cesarean OR c-section, Twitter, 3/26/2021 1:57:05 PM, 251341


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cesarean OR c-section_2021-03-26_06-14-38.xlsx
cesarean OR c-section_2021-03-26_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3lThbCO
@zoo_bear
@r1ruhi
@sophierunning
@tshi_nakanyane
@khuze_elikhulu
@ansarik786
@myogiadityanath
@nagma_morarji
@cow__momma
@anthsald

Top hashtags:
#covid19
#formosa
#cesarean
#talesfromup
#medtwitter

Description:
Description
The graph represents a network of 8,907 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, 26 March 2021 at 13:21 UTC.

The requested start date was Friday, 26 March 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 13-day, 23-hour, 27-minute period from Friday, 12 March 2021 at 00:21 UTC to Thursday, 25 March 2021 at 23:49 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 : 8907
Unique Edges : 4990
Edges With Duplicates : 8109
Total Edges : 13099
Number of Edge Types : 5
Tweet : 1628
Retweet : 3744
MentionsInRetweet : 4239
Replies to : 1779
Mentions : 1709
Self-Loops : 1662
Reciprocated Vertex Pair Ratio : 0.0147916949382549
Reciprocated Edge Ratio : 0.0291521797271998
Connected Components : 2422
Single-Vertex Connected Components : 1063
Maximum Vertices in a Connected Component : 1193
Maximum Edges in a Connected Component : 2464
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.914689
Graph Density : 9.42695247653656E-05
Modularity : 0.605692
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 8,907 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, 26 March 2021 at 13:21 UTC.

The requested start date was Friday, 26 March 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 13-day, 23-hour, 27-minute period from Friday, 12 March 2021 at 00:21 UTC to Thursday, 25 March 2021 at 23:49 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:
[32] https://ko-fi.com/eeriah
[28] https://nation.africa/kenya/healthy-nation/why-more-women-are-going-the-c-section-way-3324394
[19] https://www.spectrumnews.org/news/cesarean-delivery-unlikely-to-sway-childs-likelihood-of-autism/
[18] https://www.mirror.co.uk/news/uk-news/mum-dad-hysterics-after-baby-23771960
[14] https://thebl.tv/world-news/argentina-women-hide-in-the-bush-to-avoid-forced-cesarean-section-and-kidnapping-of-their-newborns.html
[14] http://toi.in/micron/redirect.html?str=oNBQwY/a24gk
[11] https://pubmed.ncbi.nlm.nih.gov/33716133/
[10] https://byq6z.app.goo.gl/S77gs
[10] https://www.indiatoday.in/crime/story/woman-newborn-bleed-to-death-after-school-dropout-performs-c-section-with-shaving-razor-blade-in-up-village-1781517-2021-03-20
[10] https://timesofindia.indiatimes.com/city/lucknow/uttar-pradesh-school-dropout-performs-surgery-in-sultanpur-woman-in-labour-bleeds-to-death/articleshow/81592522.cms

Top URLs in Tweet in G1:
[7] https://twitter.com/mamastekait/status/1371520068924936195
[6] https://twitter.com/_aminayy/status/1372543595845193729
[6] https://twitter.com/rdotspoon/status/1373833800896024577
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[4] https://www.instagram.com/accounts/login/
[4] https://twitter.com/end3rbees/status/1370607789303861249
[4] https://www.spectrumnews.org/news/cesarean-delivery-unlikely-to-sway-childs-likelihood-of-autism/
[4] https://www.indiatoday.in/crime/story/woman-newborn-bleed-to-death-after-school-dropout-performs-c-section-with-shaving-razor-blade-in-up-village-1781517-2021-03-20
[3] https://www.amazon.com/dp/B08HRLP826?tag=krattsdeals0c-20
[3] https://timesofindia.indiatimes.com/city/lucknow/uttar-pradesh-school-dropout-performs-surgery-in-sultanpur-woman-in-labour-bleeds-to-death/articleshow/81592522.cms

Top URLs in Tweet in G2:
[2] https://www.indiatoday.in/crime/story/woman-newborn-bleed-to-death-after-school-dropout-performs-c-section-with-shaving-razor-blade-in-up-village-1781517-2021-03-20
[1] https://www.indiatoday.in/amp/crime/story/woman-newborn-bleed-to-death-after-school-dropout-performs-c-section-with-shaving-razor-blade-in-up-village-1781517-2021-03-20
[1] https://in.news.yahoo.com/woman-baby-bleed-death-school-044926417.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://in.news.yahoo.com/woman-baby-bleed-death-school-044926417.html

Top URLs in Tweet in G3:
[1] https://twitter.com/rdotspoon/status/1373833800896024577
[1] https://olympics.nbcsports.com/2019/09/29/allyson-felix-usain-bolt-world-championships-record/

Top URLs in Tweet in G4:
[2] https://www.indiatoday.in/crime/story/woman-newborn-bleed-to-death-after-school-dropout-performs-c-section-with-shaving-razor-blade-in-up-village-1781517-2021-03-20
[2] https://timesofindia.indiatimes.com/city/lucknow/uttar-pradesh-school-dropout-performs-surgery-in-sultanpur-woman-in-labour-bleeds-to-death/articleshow/81592522.cms
[1] https://www.indiatimes.com/news/india/man-who-dropped-out-in-class-9-hired-for-surgeries-in-up-performs-c-section-woman-and-child-die-536662.html

Top URLs in Tweet in G6:
[1] https://twitter.com/bazinganed6/status/1371544658908692485

Top URLs in Tweet in G8:
[1] https://twitter.com/detransistance/status/1373680907845009412
[1] https://twitter.com/DrBenLovell/status/1371171263968903171

Top URLs in Tweet in G9:
[3] https://www.parents.com/pregnancy/clear-drape-c-sections-what-expectant-moms-should-know/
[3] https://medium.com/progeny/the-truth-behind-the-baby-in-plastic-viral-video-fee8e10d6d0e
[1] https://www.cardinalhealth.com/en/product-solutions/medical/infection-control/surgical-gowns/surgical-drapes/cesarean-birth-drape-clear-anesthesia-screen.html
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-02807-x

Top URLs in Tweet in G10:
[2] https://pubmed.ncbi.nlm.nih.gov/33580537/
[1] http://baystatebirth.org/actnow
[1] https://twitter.com/andreadoremus/status/1374112081792864256
[1] https://twitter.com/sheena_byrom/status/1373750099164205057
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2777679
[1] https://www.google.co.uk/url?q=https://medicalxpress.com/news/2018-10-global-cesarean-section.html
[1] https://twitter.com/nhsgrampian/status/1372222841903583232
[1] https://twitter.com/sheena_byrom/status/1371741031021088771

Top Domains
Top Domains in Tweet in Entire Graph:
[218] twitter.com
[34] co.uk
[32] nih.gov
[32] ko-fi.com
[31] nation.africa
[30] youtube.com
[22] indiatoday.in
[21] toi.in
[19] spectrumnews.org
[18] indiatimes.com

Top Domains in Tweet in G1:
[132] twitter.com
[9] nih.gov
[9] co.uk
[9] indiatimes.com
[7] indiatoday.in
[5] instagram.com
[5] spitupandsitups.com
[4] wiley.com
[4] amazon.com
[4] spectrumnews.org

Top Domains in Tweet in G2:
[3] indiatoday.in
[2] yahoo.com

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

Top Domains in Tweet in G4:
[3] indiatimes.com
[2] indiatoday.in

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[3] parents.com
[3] medium.com
[1] cardinalhealth.com
[1] nature.com

Top Domains in Tweet in G10:
[4] twitter.com
[2] nih.gov
[1] baystatebirth.org
[1] jamanetwork.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[40] covid19
[35] formosa
[34] cesarean
[33] talesfromup
[31] medtwitter
[29] womenshistorymonth
[28] nofear
[21] pd
[21] nephtwitter
[21] nsmc



Top Hashtags in Tweet in G1:
[15] cesarean
[13] csection
[8] birth
[7] pregnancy
[6] uttarpradesh
[5] momlife
[4] postpartum
[4] newborn
[3] gynecology
[3] delivery

Top Hashtags in Tweet in G2:
[32] talesfromup
[5] uttarpradesh

Top Hashtags in Tweet in G4:
[1] uttarpradesh
[1] sultanpur

Top Hashtags in Tweet in G10:
[1] antenatalcare

Top Words
Top Words in Tweet in Entire Graph:
[5643] section
[1803] baby
[1403] woman
[1230] dropout
[1206] mother
[1129] newborn
[1088] died
[1077] performed
[1019] class
[994] cesarean

Top Words in Tweet in G1:
[1033] section
[208] cesarean
[186] baby
[154] birth
[87] emergency
[80] having
[79] time
[78] woman
[76] born
[74] first

Top Words in Tweet in G2:
[958] woman
[957] section
[953] newborn
[940] baby
[937] performed
[923] dropout
[906] died
[905] mother
[905] class
[905] employed

Top Words in Tweet in G3:
[317] dropped
[317] nike
[317] getting
[317] pregnant
[317] allyson
[317] felix
[317] breaks
[317] usain
[317] bolt
[317] record

Top Words in Tweet in G4:
[201] section
[194] woman
[171] performs
[162] dropout
[159] die
[152] school
[143] blade
[129] razor
[129] sultanpur
[129] born

Top Words in Tweet in G5:
[202] section
[197] tshi_nakanyane
[188] previous
[188] caesarean
[188] particularly
[188] happy
[188] preferred
[13] birth
[8] vaginal
[4] possible

Top Words in Tweet in G6:
[45] section
[18] unilateral
[16] birth
[15] bc
[13] laurawhitt32
[12] sex
[12] abortion
[11] pregnancy
[10] vaginal
[8] kentuckyliz

Top Words in Tweet in G7:
[155] wearing
[155] maternity
[154] women
[154] go
[154] back
[154] work
[154] engorged
[154] nursing
[154] bras
[154] adult

Top Words in Tweet in G8:
[51] section
[48] drbenlovell
[15] pain
[9] epidural
[8] cesarean
[7] back
[6] birth
[5] more
[5] spinal
[5] still

Top Words in Tweet in G9:
[78] section
[47] baby
[36] pigsinspace60
[29] mom
[20] stillgray
[15] plastic
[14] open
[13] insane
[13] comes
[12] see

Top Words in Tweet in G10:
[88] birth
[69] cesarean
[68] women
[59] rates
[57] sheena_byrom
[56] low
[56] risk
[56] home
[55] gave
[55] 2017

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1015] performed,section
[1014] section,woman
[994] newborn,baby
[981] mother,newborn
[980] class,dropout
[955] baby,died
[952] employed,local
[951] dropout,employed
[947] died,class
[946] local,clinic

Top Word Pairs in Tweet in G1:
[76] emergency,section
[67] cesarean,section
[50] performs,section
[46] section,scar
[40] having,section
[39] dropout,performs
[35] school,dropout
[29] section,baby
[25] cesarean,delivery
[25] shaving,blade

Top Word Pairs in Tweet in G2:
[937] newborn,baby
[937] performed,section
[906] baby,died
[905] mother,newborn
[905] died,class
[905] class,dropout
[905] dropout,employed
[905] employed,local
[905] local,clinic
[905] clinic,performed

Top Word Pairs in Tweet in G3:
[317] dropped,nike
[317] nike,getting
[317] getting,pregnant
[317] pregnant,allyson
[317] allyson,felix
[317] felix,breaks
[317] breaks,usain
[317] usain,bolt
[317] bolt,record
[317] record,world

Top Word Pairs in Tweet in G4:
[171] performs,section
[142] school,dropout
[142] dropout,performs
[129] section,razor
[129] razor,blade
[129] blade,sultanpur
[129] sultanpur,woman
[129] woman,born
[129] born,die
[129] die,many

Top Word Pairs in Tweet in G5:
[188] previous,caesarean
[188] caesarean,section
[188] section,particularly
[188] particularly,happy
[188] happy,preferred
[187] tshi_nakanyane,previous
[8] vaginal,birth
[6] birth,section
[3] possible,vaginal
[3] section,definite

Top Word Pairs in Tweet in G6:
[9] bc,bc
[7] sound_hologram,ozgoofyprincess
[7] vaginal,section
[6] path,repro
[6] repro,choices
[6] choices,abstinence
[6] abstinence,unilateral
[6] unilateral,barring
[6] barring,rape
[6] rape,piv

Top Word Pairs in Tweet in G7:
[154] women,go
[154] go,back
[154] back,work
[154] work,engorged
[154] engorged,nursing
[154] nursing,bras
[154] bras,wearing
[154] wearing,adult
[154] adult,diapers
[154] diapers,maternity

Top Word Pairs in Tweet in G8:
[7] drbenlovell,section
[4] bornwithovaries,drbenlovell
[4] cesarean,section
[3] sure,accurately
[3] accurately,rate
[3] rate,'em
[3] 'em,section
[3] section,doc
[3] doc,wait
[3] wait,epidural

Top Word Pairs in Tweet in G9:
[13] baby,comes
[12] pigsinspace60,insane
[12] insane,poor
[12] poor,mom
[12] mom,laid
[12] laid,open
[12] open,section
[12] section,wear
[12] wear,mask
[12] mask,baby

Top Word Pairs in Tweet in G10:
[56] low,risk
[56] birth,home
[56] cesarean,rates
[55] risk,women
[55] women,gave
[55] gave,birth
[55] home,2017
[55] 2017,cesarean
[55] rates,reduced
[55] reduced,13

Top Replied-To
Top Replied-To in Entire Graph:
@ssssamanthaamua
@drbenlovell
@end3rbees
@bertshowbert
@drpragyaagarwal
@sarahsevans2000
@blackwomenviews
@pulte
@stillgray
@kriskling

Top Replied-To in G4:
@nytimes
@ppn1968
@liz_ninan
@flightfirst1
@abhinav12214953

Top Replied-To in G5:
@tshi_nakanyane
@aboutrose_
@zandilezash
@nondumiso_ngema

Top Replied-To in G6:
@birdapplippa
@laurawhitt32
@shaycormac_1
@aprolongedqt
@bazinganed6
@motnevobrev
@drpoppybhrt
@alynn69619494
@beiayasmert
@fallerforit

Top Replied-To in G7:
@scarymommy

Top Replied-To in G8:
@drbenlovell
@bornwithovaries
@passie_kracht
@dctftw
@cissyvoo
@theoldpoet
@rancidginger
@senyor_esteve
@teacherglitter
@saffyhfifi

Top Replied-To in G9:
@stillgray
@simulx
@pigsinspace60
@ignitetheheart
@shutter_j
@richieoshea
@helawomyn
@baxter_daniel
@therealeberts
@resistagenda21

Top Replied-To in G10:
@sheena_byrom
@agoodbirth
@nejm
@baystatebirth
@calimarshall

Top Mentioned
Top Mentioned in Entire Graph:
@zoo_bear
@sophierunning
@tshi_nakanyane
@scarymommy
@r1ruhi
@sheena_byrom
@espiers
@susanschutte2
@drewisgooden
@reallygraceful

Top Mentioned in G1:
@newmomsforum
@mamadessss
@stigmabase
@maternalhealthj
@bellefit
@faruyazy
@fmlyvalueswork
@sunitachoprausa

Top Mentioned in G2:
@zoo_bear
@cow__momma
@coldcigar
@sairashahhalim
@r1ruhi
@yahooindia

Top Mentioned in G3:
@sophierunning
@ish_ks
@jiggyjehad

Top Mentioned in G4:
@r1ruhi
@myogiadityanath
@nagma_morarji
@zoo_bear
@anthsald
@nanorator
@narendramodi
@rahulkanwal
@ansarik786
@logicalindianz

Top Mentioned in G5:
@tshi_nakanyane
@sophierunning

Top Mentioned in G6:
@laurawhitt32
@kentuckyliz
@ozgoofyprincess
@rebelrae13
@sound_hologram
@abortionchat
@aliceking69
@wilddakotagirl
@ttasticdesigns
@maqart55

Top Mentioned in G7:
@scarymommy

Top Mentioned in G8:
@drbenlovell
@poppymoppet
@bornwithovaries
@merry_hippie
@vickie627
@ahrehead
@lastplace_champ
@medwoman1
@chrisg409ubc
@rickysi16087724

Top Mentioned in G9:
@pigsinspace60
@stillgray
@bobbawatson
@richieoshea
@shutter_j
@reignofmary7
@simulx
@assist_styx
@jellen805
@chris48263851

Top Mentioned in G10:
@sheena_byrom
@agoodbirth
@ml_barnett
@nejm
@frankacadee
@baystatebirth
@wuthnhs
@sian_m_davies
@andreadoremus
@profjennygamble

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@oldlady12345
@danielpilotte1
@dichristine
@detikcom
@edinburghwatch
@falconhamada_90
@56perumal
@leratomannya
@andyvermaut

Top Tweeters in G1:
@andyvermaut
@jenkers_en
@pairsonnalitesn
@stigmabase
@_globalcareers
@ok_magazine
@jcomm_newsfeeds
@__zanele
@timesofnewshub
@thabilempe

Top Tweeters in G2:
@pavan_sethi
@satirist_indian
@jainanil1968
@tarungarg87
@lalitpagal
@waseemqadiri
@ranask35
@aniljothomas
@sinemetuvivere
@muntaziraapka

Top Tweeters in G3:
@_rico21
@juju_da_gamer
@__tajj876
@lnorrisatl
@stedmands
@mixmalikmarvel
@crazynellz
@mrvicbam
@curse10__
@lonsdaleslim

Top Tweeters in G4:
@mangellife29
@gahlotshagufta
@ani
@nytimes
@washingtonpost
@tonyjatinder9
@hearthacker41
@wsj
@kamarajdisciple
@hanmireddy

Top Tweeters in G5:
@leratomannya
@khuze_elikhulu
@aboutrose_
@nubiaredondo
@masegomompati2
@geoff_tweeting
@thutozadc1
@msmabala
@malose_a
@bonice_m

Top Tweeters in G6:
@atheistengineer
@hedwiggraymalk
@laurawhitt32
@ozgoofyprincess
@kathykattenburg
@rainmc
@heather4amazon
@shaycormac_1
@raymaynay
@kentuckyliz

Top Tweeters in G7:
@debbie_dease
@myocdlive
@adliamirullah
@misstsuki
@kayyislovee
@milowh007
@xlvaporeonlx
@hushes
@nasfayaretno
@joespnut

Top Tweeters in G8:
@dctftw
@rickysi16087724
@patrici76267702
@vickie627
@ladyoftheocean1
@medwoman1
@passie_kracht
@dianapop
@politicspot
@poppymoppet

Top Tweeters in G9:
@mtrushmore2016
@smokeydogg777
@nanemad
@stillgray
@shutter_j
@georgialogcabin
@pdog119
@jonahofninevah
@richschwab1
@assist_styx

Top Tweeters in G10:
@lizditz
@lavienoire
@sheena_byrom
@lizmayessex
@thelovelymaeve
@evanteijlingen
@andreadoremus
@anneodmatthews
@hankgreelylsju
@sklumos


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