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cesarean OR c-section_2021-11-12_06-14-38.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 12, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3c7DYXG
@lindsaydevon
@sapienwoman
@repswalwell
@bluewaveragain
@stevieanntas
@people
@alyssa_milano
@chronic_chels
@blessingdesiyan
@kbloomers

Top hashtags:
#kantbalu
#onthisday
#gh
#generalhospital
#cesarean

Description:
Description
The graph represents a network of 8,965 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, 12 November 2021 at 14:21 UTC.

The requested start date was Friday, 12 November 2021 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, 12-hour, 58-minute period from Friday, 29 October 2021 at 12:00 UTC to Friday, 12 November 2021 at 00:58 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 : 8965
Unique Edges : 5402
Edges With Duplicates : 8702
Total Edges : 14104
Number of Edge Types : 5
Retweet : 3908
MentionsInRetweet : 4794
Tweet : 1642
Replies to : 1983
Mentions : 1777
Self-Loops : 1670
Reciprocated Vertex Pair Ratio : 0.0145272385723231
Reciprocated Edge Ratio : 0.0286384396988026
Connected Components : 2268
Single-Vertex Connected Components : 1058
Maximum Vertices in a Connected Component : 2225
Maximum Edges in a Connected Component : 4762
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.702
Graph Density : 0.000100806025116765
Modularity : 0.606539
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,965 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, 12 November 2021 at 14:21 UTC.

The requested start date was Friday, 12 November 2021 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, 12-hour, 58-minute period from Friday, 29 October 2021 at 12:00 UTC to Friday, 12 November 2021 at 00:58 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:
[71] https://people.com/parents/colleen-ballinger-welcomes-twins-emergency-c-section/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=618c3d2474f8de0001e87031
[36] https://www.mirror.co.uk/news/world-news/youngest-mum-5-record-forced-25411305
[30] http://it.So
[29] https://health.clevelandclinic.org/why-you-should-carefully-weigh-c-section-against-a-vaginal-birth/?utm_medium=social&utm_source=twitter&utm_campaign=cc+tweets
[18] https://twitter.com/thegallowboob/status/1454163660792680453
[14] https://www.spectrumnews.org/news/cesarean-delivery-unlikely-to-sway-childs-likelihood-of-autism/
[9] https://twitter.com/ronnyrxck/status/1458257724085526530
[9] https://people.com/parents/alyssa-milano-loves-c-section-scar-exclusive-me-becoming-mom-podcast/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=61868792dc5dd300010549bb
[8] https://people.com/parents/criss-angel-wife-shaunyl-benson-welcome-baby-daughter/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=618558c1dc5dd3000105146d
[8] https://twitter.com/RepSwalwell/status/1456405981156491270

Top URLs in Tweet in G1:
[14] https://twitter.com/thegallowboob/status/1454163660792680453
[9] https://twitter.com/ronnyrxck/status/1458257724085526530
[7] https://twitter.com/RepSwalwell/status/1456405981156491270
[7] https://www.yahoo.com/lifestyle/jessie-james-decker-bikini-photos-moms-rock-the-c-section-scar-145833347.html
[6] https://twitter.com/ambernoelle/status/1453711552725540866
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[4] https://twitter.com/sesmith/status/1454325921700192256
[4] https://www.mirror.co.uk/news/world-news/youngest-mum-5-record-forced-25411305?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[3] https://twitter.com/lindsaydevon/status/1453757099024990214
[3] https://twitter.com/tattoosntltties/status/1454821112098041858

Top URLs in Tweet in G2:
[1] https://twitter.com/oliviamesser/status/1454258517402132480
[1] https://twitter.com/lindsaydevon/status/1453761036851548162

Top URLs in Tweet in G3:
[1] https://twitter.com/locum_pro/status/1456229564305313792

Top URLs in Tweet in G4:
[1] https://twitter.com/chris_notcapn/status/1457641017197404166
[1] https://twitter.com/hogan_1969/status/1456408127369359360
[1] https://twitter.com/repswalwell/status/1454804230968074243

Top URLs in Tweet in G5:
[1] https://twitter.com/coach_crash/status/1457153742231453697

Top URLs in Tweet in G6:
[71] https://people.com/parents/colleen-ballinger-welcomes-twins-emergency-c-section/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=618c3d2474f8de0001e87031
[9] https://people.com/parents/alyssa-milano-loves-c-section-scar-exclusive-me-becoming-mom-podcast/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=61868792dc5dd300010549bb
[7] https://people.com/parents/criss-angel-wife-shaunyl-benson-welcome-baby-daughter/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=618558c1dc5dd3000105146d
[5] https://people.com/parents/criss-angel-wife-shaunyl-benson-holds-newborn-baby-first-time-four-days-after-c-section/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=618ac715f508370001d7e99e
[2] https://podcasts.apple.com/us/podcast/me-becoming-mom/id1586155512
[1] https://twitter.com/jesseca_cmb/status/1415512706786922503
[1] https://www.youtube.com/watch?v=tqm8MWf7JUs&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://www.instagram.com/the_fitmamabanyana/

Top URLs in Tweet in G10:
[2] https://thebaffler.com/latest/left-behind-kiesling
[1] https://www.fearfreechildbirth.com/podcast-2/
[1] https://www.youtube.com/watch?v=EYi5aW1GdUU

[1] https://twitter.com/kendraffe/status/1457744655513227267

Top Domains
Top Domains in Tweet in Entire Graph:
[288] twitter.com
[96] people.com
[59] co.uk
[54] animalvictory.org
[31] clevelandclinic.org
[30] it.so
[16] yahoo.com
[14] spectrumnews.org
[11] youtube.com
[10] nih.gov

Top Domains in Tweet in G1:
[188] twitter.com
[40] animalvictory.org
[18] co.uk
[9] yahoo.com
[7] nih.gov
[5] spitupandsitups.com
[4] t.me
[3] pregnanteve.com
[3] blogspot.com
[3] howtohaveababy.biz

Top Domains in Tweet in G2:
[2] twitter.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[3] twitter.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[92] people.com
[2] apple.com
[1] twitter.com
[1] youtube.com

Top Domains in Tweet in G9:
[1] instagram.com

Top Domains in Tweet in G10:
[2] thebaffler.com
[1] fearfreechildbirth.com
[1] youtube.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[167] kantbalu
[36] onthisday
[36] gh
[36] generalhospital
[27] cesarean
[26] fundraising
[25] rexis
[23] csection
[17] birth
[15] pregnancy



Top Hashtags in Tweet in G1:
[16] csection
[9] birth
[6] cesarean
[5] postpartum
[5] rhopreunion
[5] momlife
[3] paidleave
[3] doula
[3] baby
[3] patriarchy

Top Hashtags in Tweet in G2:
[1] itsjustalittlepain

Top Hashtags in Tweet in G4:
[11] paidleaveforall
[3] paidfamilyleave
[1] hjb

Top Hashtags in Tweet in G6:
[1] queencolleen
[1] queenofyoutube
[1] colleen
[1] colleenballinger

Top Hashtags in Tweet in G7:
[163] kantbalu
[1] whatshappeninginmyanmar

Top Hashtags in Tweet in G10:
[1] fearnotthecsection

Top Words
Top Words in Tweet in Entire Graph:
[6242] section
[1406] baby
[899] delivery
[867] emergency
[833] birth
[814] one
[743] weeks
[713] first
[707] cesarean
[589] anything

Top Words in Tweet in G1:
[1034] section
[187] cesarean
[175] birth
[164] baby
[116] emergency
[108] weeks
[85] having
[81] scar
[78] pregnant
[73] born

Top Words in Tweet in G2:
[422] section
[388] lindsaydevon
[381] baby
[374] stairs
[371] walk
[370] best
[370] drive
[369] anything
[369] heavier
[368] tell

Top Words in Tweet in G3:
[396] lemme
[396] jump
[396] first
[396] twin
[396] section
[396] delivery
[396] quick
[396] flex
[396] mother
[396] named

Top Words in Tweet in G4:
[265] repswalwell
[247] section
[85] hogan_1969
[84] weeks
[70] incision
[67] blood
[67] newborn
[65] under
[65] alone
[63] sutures

Top Words in Tweet in G5:
[92] section
[56] ambernoelle
[36] still
[25] one
[19] birth
[18] home
[17] pain
[15] being
[15] sent
[15] week

Top Words in Tweet in G6:
[174] section
[99] people
[96] emergency
[84] colleen
[82] twins
[71] ballinger
[71] welcomes
[71] 'magical
[71] chaos'
[52] colleenb123

Top Words in Tweet in G7:
[164] hospital
[163] junta
[163] troops
[163] sealed
[163] house
[163] nld
[163] mp
[163] dr
[163] hlaing
[163] myint

Top Words in Tweet in G8:
[161] section
[155] baby
[155] blessingdesiyan
[154] walk
[154] stairs
[154] anything
[154] heavier
[153] 6wks
[153] ago
[153] lift

Top Words in Tweet in G9:
[178] section
[175] kgothatso___
[173] still
[173] things
[173] really
[173] insecure
[173] changed
[173] loving
[173] scars
[173] stretch

Top Words in Tweet in G10:
[95] section
[78] kendraffe
[45] baby
[28] emergency
[28] birth
[23] lydiakiesling
[21] take
[19] labor
[19] usually
[18] trying

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[742] emergency,section
[543] anything,heavier
[541] heavier,baby
[537] walk,stairs
[520] section,delivery
[401] twin,section
[400] lemme,jump
[400] jump,first
[400] first,twin
[400] delivery,quick

Top Word Pairs in Tweet in G1:
[96] emergency,section
[46] performed,section
[45] section,scar
[44] cesarean,section
[42] died,fake
[42] properly,sedated
[41] pregnant,dog
[41] dog,died
[41] fake,vet
[41] vet,performed

Top Word Pairs in Tweet in G2:
[369] walk,stairs
[369] anything,heavier
[369] heavier,baby
[368] best,section
[368] section,tell
[368] tell,walk
[368] stairs,drive
[368] drive,hold
[368] hold,anything
[367] lindsaydevon,best

Top Word Pairs in Tweet in G3:
[396] lemme,jump
[396] jump,first
[396] first,twin
[396] twin,section
[396] section,delivery
[396] delivery,quick
[396] quick,flex
[396] flex,mother
[396] mother,named
[396] named,one

Top Word Pairs in Tweet in G4:
[85] hogan_1969,repswalwell
[82] repswalwell,section
[62] section,blood
[62] blood,bubble
[62] bubble,formed
[62] formed,under
[62] under,incision
[62] incision,burst
[62] burst,sutures
[62] sutures,open

Top Word Pairs in Tweet in G5:
[19] ambernoelle,one
[15] sent,home
[14] section,still
[13] ambernoelle,section
[13] one,week
[13] week,section
[13] still,being
[12] iamagenxmom,ambernoelle
[12] section,moms
[12] moms,sent

Top Word Pairs in Tweet in G6:
[95] emergency,section
[72] twins,emergency
[71] colleen,ballinger
[71] ballinger,welcomes
[71] welcomes,twins
[71] section,'magical
[71] 'magical,chaos'
[70] people,colleen
[19] section,scar
[12] wife,shaunyl

Top Word Pairs in Tweet in G7:
[163] junta,troops
[163] troops,sealed
[163] sealed,house
[163] house,nld
[163] nld,mp
[163] mp,dr
[163] dr,hlaing
[163] hlaing,myint
[163] myint,family
[163] family,owned

Top Word Pairs in Tweet in G8:
[154] walk,stairs
[154] anything,heavier
[154] heavier,baby
[153] 6wks,ago
[153] ago,section
[153] stairs,lift
[153] lift,anything
[153] baby,cough
[153] cough,sneeze
[152] blessingdesiyan,6wks

Top Word Pairs in Tweet in G9:
[173] still,things
[173] things,really
[173] really,insecure
[173] insecure,changed
[173] changed,loving
[173] loving,section
[173] section,scars
[173] scars,stretch
[173] stretch,marks
[172] kgothatso___,still

Top Word Pairs in Tweet in G10:
[22] emergency,section
[17] powerful,essay
[17] essay,lydiakiesling
[17] lydiakiesling,nightmare
[17] nightmare,trying
[17] trying,take
[17] take,parental
[17] parental,leave
[17] leave,america
[17] america,usually

Top Replied-To
Top Replied-To in Entire Graph:
@repswalwell
@kendraffe
@kaylachowshow
@colleenb123
@cesarean_pizza
@ambernoelle
@vmac515
@tattoosntltties
@morninggloria
@fataleradfem

Top Replied-To in G1:

Top Replied-To in G2:
@lindsaydevon
@thelauracoates
@noodleznjustice
@sheenawellbrock
@_gemini_feed
@pizza_meeple
@mendonttweet
@ambernoelle
@artsydoe
@shwavybitch

Top Replied-To in G4:
@repswalwell
@cieloisblue2
@thequeensjester
@hogan_1969
@irishrygirl
@maggieformo
@takarasmama
@sunflowermpls
@kendraffe
@avygal

Top Replied-To in G5:
@ambernoelle
@hilarygeren
@meljsaysso
@rebekahwriter
@laraengh
@spanglewalter
@obesityepidemik
@orwellianmsm
@stevieanntas
@janemarch888

Top Replied-To in G6:
@colleenb123
@erikleenz
@people
@ballingermom
@natashacmb_2
@alyssa_milano
@hellocmbxoxo
@teamcolleenb123
@jennycmb
@glitterngus

Top Replied-To in G8:
@blessingdesiyan
@nickguillory

Top Replied-To in G9:
@kgothatso___
@matema_

Top Replied-To in G10:
@kendraffe
@shaindelr
@redpentweeting
@rvoronacote
@wayne_deer
@ambernoelle
@ellehm
@kristinrockaway
@golakaihj
@vickymharris

Top Mentioned
Top Mentioned in Entire Graph:
@drlemzy
@lindsaydevon
@kgothatso___
@repswalwell
@harunochill
@blessingdesiyan
@aslah92
@people
@aunty_les
@hogan_1969

Top Mentioned in G1:
@sillymickel
@mirutherford51
@whatiscosplay
@mariska27131324
@magamagarte
@gpbgeorge
@jhealthqualityr

Top Mentioned in G2:
@lindsaydevon
@thelauracoates
@stevijopayne
@infonewsjunkie
@alicema46144554
@inadash
@gwensnyderphl
@iblame
@abenyola
@braign

Top Mentioned in G3:
@drlemzy

Top Mentioned in G4:
@repswalwell
@hogan_1969
@cieloisblue2
@mrswoods719
@nurseceecee
@optphilosophy
@christinaj1118
@jluttrellwvu
@ttkimmell
@kopfkino58

Top Mentioned in G5:
@ambernoelle
@deidrejowen
@chronic_chels
@iamagenxmom
@krispi_largo
@stephfeminist
@stevieanntas
@sapienwoman
@vickie627
@abovenun

Top Mentioned in G6:
@people
@colleenb123
@alyssa_milano
@natashacmb_2
@hellocmbxoxo
@relax_podcast
@youtube
@erik_stocklin
@janice_m_k_
@charncle

Top Mentioned in G7:
@harunochill

Top Mentioned in G8:
@blessingdesiyan
@efstokes
@andreavbecker
@lindsaydevon
@alexisohanian

Top Mentioned in G9:
@kgothatso___
@tman__touch

Top Mentioned in G10:
@lydiakiesling
@kendraffe
@anitafelicelli
@rvoronacote
@annasproul
@shaindelr
@janesamerica
@smriveravasquez
@caridubiel

Top Tweeters
Top Tweeters in Entire Graph:
@wengcookie
@pinkyfaye
@derick04kt1772
@dichristine
@lasillarota
@aldubftnqt
@mattmurph24
@ellina_gen
@aguduyy
@serendipitysays

Top Tweeters in G1:
@johnapp63499667
@ok_magazine
@effiemagic
@1feralkat
@_selenators1992
@causticbob
@zmthebrand
@letanthonyrock
@riskalert
@chefbigfine_

Top Tweeters in G2:
@squirrel1110
@lianabrooks
@ecwpunk81
@msochubbard
@elevenbravo138
@stevijopayne
@msjbe20a
@bettyb00p00
@kevinrns
@joshuacaleb75

Top Tweeters in G3:
@mzlianne
@_pureivory
@msyonwaba
@oheneba08
@az_bassit
@legace_
@kobbykatalyst1
@mykwesi
@kallme_koomson
@tharyeebah

Top Tweeters in G4:
@teram323tere
@samhainnight
@sexygirl798
@the_lady_red
@smilan317
@m5b1tch
@barbie892
@sevenbowie
@thekoolcat01
@shell_loyd

Top Tweeters in G5:
@nytimes
@dormousegirl
@vickie627
@jencages
@gregcampnc
@npr
@caffienekitty
@medwoman1
@hedwiggraymalk
@marigolds

Top Tweeters in G6:
@oldsalz
@guardian_elite
@pink1963dsw
@mrshikharmisra
@amndaadreamin
@milliecekovic
@melissax1125
@people
@thor_2000
@swiftiecat17

Top Tweeters in G7:
@pokey40715613
@giveoursback
@emilylynn1323
@minthant47
@min0011228
@winthinzarmaw2
@matthewk12321
@honeyhoney78942
@susan39977260
@daungkyawt

Top Tweeters in G8:
@dichristine
@angie_goodwood
@highheelesquire
@anthropic
@black0_0rabbit
@radseed
@sircoach
@deelishis_dee
@shobz
@_morgankd

Top Tweeters in G9:
@breezymeister14
@khanyi_jamani
@2lah3
@kganyasp
@aht_yssy
@thapz__
@gavuza8
@lilithra_ii
@tman__touch
@uncle__za

Top Tweeters in G10:
@astridbears
@krikalitika
@shaindelr
@lisaeirene
@bad_takes
@rvoronacote
@whet
@archijake
@neceactually
@dutchessabroad


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