G2:
[1544] girl,posted
[1544] posted,fb
[1544] fb,exhausted
[1544] exhausted,having
[1544] having,baby
[1544] baby,weeks
[1544] weeks,ago
[1544] ago,lost
[1544] lost,stone
[1544] stone,slept

Top Word Pairs in Tweet in G3:
[29] section,scar
[23] emergency,section
[17] cesarean,section
[10] section,recovery
[8] having,section
[8] removal,sheets
[8] section,scars
[8] gt,gt
[7] stretch,marks
[7] birth,section

Top Word Pairs in Tweet in G4:
[146] nike,dropped
[146] dropped,being
[146] being,pregnant
[146] pregnant,came
[146] came,back
[146] back,section
[146] section,scar
[146] scar,flex
[144] flex,asses
[144] asses,headed

Top Word Pairs in Tweet in G5:
[110] months,pregnant
[88] pregnant,became
[88] became,ill
[74] cleavon_md,30
[74] ill,covid
[70] 30,andrea
[70] andrea,circle
[70] circle,bear
[70] bear,months
[70] pregnant,locked

Top Word Pairs in Tweet in G6:
[114] #respect,nike
[114] nike,dropped
[114] dropped,being
[114] being,pregnant
[114] pregnant,came
[114] came,back
[114] back,section
[114] section,scar
[114] scar,headed
[114] headed,olympics

Top Word Pairs in Tweet in G7:
[60] gyns,aren
[60] aren,surgeons
[60] surgeons,re
[60] re,telling
[60] telling,woman
[60] woman,section
[60] section,hysterectomy
[60] hysterectomy,vaginal
[59] jfitzgeraldmd,gyns
[59] vaginal,reconstr

Top Word Pairs in Tweet in G8:
[8] emergency,section
[4] tnicholsmd,people
[4] people,awful
[4] awful,horrible
[4] horrible,frustrating
[4] frustrating,luckily
[4] luckily,rare
[4] rare,risk
[4] risk,cesarean
[4] msluvlee717,balleralert

Top Word Pairs in Tweet in G9:
[4] ralflopios,meljonesladadee
[4] meljonesladadee,stevieanntas
[4] stevieanntas,katelyntweeter
[2] early,section
[2] section,abortion
[2] abortion,much
[2] much,safer
[2] cowgirlwarrior,ivyshoots
[2] ivyshoots,janeagain3
[2] janeagain3,atheistengineer

Top Word Pairs in Tweet in G10:
[24] kisking8,khaledbeydoun
[24] khaledbeydoun,gave
[24] gave,birth
[24] birth,emergency
[24] emergency,section
[24] section,nike
[24] nike,wanted
[24] wanted,back
[24] back,asap
[24] asap,big

Top Replied-To
Top Replied-To in Entire Graph:
@modernmomese
@kennylfc1990
@jack
@devonesawa
@tmx331
@chinmayi
@tnicholsmd
@pulte
@ralflopios
@mamadoctorjones

Top Replied-To in G1:
@mzshamar

Top Replied-To in G2:
@dantastic87
@sher_xo
@joenick001

Top Replied-To in G4:
@nomkhanyiso

Top Replied-To in G7:
@dr_fischdo
@jfitzgeraldmd
@medictrommasher

Top Replied-To in G8:
@tnicholsmd
@mamadoctorjones
@gritsinmyteeth
@msluvlee717
@itssolinz
@jfitzgeraldmd
@andromedaisles
@balleralert
@sherlybossycat
@earthwindfire82

Top Replied-To in G9:
@ralflopios
@cowgirlwarrior
@meljonesladadee
@mariseavant
@stevieanntas
@callicarpa35
@bobdolan111

Top Replied-To in G10:
@mantiq
@kisking8
@khaledbeydoun

Top Mentioned
Top Mentioned in Entire Graph:
@mzshamar
@sher_xo
@cleavon_md
@tumidaking
@jenaiamorane
@jfitzgeraldmd
@khaledbeydoun
@cheartstrees
@raykump
@kisking8

Top Mentioned in G1:
@mzshamar

Top Mentioned in G2:
@sher_xo
@mzshamar

Top Mentioned in G3:
@paperbagboyyss
@plasticsurgnews

Top Mentioned in G4:
@tumidaking
@mzshamar
@jet64898235
@mzimxinwa

Top Mentioned in G5:
@cleavon_md
@mzshamar

Top Mentioned in G6:
@jenaiamorane
@ejeancarroll
@pamkeithfl
@rvawonk
@kazweida
@mollyjongfast
@margotpotter
@cathkestler
@cleavon_md

Top Mentioned in G7:
@jfitzgeraldmd
@dr_fischdo
@paphil38
@carpeshannon01
@medictrommasher

Top Mentioned in G8:
@balleralert
@mamadoctorjones
@tnicholsmd
@cleavon_md
@pjputh
@myfoxylife
@kelkelmatoi
@cleo_goodwin123
@packed_inabox
@techjunkie925

Top Mentioned in G9:
@meljonesladadee
@katelyntweeter
@stevieanntas
@atheistengineer
@blackcat476
@prochoiceforal1
@ivyshoots
@janeagain3
@herterus
@lourdesovrall

Top Mentioned in G10:
@khaledbeydoun
@cheartstrees
@kisking8
@rnatourious
@anechu
@mantiq

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@stephenoflyf
@independent
@teshawnedmonds
@kenkircher1
@cooldealca
@homegypsy
@drdaveanddee
@stockguy61
@lizditz

Top Tweeters in G1:
@teshawnedmonds
@b1e56df9ce6549f
@tmikamouse
@koluwasegun_
@angie_goodwood
@nadalchukwu
@yunghusband_
@clan_clueless
@tylaskan
@debrob1947

Top Tweeters in G2:
@stephenoflyf
@esnesy
@moadekunleoni
@dejokecarew
@estrellapreto
@wheelsntoys
@asianting_
@adetigerr
@nerdy_dami
@debola_x

Top Tweeters in G3:
@cooldealca
@_globalcareers
@litepocketdeals
@lf092313
@nataliereed84
@wfmy
@ceencrumpets
@aboutrose_
@no1_doctor
@georgiadaskalos

Top Tweeters in G4:
@drmazzen
@legendary_thato
@nikumimito
@meezy0688
@sxftcookie
@khanyilyt
@cash_chosen
@thembaletumbang
@little_andy95
@matudumatji

Top Tweeters in G5:
@dichristine
@kenkircher1
@homegypsy
@awelab1956
@brontyman
@greeeneyedwhwom
@dovewoman1
@nasty_woman2
@pink1963dsw
@cindyceemerson

Top Tweeters in G6:
@kak089
@givemepie360
@reneevoicebrand
@samhainnight
@radlein
@lltwing
@sagehillfarms
@webehealthy
@katydogcrazy
@sngitau

Top Tweeters in G7:
@downbythebridge
@_wzc__
@mrsdaig
@jcoauette
@znursinga
@judgeofthecourt
@barbscass
@bbeiiaaa
@squidclaude
@abidisays

Top Tweeters in G8:
@culiraj
@alanaauston
@earthwindfire82
@aisisklopez
@itssolinz
@kelkelmatoi
@patricia_ann_e
@rowdyrufboy
@tnicholsmd
@mbdunningkruger

Top Tweeters in G9:
@fight4women
@atheistengineer
@ozgoofyprincess
@stevieanntas
@nerdgirldv
@prochoiceforal1
@atriana
@pissoffhoser
@murmalerm
@ivyshoots

Top Tweeters in G10:
@kkillgallen
@ambrosebucks
@mister_ade
@nafisamiah
@ysannebueno
@toojennuine
@ogkream
@bahoulifla
@skooked
@tallyohhh


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