cesarean OR c-section, Twitter, 5/14/2021 4:39:41 PM, 254753


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cesarean OR c-section_2021-05-14_06-14-38.xlsx
cesarean OR c-section_2021-05-14_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3brDSdt
@amyaddante
@mkerklin
@yashar
@melpricehb
@adityarajkaul
@benleemusic
@woozleweasels
@bfm4440
@scottzpinkrose
@susanschutte2

Top hashtags:
#sos
#cesarean
#hyderabad
#blood
#mothersday
#covid19
#update
#neopapers

Description:
Description
The graph represents a network of 9,118 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, 14 May 2021 at 13:22 UTC.

The requested start date was Friday, 14 May 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 12-day, 11-hour, 27-minute period from Saturday, 01 May 2021 at 12:28 UTC to Thursday, 13 May 2021 at 23:56 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 : 9118
Unique Edges : 5449
Edges With Duplicates : 8467
Total Edges : 13916
Number of Edge Types : 5
Replies to : 1622
Tweet : 1930
Mentions : 1817
Retweet : 3863
MentionsInRetweet : 4684
Self-Loops : 1964
Reciprocated Vertex Pair Ratio : 0.014391287436795
Reciprocated Edge Ratio : 0.0283742331288344
Connected Components : 2657
Single-Vertex Connected Components : 1290
Maximum Vertices in a Connected Component : 691
Maximum Edges in a Connected Component : 1765
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.386856
Graph Density : 9.41189988943183E-05
Modularity : 0.607626
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 9,118 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, 14 May 2021 at 13:22 UTC.

The requested start date was Friday, 14 May 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 12-day, 11-hour, 27-minute period from Saturday, 01 May 2021 at 12:28 UTC to Thursday, 13 May 2021 at 23:56 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:
[29] https://trib.al/H2ymM3k
[27] https://trib.al/zQ3XOmU
[23] https://trib.al/3hM2ib9
[19] https://www.nejm.org/doi/full/10.1056/NEJMoa2028788?cookieSet=1
[10] https://www.medpagetoday.com/meetingcoverage/acog/92396
[8] https://www.instagram.com/accounts/login/
[8] https://twitter.com/whatapityonyou/status/1389981743902457857
[8] https://twitter.com/plutointhenile/status/1388554343243259907
[7] https://www.nbcnews.com/health/womens-health/how-hospitals-california-lowered-c-section-rates-new-mothers-n1266587
[7] https://www.jogc.com/article/S1701-2163(21)00053-0/abstract

Top URLs in Tweet in G1:
[7] https://www.instagram.com/accounts/login/
[7] https://www.jogc.com/article/S1701-2163(21)00053-0/abstract
[7] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[6] https://twitter.com/plutointhenile/status/1388554343243259907
[6] https://www.medpagetoday.com/meetingcoverage/acog/92396
[6] https://twitter.com/dnfamor/status/1392205581201649666
[5] https://www.nejm.org/doi/full/10.1056/NEJMoa2028788?cookieSet=1
[5] https://twitter.com/whatapityonyou/status/1389981743902457857
[4] https://twitter.com/heckyessica/status/1390299586225479680
[4] https://www.gulftoday.ae/news/2021/05/06/video-of-doctors-dancing-to-the-tunes-of-popular--serial-during-c-section-operation-sparks-anger

Top URLs in Tweet in G4:
[1] https://trib.al/m0Fn30f
[1] https://twitter.com/kevinwhyte87/status/1387436724146647045

Top URLs in Tweet in G6:
[1] https://twitter.com/lauramellado/status/1389665778174095360

Top URLs in Tweet in G7:
[1] https://www.nlm.nih.gov/exhibition/cesarean/part1.html

Top URLs in Tweet in G8:
[2] https://www.obgproject.com/2021/05/05/traap2-rct-results-does-prophylactic-tranexamic-acid-reduce-the-risk-of-postpartum-hemorrhage-after-cesarean/
[2] https://www.obgproject.com/2021/04/30/condisox-rct-results-does-discontinuing-oxytocin-in-active-labor-decrease-cesarean-deliveries/
[2] https://www.nejm.org/doi/full/10.1056/NEJMoa2028788?cookieSet=1
[1] https://transfusionnews.com/2021/05/05/tranexamic-acid-to-reduce-blood-loss-after-cesarean-delivery/
[1] https://www.bmj.com/content/373/bmj.n893

Top URLs in Tweet in G10:
[6] https://www.hrw.org/report/2021/05/06/i-would-four-kids-if-we-stay-alive/womens-access-health-care-afghanistan
[3] https://www.hrw.org/news/2021/05/06/interview-afghanistan-buying-scalpel-your-own-childs-birth
[1] https://www.hrw.org/news/2021/05/06/afghanistan-health-care-women-hit-aid-cuts
[1] https://www.snopes.com/ap/2021/05/05/woman-from-mali-gives-birth-to-9-babies-in-morocco/
[1] https://factcheck.afp.com/online-posts-misrepresent-video-routine-birth-procedure-covid-19-abuse-0

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[320] sos
[68] cesarean
[62] hyderabad
[62] blood
[35] mothersday
[33] covid19
[30] update
[27] neopapers
[17] csection
[17] malysia



Top Hashtags in Tweet in G1:
[12] birth
[11] pregnancy
[11] csection
[6] cesarean
[6] obstetrics
[6] happymothersday
[5] momlife
[4] cesarean_section
[4] obgyn
[3] pregnant

Top Hashtags in Tweet in G2:
[311] sos

Top Hashtags in Tweet in G4:
[4] wombstories

Top Hashtags in Tweet in G8:
[7] medtwitter
[5] medstudenttwitter
[4] cesarean
[4] txa
[4] traap2
[4] grandrounds
[3] obgyn
[3] bloodloss
[3] rotations
[2] obgyntwitter

Top Hashtags in Tweet in G10:
[5] afghanistan

Top Words
Top Words in Tweet in Entire Graph:
[5182] section
[1156] cesarean
[1017] birth
[953] baby
[639] help
[591] hospital
[572] system
[564] moms
[556] pregnant
[496] delivery

Top Words in Tweet in G1:
[1237] section
[357] cesarean
[284] birth
[189] baby
[151] babies
[145] woman
[108] emergency
[99] delivery
[99] day
[92] born

Top Words in Tweet in G2:
[312] delhi
[312] ncr
[312] needs
[311] #sos
[311] critical
[311] patient
[311] help
[311] rafat
[311] naseer
[311] months

Top Words in Tweet in G3:
[266] section
[265] bleacherreport
[265] days
[264] having
[264] coach
[263] zoom
[263] calls
[263] four
[263] represent
[263] moms

Top Words in Tweet in G4:
[496] system
[420] skin
[250] people
[247] asked
[247] around
[247] world
[247] compare
[247] health
[247] care
[247] american

Top Words in Tweet in G5:
[244] baby
[243] lincoln
[243] joined
[243] today
[243] stay
[243] nursery
[243] bit
[243] help
[243] little
[243] lungs

Top Words in Tweet in G6:
[207] section
[185] during
[183] express
[183] much
[183] meant
[182] peppermintrose3
[7] baby
[6] doscadenasx
[5] good
[5] birth

Top Words in Tweet in G7:
[77] call
[55] section
[42] people
[39] choice
[39] going
[39] hysterectomy
[38] amyaddante
[38] anti
[38] abortionist
[15] heckyessica

Top Words in Tweet in G8:
[187] nejm
[143] cesarean
[131] delivery
[118] tranexamic
[118] acid
[116] trial
[101] women
[101] undergoing
[100] involving
[100] treatment

Top Words in Tweet in G9:
[146] section
[134] benleemusic
[107] philiplaureano
[102] clairejll
[94] emergency
[84] billed
[83] over
[82] 900
[82] blood
[82] transfusion

Top Words in Tweet in G10:
[146] buy
[114] section
[110] cuts
[109] need
[106] scalpel
[105] hrw
[104] report
[104] aid
[102] donor
[100] documents

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[409] emergency,section
[331] months,pregnant
[330] having,section
[325] needs,help
[320] delhi,ncr
[320] rafat,naseer
[320] naseer,months
[320] 38,years
[320] years,spo2
[320] spo2,97

Top Word Pairs in Tweet in G1:
[157] cesarean,section
[90] emergency,section
[85] babies,cesarean
[82] malian,woman
[82] nine,babies
[81] given,birth
[81] birth,nine
[78] woman,given
[77] section,morocco
[77] expecting,seven

Top Word Pairs in Tweet in G2:
[312] delhi,ncr
[311] #sos,delhi
[311] ncr,critical
[311] critical,patient
[311] patient,needs
[311] needs,help
[311] help,rafat
[311] rafat,naseer
[311] naseer,months
[311] months,pregnant

Top Word Pairs in Tweet in G3:
[263] zoom,calls
[263] calls,four
[263] four,days
[263] days,having
[263] having,section
[263] section,represent
[263] represent,moms
[263] moms,coach
[262] bleacherreport,zoom
[3] holman1124,bleacherreport

Top Word Pairs in Tweet in G4:
[247] asked,people
[247] people,around
[247] around,world
[247] world,compare
[247] compare,health
[247] health,care
[247] care,system
[247] system,american
[247] american,system
[246] nytopinion,asked

Top Word Pairs in Tweet in G5:
[243] baby,lincoln
[243] lincoln,joined
[243] joined,today
[243] today,stay
[243] stay,nursery
[243] nursery,bit
[243] bit,help
[243] help,little
[243] little,lungs
[243] lungs,early

Top Word Pairs in Tweet in G6:
[184] during,section
[183] express,much
[183] much,meant
[183] meant,during
[182] peppermintrose3,express
[4] emergency,section
[2] unplanned,section
[2] aiming,vbac
[2] repeat,section
[2] surgeon,really

Top Word Pairs in Tweet in G7:
[38] anti,choice
[38] choice,people
[38] people,going
[38] going,call
[38] call,abortionist
[38] abortionist,call
[38] call,hysterectomy
[37] amyaddante,anti
[6] emergency,section
[5] juliephillipsus,aliceking69

Top Word Pairs in Tweet in G8:
[125] cesarean,delivery
[118] tranexamic,acid
[101] women,undergoing
[101] undergoing,cesarean
[100] trial,involving
[100] involving,women
[100] delivery,tranexamic
[100] acid,treatment
[100] treatment,resulted
[100] resulted,significantly

Top Word Pairs in Tweet in G9:
[107] philiplaureano,benleemusic
[102] clairejll,philiplaureano
[94] emergency,section
[84] benleemusic,billed
[82] billed,over
[82] over,900
[82] 900,blood
[82] blood,transfusion
[82] transfusion,emergency
[22] abhummingbird,leftistceo

Top Word Pairs in Tweet in G10:
[106] section,buy
[106] buy,scalpel
[105] need,section
[104] hrw,report
[102] scalpel,hrw
[102] cuts,donor
[102] donor,aid
[100] report,documents
[100] documents,cuts
[97] aid,afghanistan

Top Replied-To
Top Replied-To in Entire Graph:
@yvette_sibambo
@morganisawizard
@rmayemsinger
@drolgatheobgyn
@mytropika
@heckyessica
@jamesramalatso
@jonwiththeface
@discordiankitty
@lydiakiesling

Top Replied-To in G1:

Top Replied-To in G3:
@holman1124

Top Replied-To in G4:
@julio_vichon
@gadsaad
@rebogart

Top Replied-To in G6:
@doscadenasx
@genevievemitch
@shadxn_
@motherrtris
@mammameg
@defnotkaenic
@ctemtb
@lilxplum94
@mamamorgann
@hwmomma_

Top Replied-To in G7:
@heckyessica
@jadroll
@maqart55
@defiantlyfree
@aitorlorda85
@light4everylife
@ancillarykitteh
@cccriminalcops
@janemarch888
@virginia_house

Top Replied-To in G8:
@transfused

Top Replied-To in G9:
@rmayemsinger
@philiplaureano
@clairejll
@benleemusic
@abhummingbird
@politicalky
@annamcpherson32

Top Mentioned
Top Mentioned in Entire Graph:
@adityarajkaul
@bleacherreport
@nytopinion
@renaeirl
@nejm
@peppermintrose3
@mkerklin
@benleemusic
@sisi_yemmie
@hrw

Top Mentioned in G1:
@halehawk
@bakri_balloon
@2minmed
@beenewsdaily
@diamondortega3x
@jeew333t
@linette88117446
@bukkakeolympian

Top Mentioned in G2:
@adityarajkaul

Top Mentioned in G3:
@bleacherreport
@picksparlays

Top Mentioned in G4:
@nytopinion
@kalesiwolf
@gendercritter
@julio_vichon
@aidyllshah
@janesepmeier
@dremilyportermd
@debpresente

Top Mentioned in G5:
@renaeirl

Top Mentioned in G6:
@peppermintrose3
@sweetesttea_
@nicesettapipes
@angelajade_xo
@avneetkaurdhami
@solitaryrainbow
@stuntqueenagncy
@theyhatenoel
@doscadenasx
@mamahannahx

Top Mentioned in G7:
@amyaddante
@meljonesladadee
@to_discussion
@fight4women
@shamar_ezer
@aliceking69
@cccriminalcops
@heckyessica
@slaggityslag
@rstemmler24

Top Mentioned in G8:
@nejm
@transfusionnews
@theobgproject
@bmj_latest
@kristenlarsonmd
@denadelmichelle
@drsandyminck
@transfused
@katharri0213

Top Mentioned in G9:
@benleemusic
@philiplaureano
@clairejll
@leftistceo
@rolandkuehn
@abhummingbird
@justwhatnowwhy
@mkerklin
@twoheadedduckie
@rmayemsinger

Top Mentioned in G10:
@hrw
@heatherbarr1
@suzebpark
@kozikkarolina
@ks7s
@snopes
@snorthfield45
@afpfactcheck
@lucianatellez
@aufierp

Top Tweeters
Top Tweeters in Entire Graph:
@salvesayson
@wengcookie
@matthewtwihard
@averillanena
@tinamarie_80s
@ellina_gen
@cpjayloni
@rjber15
@leratomannya
@7b73f39b85e1415

Top Tweeters in G1:
@ginalawriw
@politicalhedge
@dailystar
@brontyman
@my234radio
@dev_discourse
@isearch247
@dubvnow
@beenewsdaily
@a1rwick

Top Tweeters in G2:
@pickooo
@babun1515
@shriparv
@hariyanekachora
@singhtivendra
@aksinhaster
@aapactive123
@officialinderj
@footloose_free
@bondrana

Top Tweeters in G3:
@saizdeku
@alllwftopic
@ayeeety_
@reggie_isdead
@chelzzayy
@__vsmithii
@amadafrink
@bigorangeheupel
@donnywomacc
@weesydney

Top Tweeters in G4:
@billm9
@janesepmeier
@paulmick
@amorgaia
@umbrios
@yoshiefuruhashi
@pdeppisch
@iamchey_d
@leene50
@neighbour_kx

Top Tweeters in G5:
@origamigryphon
@azuletaco
@kdgvillain
@mrx_uni
@jackbrosrights
@arcangelchris_
@xenojaed
@pacatus
@fuckmeryuko
@narutoaster385

Top Tweeters in G6:
@itseffinjas
@cieranicole____
@down2marsgirl
@badgalcharlee
@tm_madhatter
@acekodak
@marathon_luck
@essenceofshyand
@avneetkaurdhami
@iluvbrittanyyyy

Top Tweeters in G7:
@marciabunney
@notacquiescing
@dunnclan
@dupe1970
@randomutfan
@fight4women
@atheistengineer
@defiantlyfree
@madorairene
@notmuchelse

Top Tweeters in G8:
@thinkkimthink
@monitor_ph
@hragy
@lluis1966
@crispysugar
@mededbot
@xmisschocoholic
@libbyextra
@medicoalmaycuer
@senthilrajaman9

Top Tweeters in G9:
@debilu2
@justwhatnowwhy
@brettaapplebaum
@multijo1
@cindyceemerson
@elevenbravo138
@kavn
@alephsmom
@nanelvisfan
@teeheeheemcfee

Top Tweeters in G10:
@rjber15
@jjdebenedictis
@youranonriots
@ambrowoll
@britanniacomms
@letsroc137
@mannumellow
@bustanulis
@pucemargine
@lady_fabi


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