cesarean OR c-section, Twitter, 3/21/2020 8:07:49 AM, 223366


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cesarean OR c-section_2020-03-20_20-11-03.xlsx
cesarean OR c-section_2020-03-20_20-11-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 21, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3divpsn
@thekalenallen
@kleighchi
@thisjamescoker
@tawnjayy
@ekyvee
@all_cake88
@blkbarbsash
@profblmkelley
@camillgrace
@brocode_tv

Top hashtags:
#covid19
#cesarean
#pregnancy
#mothernotpatient
#cumh
#pregnant
#women

Description:
Description
The graph represents a network of 6,569 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 Saturday, 21 March 2020 at 03:12 UTC.

The requested start date was Saturday, 21 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 11-hour, 26-minute period from Monday, 09 March 2020 at 20:37 UTC to Friday, 20 March 2020 at 08:03 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 : 6569
Unique Edges : 6433
Edges With Duplicates : 1487
Total Edges : 7920
Number of Edge Types : 4
MentionsInRetweet : 3263
Tweet : 1199
Replies to : 1073
Mentions : 2385
Self-Loops : 1199
Reciprocated Vertex Pair Ratio : 0.0145716292134831
Reciprocated Edge Ratio : 0.0287246928534349
Connected Components : 1765
Single-Vertex Connected Components : 811
Maximum Vertices in a Connected Component : 1041
Maximum Edges in a Connected Component : 1217
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.890764
Graph Density : 0.000133943082232662
Modularity : 0.767849
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 6,569 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 Saturday, 21 March 2020 at 03:12 UTC.

The requested start date was Saturday, 21 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 11-hour, 26-minute period from Monday, 09 March 2020 at 20:37 UTC to Friday, 20 March 2020 at 08:03 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:
[25] https://www.dailymail.co.uk/sciencetech/article-8116945/Babies-born-C-section-likely-catch-coronavirus.html
[11] https://twitter.com/all_cake88/status/1236759419700068360
[10] https://www.devdiscourse.com/article/health/716629-i-was-prepared-for-c-section-but-taken-for-normal-delivery-prof-ipshita-bansal
[9] https://www.devdiscourse.com/article/health/713070-c-section-brings-many-complications-says-dr-saloni-gupta-ob-gyn-abhishek-hospital
[7] https://www.devdiscourse.com/article/health/720639-impatience-and-intolerance-among-pregnant-women-also-adding-to-cesarean-delivery
[7] https://twitter.com/All_Cake88/status/1236759419700068360
[6] http://usworld.info/0dMztZ
[6] https://www.mdedge.com/obgyn/article/218285/obstetrics/eras-protocol-cesarean-delivery-reduces-opioid-usage
[5] https://www.irishexaminer.com/breakingnews/ireland/microbes-may-be-added-to-supplements-for-c-section-babies-987579.html#.XmtRoeU6LUE.twitter
[5] https://theconversation.com/newborn-babies-weigh-less-today-possibly-due-to-the-increased-popularity-of-cesarean-sections-and-induced-labor-132650?utm_source=twitter&utm_medium=bylinetwitterbutton

Top URLs in Tweet in G1:
[9] https://twitter.com/all_cake88/status/1236759419700068360
[6] https://twitter.com/All_Cake88/status/1236759419700068360
[6] https://www.dailymail.co.uk/sciencetech/article-8116945/Babies-born-C-section-likely-catch-coronavirus.html
[4] https://theconversation.com/newborn-babies-weigh-less-today-possibly-due-to-the-increased-popularity-of-cesarean-sections-and-induced-labor-132650
[4] https://itunes.apple.com/app/apple-store/id384101264?pt=300983&ct=social-shares-in-app&mt=8
[4] https://www.thehealthyhomeeconomist.com/social-services-sedates-and-forcibly-removes-baby-from-mothers-womb-because-she-did-not-take-her-medication/
[3] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://www.dailymail.co.uk/femail/article-8120427/Social-media-influencer-spends-2-600-look-glamorous-planned-cesarean-section.html
[2] https://twitter.com/dripfluencer/status/1237573996901613568
[2] https://twitter.com/PsychologyDoc/status/1137124020061704196

Top URLs in Tweet in G2:
[1] https://twitter.com/profblmkelley/status/1240455561826664448

Top URLs in Tweet in G3:
[1] https://twitter.com/elcrucifixio/status/1237252707452358656

Top URLs in Tweet in G7:
[2] https://link.springer.com/article/10.1007/s12630-020-01630-7
[1] https://twitter.com/ron_george/status/1240682413438562305
[1] https://www.qxmd.com/r/30895598
[1] https://twitter.com/sallyshiels1/status/1238566918224822273
[1] https://www.rcoa.ac.uk/news/rcoa-response-exposure-general-anesthesia-cesarean-delivery-odds-severe-postpartum-depression
[1] https://www.sciencedirect.com/science/article/pii/S0959289X19300147?via%3Dihub
[1] https://www.sciencedirect.com/science/article/pii/S0959289X1930545X?via%3Dihub
[1] https://www.ncbi.nlm.nih.gov/pubmed/32156175/

Top URLs in Tweet in G8:
[1] http://died.It

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[55] covid19
[47] cesarean
[38] pregnancy
[25] mothernotpatient
[24] cumh
[22] pregnant
[20] women
[15] pregnantlady
[15] motherhood
[13] csection



Top Hashtags in Tweet in G1:
[13] csection
[13] gucci
[12] pregnancy
[11] covid19
[8] coronavirus
[7] cesarean
[7] c
[6] homecoming
[4] scar
[4] surgery

Top Hashtags in Tweet in G2:
[3] homecoming

Top Hashtags in Tweet in G7:
[26] cesarean
[10] covid_19
[9] covid19
[7] covidob
[7] obanes
[4] simulation
[4] covid19_sim
[2] anesthesiologist
[2] obgyn
[1] meded

Top Words
Top Words in Tweet in Entire Graph:
[3055] Words in Sentiment List#1: Positive
[4382] Words in Sentiment List#2: Negative
[66] Words in Sentiment List#3: Angry/Violent
[126001] Non-categorized Words
[133439] Total Words
[3628] section
[741] birth
[725] cesarean
[721] baby
[710] beyoncé

Top Words in Tweet in G1:
[801] section
[202] cesarean
[118] baby
[107] birth
[79] #
[75] delivery
[73] emergency
[70] having
[63] born
[57] hospital

Top Words in Tweet in G2:
[382] emergency
[382] section
[324] beyoncé
[324] baby
[323] go
[323] rehearsal
[323] lose
[323] weight
[323] perform
[323] flawlessly

Top Words in Tweet in G3:
[366] beyoncé
[349] performed
[349] high
[349] heels
[349] hours
[349] straight
[349] hitting
[349] count
[349] choreo
[349] pregnant

Top Words in Tweet in G4:
[49] section
[24] emergency
[21] abortion
[18] deepdownimnot
[17] uterusdecision
[17] lilmotherhooker
[14] mikeythefireman
[12] shamar_ezer
[12] tunicornelius
[12] liviniusw

Top Words in Tweet in G5:
[231] section
[230] brocode_tv
[230] virgin
[230] bros
[230] born
[230] literally
[230] never
[230] touched
[230] pussy
[230] entire

Top Words in Tweet in G6:
[177] producer
[177] used
[177] work
[177] passed
[177] away
[177] complications
[177] childbirth
[177] complained
[177] hospital
[176] thisjamescoker

Top Words in Tweet in G7:
[81] cesarean
[81] anesthetic
[51] general
[46] obstetrician
[46] friends
[46] stat
[46] fastest
[46] option
[46] weeks
[45] caitlindsutton

Top Words in Tweet in G8:
[135] section
[132] all_cake88
[99] blkbarbsash
[95] started
[95] watch
[94] dr
[94] bf
[93] right
[93] before
[93] warned

Top Words in Tweet in G9:
[175] section
[66] caesarean
[66] procedure
[65] psychologydoc
[43] patient
[43] tachycardia
[43] during
[43] really
[43] anxious
[43] asked

Top Words in Tweet in G10:
[94] people
[94] die
[93] marlahooch1
[93] angrierwhstaff
[93] hospitals
[93] overwhelmed
[93] young
[93] trauma
[93] appendicitis
[93] needing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[646] emergency,section
[373] giving,birth
[354] pregnant,giving
[353] beyoncé,performed
[353] performed,high
[353] high,heels
[353] heels,hours
[353] hours,straight
[353] straight,hitting
[353] hitting,count

Top Word Pairs in Tweet in G1:
[63] emergency,section
[44] cesarean,section
[36] cesarean,delivery
[30] having,section
[26] section,scar
[26] #,luxury
[25] born,section
[24] higher,demise
[24] demise,rates
[24] rates,cesarean

Top Word Pairs in Tweet in G2:
[382] emergency,section
[323] beyoncé,emergency
[323] section,go
[323] go,rehearsal
[323] rehearsal,lose
[323] lose,baby
[323] baby,weight
[323] weight,perform
[323] perform,flawlessly
[322] thekalenallen,beyoncé

Top Word Pairs in Tweet in G3:
[349] beyoncé,performed
[349] performed,high
[349] high,heels
[349] heels,hours
[349] hours,straight
[349] straight,hitting
[349] hitting,count
[349] count,choreo
[349] choreo,pregnant
[349] pregnant,giving

Top Word Pairs in Tweet in G4:
[13] emergency,section
[10] third,trimester
[10] shanoawarrior,montlakeman
[10] montlakeman,bleudawn7
[10] bleudawn7,deepdownimnot
[10] deepdownimnot,matthew71925909
[10] matthew71925909,bettyboop7499
[10] liamdan008,stupidrock
[10] stupidrock,aitorlorda85
[10] aitorlorda85,fentanylchicom

Top Word Pairs in Tweet in G5:
[230] virgin,bros
[230] bros,born
[230] born,section
[230] section,literally
[230] literally,never
[230] never,touched
[230] touched,pussy
[230] pussy,entire
[230] entire,lives
[228] brocode_tv,virgin

Top Word Pairs in Tweet in G6:
[177] producer,used
[177] used,work
[177] work,passed
[177] passed,away
[177] away,complications
[177] complications,childbirth
[177] childbirth,complained
[177] complained,hospital
[176] thisjamescoker,producer

Top Word Pairs in Tweet in G7:
[46] obstetrician,friends
[46] friends,stat
[46] stat,general
[46] general,anesthetic
[46] anesthetic,cesarean
[46] cesarean,fastest
[46] fastest,option
[46] option,weeks
[45] caitlindsutton,obstetrician
[45] weeks,month

Top Word Pairs in Tweet in G8:
[98] blkbarbsash,all_cake88
[93] started,section
[93] dr,warned
[93] warned,bf
[92] all_cake88,right
[92] right,before
[92] before,started
[92] section,dr
[92] bf,watch
[92] watch,operation

Top Word Pairs in Tweet in G9:
[66] caesarean,section
[66] section,section
[66] section,procedure
[65] psychologydoc,caesarean
[43] patient,tachycardia
[43] tachycardia,during
[43] during,section
[43] section,really
[43] really,anxious
[43] anxious,asked

Top Word Pairs in Tweet in G10:
[94] people,die
[93] marlahooch1,angrierwhstaff
[93] angrierwhstaff,hospitals
[93] hospitals,overwhelmed
[93] overwhelmed,young
[93] young,people
[93] die,trauma
[93] trauma,appendicitis
[93] appendicitis,needing
[92] materia1wor1d,marlahooch1

Top Replied-To
Top Replied-To in Entire Graph:
@shadiasargi
@all_cake88
@remmy81017013
@angelahaggerty
@pattyarquette
@_ricciiirivero
@pulte
@jessbrammar
@realgpad
@nursekateern

Top Replied-To in G4:
@remmy81017013
@thefembat
@drjengunter
@doccynzl
@drpoppybhrt
@maestra_momma
@tsmith_m
@johnathan_moler
@stephfeminist
@sam_deloach

Top Replied-To in G5:
@aosakioya

Top Replied-To in G7:
@carolynweiniger
@casupdate
@anca287
@mattcameronmd
@drsusieunc

Top Replied-To in G8:
@all_cake88
@blkbarbsash
@aiyshahaq
@beautifulwon323
@joshzyx
@lboogiebella
@h3atheroo
@themisswawira
@timmygraceee
@bunmola2010

Top Replied-To in G10:
@marlahooch1

Top Mentioned
Top Mentioned in Entire Graph:
@kleighchi
@thekalenallen
@brocode_tv
@thisjamescoker
@all_cake88
@blkbarbsash
@angrierwhstaff
@materia1wor1d
@marlahooch1
@medical_healths

Top Mentioned in G1:
@muscwomenscare
@docplexus
@mamasoupapp

Top Mentioned in G2:
@thekalenallen
@profblmkelley
@kleighchi

Top Mentioned in G3:
@kleighchi
@thekalenallen

Top Mentioned in G4:
@deepdownimnot
@uterusdecision
@lilmotherhooker
@mikeythefireman
@shamar_ezer
@tunicornelius
@liviniusw
@stupidrock
@shanoawarrior
@matthew71925909

Top Mentioned in G5:
@brocode_tv

Top Mentioned in G6:
@thisjamescoker
@thekalenallen

Top Mentioned in G7:
@caitlindsutton
@cja_journal
@noolslucas
@carolynweiniger
@ruthi_landau
@ron_george
@emiliaguasch
@eltonchris
@sallyshiels1
@jeremyguemd

Top Mentioned in G8:
@all_cake88
@blkbarbsash
@aiyshahaq
@h3atheroo
@elainacscott
@miasiegert
@bunmola2010
@ohhckmo
@jesdeh2o
@kleighchi

Top Mentioned in G9:
@psychologydoc
@kainaataltaaf

Top Mentioned in G10:
@angrierwhstaff
@materia1wor1d
@marlahooch1

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@the_news_diva
@rlthingy
@lifetechnology1
@pairsonnalitesa
@leratomannya
@sainsburys
@pairsonnalitesn
@thehill
@eurekamag

Top Tweeters in G1:
@lifetechnology1
@pairsonnalitesa
@leratomannya
@pairsonnalitesn
@analyticaglobal
@500kflea
@sortiwa
@g_orl
@geoffsworlduk
@henson40

Top Tweeters in G2:
@panthergodbast
@perkins1704
@batistagii
@bettyb00p00
@targprincess
@aj_ishere
@theerealjasmine
@gobeygo
@beyhivedc
@_liciiaa_

Top Tweeters in G3:
@shaad_j
@twicedidthat
@cust3rd
@meemah_xo
@lasheznlipstick
@lisforlaice
@l1lw0p
@nmreenz
@eusaritita
@nty_o

Top Tweeters in G4:
@drjengunter
@lisawinslow
@fight4women
@travisdon1981
@bleudawn7
@angryandasian
@gimpmaker
@gamingmentor101
@montlakeman
@ozgoofyprincess

Top Tweeters in G5:
@wafunya
@menteh_
@ahmadbaba_
@collinskevs
@ian_tweezy
@blackandfly
@limayangutd
@lordmcpherson
@muthoga_jay
@andymaina_

Top Tweeters in G6:
@quadre
@amacutnso
@mindlesschika
@___johnnyb
@cgoinggal
@__dointheemost
@4closurenation2
@saritabebecita
@jxnewton
@tomyhilfg

Top Tweeters in G7:
@poximuz
@bobittyboop
@beyogluilhan
@amit_pawa
@ron_george
@gene_hobbs
@nishaobgyn
@ayoubdangor
@curromir
@doctormommytina

Top Tweeters in G8:
@habbradley
@alposkis
@robisrandomaf_6
@egho231
@badmansaks
@franley12
@mastatunechi
@eromzy
@relkia21
@shandiditbetter

Top Tweeters in G9:
@pr0ud_pakistani
@gul5waqas
@heyymahira
@amsyedafatima
@kaaz_7
@komallsalman
@rajeshrawal007
@holaitsabdullah
@sakhwa
@aaron_wekhola

Top Tweeters in G10:
@brettaapplebaum
@akeleven
@ofpeopl
@icntoan
@materia1wor1d
@mamalocaz
@bitte__b
@bently46
@objkshn
@potusisdanger


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