cesarean OR c-section, Twitter, 1/8/2021 3:22:15 PM, 245216


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cesarean OR c-section_2021-01-08_06-29-01.xlsx
cesarean OR c-section_2021-01-08_06-29-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3hX0dSo
@0atm1lker
@ndumymbingo
@_qutnosity
@sebo_worldwide
@swag420__
@niggazwilin
@observerug
@scarymommy
@nornorenor
@catadopt

Top hashtags:
#cesarean
#pregnancy
#dexmedetomidine
#shivering
#neopapers
#drpol
#covid19

Description:
Description
The graph represents a network of 8,598 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, 08 January 2021 at 14:54 UTC.

The requested start date was Friday, 08 January 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 7-day, 9-hour, 56-minute period from Friday, 25 December 2020 at 21:15 UTC to Saturday, 02 January 2021 at 07:12 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 : 8598
Unique Edges : 2717
Edges With Duplicates : 11762
Total Edges : 14479
Number of Edge Types : 5
Retweet : 5734
MentionsInRetweet : 5966
Tweet : 954
Replies to : 831
Mentions : 994
Self-Loops : 963
Reciprocated Vertex Pair Ratio : 0.00702265800980522
Reciprocated Edge Ratio : 0.0139473684210526
Connected Components : 1432
Single-Vertex Connected Components : 665
Maximum Vertices in a Connected Component : 4292
Maximum Edges in a Connected Component : 8590
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.210112
Graph Density : 0.000102818017277377
Modularity : 0.470301
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,598 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, 08 January 2021 at 14:54 UTC.

The requested start date was Friday, 08 January 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 7-day, 9-hour, 56-minute period from Friday, 25 December 2020 at 21:15 UTC to Saturday, 02 January 2021 at 07:12 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:
[13] https://twitter.com/Sabeenahmad1/status/1341276868071227392
[9] https://www.psychologytoday.com/us/blog/push-back/202012/forcing-psychiatric-visits-those-requesting-c-section
[7] https://twitter.com/sabeenahmad1/status/1341276868071227392
[6] https://twitter.com/0atm1lker/status/1341894515037065217
[5] https://www.usatoday.com/story/news/health/2020/12/21/the-joint-commission-report-cesarean-section-birth-rates/3943700001/
[4] https://twitter.com/cartierblade/status/1343280882396774401
[4] https://www.nzherald.co.nz/nz/doctor-denied-c-sectioncaesarean-at-auckland-hospital-why-is-the-ministry-of-health-controlling-how-we-birth/LN4AAWN4NLSIPZAQE5ENQ6TIBA/
[4] https://twitter.com/0ATM1LKER/status/1341894515037065217
[3] https://twitter.com/mafuyumaru/status/1344934967940288512
[3] https://twitter.com/theraptakes/status/1342534741376049153

Top URLs in Tweet in G2:
[12] https://twitter.com/Sabeenahmad1/status/1341276868071227392
[7] https://twitter.com/sabeenahmad1/status/1341276868071227392
[6] https://twitter.com/0atm1lker/status/1341894515037065217
[4] https://twitter.com/cartierblade/status/1343280882396774401
[3] https://kasapafmonline.com/2020/12/majority-of-babies-delivered-on-xmas-day-came-through-cesarean-at-e-r-hospital/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.instagram.com/accounts/login/
[3] https://celeb-media.com/
[3] https://www.usatoday.com/story/news/health/2020/12/21/the-joint-commission-report-cesarean-section-birth-rates/3943700001/
[3] https://twitter.com/mafuyumaru/status/1344934967940288512
[2] https://twitter.com/0ATM1LKER/status/1341894515037065217

Top URLs in Tweet in G3:
[1] https://observer.ug/news/headlines/67916-oyam-patients-forced-to-work-in-gardens-in-exchange-for-treatment

Top URLs in Tweet in G6:
[1] https://herald-dispatch.com/news/community-rallies-to-help-newborn-family-in-wake-of-covid-19-death/article_05ca6e61-aebc-5973-8759-3b6d61b51a53.html
[1] https://www.goodmorningamerica.com/wellness/story/mom-died-due-covid-19-meets-newborn-son-71771513
[1] https://www.news5cleveland.com/news/continuing-coverage/coronavirus/woman-dies-from-coronavirus-after-giving-birth
[1] https://www.theguardian.com/world/2020/apr/29/coronavirus-andrea-circle-bear-federal-prison-death
[1] https://www.dailymail.co.uk/news/article-8544075/Covid-19-mother-gave-birth-ventilator-dies-never-having-met-newborn-daughter.html
[1] https://www.wlwt.com/article/ohio-baby-out-of-the-nicu-home-with-mom-who-gave-birth-on-a-ventilator-while-fighting-covid-19/33353316#

Top URLs in Tweet in G7:
[1] https://twitter.com/KristyJMJ/status/1343745768407105536

Top URLs in Tweet in G8:
[2] https://www.obgproject.com/2020/12/29/cesarean-antimicrobial-prophylaxis-prior-to-incision-or-following-cord-clamping/
[1] https://www.obgproject.com/2019/05/03/planned-cesarean-is-neonatal-cord-ph-related-to-the-length-of-time-between-spinal-anesthesia-placement-and-delivery/
[1] https://www.ajog.org/article/S0002-9378(20)30066-1/fulltext
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2820%2930038-7%2Ffulltext&rc=0
[1] https://www.thieme-connect.com/products/ejournals/abstract/10.1055/s-0040-1721698

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[23] cesarean
[13] pregnancy
[12] dexmedetomidine
[12] shivering
[9] neopapers
[8] drpol
[7] covid19
[7] ysjaganyearrewind
[7] birth
[6] scary



Top Hashtags in Tweet in G2:
[7] cesarean
[6] csection
[5] birth
[5] momlife
[5] pregnancy
[4] ysjaganyearrewind
[3] showbiz
[3] tv
[2] childbirth
[2] health

Top Hashtags in Tweet in G3:
[1] health
[1] uganda
[1] poverty
[1] corruption

Top Hashtags in Tweet in G8:
[4] cesarean
[3] grandrounds
[2] antibiotic
[2] prophylaxis
[2] womenshealth
[2] obgyn
[2] pregnancy
[1] meded
[1] foamed
[1] obstetrics

Top Words
Top Words in Tweet in Entire Graph:
[6599] section
[4741] baby
[4136] never
[4096] birthday
[4076] evicted
[4056] 0atm1lker
[536] cesarean
[516] work
[351] women
[328] go

Top Words in Tweet in G1:
[4046] section
[4044] 0atm1lker
[4043] evicted
[4040] baby
[4040] never
[4040] birthday
[4] babies
[3] aren
[3] extracted
[3] literally

Top Words in Tweet in G2:
[633] section
[152] baby
[124] cesarean
[101] birth
[66] born
[66] emergency
[51] time
[47] delivery
[45] day
[40] being

Top Words in Tweet in G3:
[221] poor
[221] oyam
[221] patients
[221] forced
[221] work
[221] gardens
[221] health
[221] workers
[221] exchange
[221] treatment

Top Words in Tweet in G4:
[246] women
[246] go
[246] wearing
[246] maternity
[246] section
[245] scarymommy
[245] back
[245] work
[245] engorged
[245] nursing

Top Words in Tweet in G5:
[190] section
[187] baby
[185] days
[185] inductions
[184] ndumymbingo
[184] excruciating
[184] labor
[184] failed
[184] finally
[184] arms

Top Words in Tweet in G6:
[201] pregnant
[195] cleavon_md
[115] 30
[87] months
[76] section
[75] emergent
[66] andrea
[66] circle
[66] bear
[66] locked

Top Words in Tweet in G7:
[12] section
[5] ginnyscamander
[5] abortion
[5] birth
[3] arachne646
[3] sierradeciduous
[3] seltzvan
[3] notabrokenthing
[3] doccynzl
[3] shanoawarrior

Top Words in Tweet in G8:
[90] placenta
[56] cesarean
[50] ajog_thegray
[45] smfm
[45] series
[42] consult
[30] minimizing
[30] surgical
[30] blood
[30] loss

Top Words in Tweet in G9:
[6] cleavon_md
[6] pregnant
[4] section
[3] emergent
[3] 30
[2] know
[2] nothing
[2] wks
[2] 35
[2] months

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4326] section,baby
[4075] baby,never
[4056] never,birthday
[4056] birthday,evicted
[4049] 0atm1lker,section
[252] back,work
[248] go,back
[247] women,go
[247] healing,section
[246] work,engorged

Top Word Pairs in Tweet in G1:
[4042] 0atm1lker,section
[4040] section,baby
[4040] baby,never
[4040] never,birthday
[4040] birthday,evicted
[4] section,babies
[3] babies,aren
[3] aren,evicted
[3] evicted,extracted
[3] extracted,literally

Top Word Pairs in Tweet in G2:
[53] emergency,section
[45] section,baby
[30] cesarean,section
[29] section,scar
[18] cesarean,delivery
[16] scheduled,section
[16] born,section
[16] birth,section
[16] rs,000
[15] having,section

Top Word Pairs in Tweet in G3:
[221] poor,oyam
[221] oyam,patients
[221] patients,forced
[221] forced,work
[221] work,gardens
[221] gardens,health
[221] health,workers
[221] workers,exchange
[221] exchange,treatment
[221] treatment,expectant

Top Word Pairs in Tweet in G4:
[245] women,go
[245] go,back
[245] back,work
[245] work,engorged
[245] engorged,nursing
[245] nursing,bras
[245] bras,wearing
[245] wearing,adult
[245] adult,diapers
[245] diapers,maternity

Top Word Pairs in Tweet in G5:
[186] section,baby
[185] inductions,section
[184] days,excruciating
[184] excruciating,labor
[184] labor,failed
[184] failed,inductions
[184] baby,finally
[184] finally,arms
[183] ndumymbingo,days
[2] 0atm1lker,section

Top Word Pairs in Tweet in G6:
[86] months,pregnant
[75] emergent,section
[66] 30,andrea
[66] andrea,circle
[66] circle,bear
[66] bear,months
[66] pregnant,locked
[66] locked,drug
[66] drug,charge
[66] charge,texas

Top Word Pairs in Tweet in G7:
[3] presta_j,atheistengineer
[2] gladiusme,femmradd
[2] femmradd,gohanprolife
[2] gohanprolife,fight4women
[2] fight4women,cacafool
[2] cacafool,reddyrc
[2] reddyrc,sierradeciduous
[2] sierradeciduous,trent_horn
[2] trent_horn,monsieurmach
[2] tylerko12914710,bettyjc2020

Top Word Pairs in Tweet in G8:
[42] smfm,consult
[42] consult,series
[30] minimizing,surgical
[30] surgical,blood
[30] blood,loss
[30] loss,cesarean
[30] cesarean,hysterectomy
[30] hysterectomy,placenta
[30] placenta,previa
[30] previa,evidence

Top Word Pairs in Tweet in G9:
[3] emergent,section
[2] know,nothing
[2] wks,pregnant
[2] months,pregnant

Top Replied-To
Top Replied-To in Entire Graph:
@sabeenahmad1
@iggyazalea
@bleedinheart2md
@acpgilbertson
@asharangappa_
@0atm1lker
@nickiminaj
@luciarendn4
@travisakers
@theraptakes

Top Replied-To in G1:
@0atm1lker

Top Replied-To in G4:
@s_a_hardy

Top Replied-To in G5:
@masefelae
@its_not_luke_
@pots_kgl
@ndumymbingo

Top Replied-To in G7:
@presta_j
@gladiusme
@debbiegarratt
@murmalerm
@heavenorlower
@arachne646
@oliviac14337638

Top Replied-To in G9:
@woollymammoth9

Top Replied-To in G10:
@papi_sierra

Top Mentioned
Top Mentioned in Entire Graph:
@0atm1lker
@scarymommy
@observerug
@cleavon_md
@ndumymbingo
@ajog_thegray
@bingipatrick
@julyovet
@angelahaggerty
@janeygodley

Top Mentioned in G1:
@0atm1lker
@tortillacheap

Top Mentioned in G2:
@gyneobstetrics
@bigbodybriggs
@southerngemgal

Top Mentioned in G3:
@observerug
@bingipatrick
@julyovet

Top Mentioned in G4:
@scarymommy

Top Mentioned in G5:
@ndumymbingo
@0atm1lker
@andiswankwents2
@lepara_8

Top Mentioned in G6:
@cleavon_md
@ctzebra

Top Mentioned in G7:
@ginnyscamander
@sierradeciduous
@seltzvan
@notabrokenthing
@doccynzl
@shanoawarrior
@atheistengineer
@arachne646
@femmradd
@gohanprolife

Top Mentioned in G8:
@ajog_thegray
@theobgproject
@aricjournal
@amjperinatology

Top Mentioned in G9:
@cleavon_md
@entrepreneurfg
@stmuredach18
@ltfisch
@nigib1
@thiscatherineh
@bluelionblog
@herbivore_club
@doritmi
@jesspeaceonerth

Top Mentioned in G10:
@squawkyatan
@bird92enormous
@punkidaisyl6
@hwashington22
@forevershallon
@treefingers4
@brightstrangely
@guillotesque
@iamcassiecurtis
@missy_andry

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@doubutukyushutu
@jude_mugabi
@mr1738
@asamoh_
@sddphoto
@gidi_traffic
@rxbun
@kenkircher1
@almalah1411

Top Tweeters in G1:
@kenkircher1
@nikhil_p_b
@thunderkitkat
@propitiouson3o
@gunbreakershuri
@iamshooter_
@susanibrahim
@thfundraiser
@amazonloni
@jeewwells

Top Tweeters in G2:
@pairsonnalitesn
@dailystar
@_globalcareers
@naturallytyrag
@bluedillygal
@southerngemgal
@bleedlnghearts
@dreww_frasss
@luh_red_
@havenaar64

Top Tweeters in G3:
@jude_mugabi
@dawnroseturner
@marc1705
@piratemulwana
@bruno_akampa
@dr_anniem13
@thebossgent
@ssojo81
@kyi_loss
@markopolo94

Top Tweeters in G4:
@thatcarterblunt
@marymc_31
@chetanrajchauh1
@joespnut
@ozgoofyprincess
@noebah
@bassethoundfinn
@mxkahana0i
@hallcleavon
@morahan_cynthia

Top Tweeters in G5:
@mithisa_motho
@nashlumu
@kariexx_
@azania_kal
@ramalokot
@gaido_kb
@thembi_lily
@musa_gwebani
@ayanda_yandiey_
@lebomokwena

Top Tweeters in G6:
@mr1738
@skepmi
@80sbabeeangel
@npazderski
@unrulynarrator
@chefbigfine_
@ygjumi
@deelishis_dee
@jkomejina
@katydogcrazy

Top Tweeters in G7:
@nytimes
@fight4women
@atheistengineer
@kathykattenburg
@njh2005
@heather4amazon
@jamie_foxworthy
@kitemanargues
@ginnyscamander
@andrewrchapman

Top Tweeters in G8:
@melusi_md
@mededbot
@ever8202
@drsuegross
@theobgproject
@dr_gasparr
@annenotannie1
@ajog_thegray
@dracrislopez
@schezborrego

Top Tweeters in G9:
@doritmi
@_mamadeb
@beckyjohnson222
@danaelizabeth69
@herbivore_club
@monstercoyliar
@charbrevolution
@rosewind2007
@awithonelison
@mcfunny

Top Tweeters in G10:
@cranboonitz
@brightstrangely
@radfemme74
@shade_nox
@jewthulhu
@dragoncobolt
@hugothepinkcat
@gawdz0rz
@thefuggle
@melodotty


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