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cesarean OR c-section_2021-12-03_06-14-38.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 03, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3ojGyk8
@anamardoll
@clhubes
@thejessicatate
@techevangelista
@jduffyrice
@kailijoy
@cleavon_md
@broadcastben_
@sanitythief
@oworld22

Top hashtags:
#sellingsunset
#odisha
#bijuswasthyakalyanyojana
#arkansas

Description:
Description
The graph represents a network of 9,180 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, 03 December 2021 at 14:22 UTC.

The requested start date was Friday, 03 December 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 12-day, 5-hour, 41-minute period from Saturday, 20 November 2021 at 19:19 UTC to Friday, 03 December 2021 at 01:01 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 : 9180
Unique Edges : 6351
Edges With Duplicates : 8204
Total Edges : 14555
Number of Edge Types : 5
Tweet : 1768
Replies to : 2064
Retweet : 3660
MentionsInRetweet : 4731
Mentions : 2332
Self-Loops : 1802
Reciprocated Vertex Pair Ratio : 0.0155011655011655
Reciprocated Edge Ratio : 0.0305290944565592
Connected Components : 2363
Single-Vertex Connected Components : 1106
Maximum Vertices in a Connected Component : 2718
Maximum Edges in a Connected Component : 5732
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 9.340946
Graph Density : 0.000103402172383158
Modularity : 0.632765
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,180 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, 03 December 2021 at 14:22 UTC.

The requested start date was Friday, 03 December 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 12-day, 5-hour, 41-minute period from Saturday, 20 November 2021 at 19:19 UTC to Friday, 03 December 2021 at 01:01 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:
[22] https://note.com/csection2021/n/n40e1638bcc39
[18] https://twitter.com/setoacnna/status/1464176584181661696
[12] https://twitter.com/clhubes/status/1465313594489413646
[10] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[10] https://twitter.com/BadMedicalTakes/status/1463538399508406272
[9] https://twitter.com/jduffyrice/status/1466088111558045699
[8] https://www.thehindu.com/news/national/one-in-two-women-undergoes-c-section-in-private-hospitals-shows-nfhs-data/article37715642.ece
[8] https://twitter.com/iheartlilvoldy/status/1462831344711516167
[8] https://www.downtoearth.org.in/news/health/cesarean-births-on-the-rise-in-india-but-mizoram-nagaland-defy-trend-nfhs-5-80374
[7] https://abc7.com/mom-battles-covid-woman-spends-seven-months-hospital-coronavirus-pennsylvania-mother-survives-covid19/11274399/

Top URLs in Tweet in G1:
[10] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[7] https://twitter.com/setoacnna/status/1464176584181661696
[6] https://twitter.com/BadMedicalTakes/status/1463538399508406272
[6] https://www.thehindu.com/news/national/one-in-two-women-undergoes-c-section-in-private-hospitals-shows-nfhs-data/article37715642.ece
[6] https://twitter.com/clhubes/status/1465313594489413646
[5] https://twitter.com/sophrossss/status/1464584220345614342
[5] https://www.wric.com/news/taking-action/belongings-of-homeless-richmond-mother-of-three-discarded-by-charity-after-c-section/
[5] https://twitter.com/jduffyrice/status/1466088111558045699
[4] https://twitter.com/iheartlilvoldy/status/1462830505737474058
[4] https://www.arosetintedworld.co.uk/adhesions-after-a-c-section/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G3:
[8] https://twitter.com/setoacnna/status/1464176584181661696
[1] https://twitter.com/clhubes/status/1465313594489413646
[1] https://twitter.com/BadMedicalTakes/status/1463538399508406272

Top URLs in Tweet in G4:
[2] https://www.wric.com/news/taking-action/belongings-of-homeless-richmond-mother-of-three-discarded-by-charity-after-c-section/?utm_campaign=socialflow&utm_medium=referral&utm_source=t.co
[1] https://www.wric.com/news/taking-action/belongings-of-homeless-richmond-mother-of-three-discarded-by-charity-after-c-section/
[1] https://twitter.com/broadcastben_/status/1465481989071548417
[1] https://www.wric.com/news/taking-action/belongings-of-homeless-richmond-mother-of-three-discarded-by-charity-after-c-section/?utm_campaign=socialflow&utm_source=t.co&utm_medium=referral

Top URLs in Tweet in G5:
[2] https://twitter.com/vedicastrochic/status/1464970378497908739
[1] https://twitter.com/HKSperling/status/1465063738034294787
[1] https://twitter.com/mimamsic/status/1464979657820758017

Top URLs in Tweet in G6:
[2] https://twitter.com/Maladroithe/status/1463982003045351446
[1] https://twitter.com/clhubes/status/1465313594489413646

Top URLs in Tweet in G7:
[1] https://twitter.com/reddogsusie/status/1462249290437439494

Top URLs in Tweet in G8:
[2] https://www.thedailybeast.com/two-new-moms-died-from-catastrophic-herpes-did-the-same-doctor-give-it-to-them?via=twitter_page
[1] https://noticias.canaltro.com/tristeza-en-el-hospital-de-malaga-trabajadora-embarazada-murio-por-covid-19/
[1] https://www.gp1.com.br/pi/piaui/noticia/2021/5/16/filha-recem-nascida-da-vereadora-diana-neris-passa-bem-diz-maternidade-501840.html
[1] https://teleantillas.com.do/nacionales/fallece-la-mujer-embarazada-que-estaba-afectada-por-covid-19-en-pimentel-provincia-duarte/
[1] https://caracol.com.co/emisora/2021/05/26/cartagena/1622049921_924057.html
[1] https://www.olhardireto.com.br/noticias/exibir.asp?id=485628¬icia=sexto-membro-da-familia-haddad-morre-em-decorrencia-da-covid-19
[1] https://www.news4jax.com/news/local/2021/08/16/31-year-old-dies-of-covid-19-after-giving-birth-to-2nd-child-fiance-says/
[1] https://www.theguardian.com/world/2020/nov/13/mary-agyeiwaa-agyapong-bereaved-ernest-boateng-pregnant-women-covid
[1] https://www.theguardian.com/world/2020/apr/17/uk-woman-dies-from-coronavirus-eight-days-after-giving-birth-salina-shaw
[1] https://www.theguardian.com/world/2020/apr/29/coronavirus-andrea-circle-bear-federal-prison-death

Top URLs in Tweet in G9:
[1] https://twitter.com/lungile_mashele/status/1464892475118702594
[1] https://twitter.com/teaxtarot/status/1465415562054545414

Top URLs in Tweet in G10:
[4] https://www.wfla.com/news/national/nonprofit-disposed-of-virginia-moms-belongings-left-family-without-home-days-after-c-section/
[1] https://wgntv.com/news/nonprofit-disposed-of-virginia-moms-belongings-left-family-without-home-days-after-c-section/
[1] https://twitter.com/jduffyrice/status/1466088111558045699

Top Domains
Top Domains in Tweet in Entire Graph:
[311] twitter.com
[22] note.com
[19] co.uk
[11] blogspot.com
[11] trib.al
[10] youtube.com
[10] com.au
[10] people.com
[9] thehindu.com
[9] wric.com

Top Domains in Tweet in G1:
[180] twitter.com
[11] co.uk
[11] blogspot.com
[7] thehindu.com
[5] rapch.at
[5] wric.com
[4] jaccr.com
[4] spitupandsitups.com
[3] youtube.com
[3] google.com

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

Top Domains in Tweet in G4:
[4] wric.com
[1] twitter.com

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

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

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[3] theguardian.com
[2] thedailybeast.com
[2] com.br
[1] canaltro.com
[1] com.do
[1] com.co
[1] news4jax.com
[1] iprima.cz
[1] org.br
[1] haberdairesi.com

Top Domains in Tweet in G9:
[2] twitter.com

Top Domains in Tweet in G10:
[4] wfla.com
[1] wgntv.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[123] sellingsunset
[92] odisha
[92] bijuswasthyakalyanyojana
[77] arkansas
[43] pennsylvania
[27] cesarean
[26] sellingsunsets4
[25] ysjaganempowerswomen
[22] note
[19] america2021



Top Hashtags in Tweet in G1:
[69] sellingsunset
[18] sellingsunsets4
[12] ysjaganempowerswomen
[10] cesarean
[10] csection
[7] gh
[7] birth
[6] pregnancy
[5] sellingsunsetseason4
[5] covidvaccine

Top Hashtags in Tweet in G4:
[3] rva
[2] virginia
[1] icymi
[1] richmond

Top Hashtags in Tweet in G6:
[1] fuckjkrowling

Top Hashtags in Tweet in G8:
[77] arkansas
[41] pennsylvania
[16] soulslosttocovid
[13] england
[7] brazil
[5] texas
[4] turkey
[3] slovakia
[2] colombia
[2] dominicanrepublic

Top Hashtags in Tweet in G10:
[1] pennsylvania

Top Words
Top Words in Tweet in Entire Graph:
[6097] section
[1330] emergency
[982] baby
[973] birth
[880] cesarean
[793] born
[577] hospital
[501] time
[500] having
[488] weeks

Top Words in Tweet in G1:
[1142] section
[212] baby
[189] cesarean
[183] emergency
[171] birth
[140] weeks
[107] christine
[94] having
[88] one
[84] time

Top Words in Tweet in G2:
[365] section
[363] 46_deb
[363] daughter
[362] law
[309] pray
[309] emergency
[308] please
[308] taking
[308] amniotic
[308] fluid

Top Words in Tweet in G3:
[291] section
[281] anamardoll
[273] born
[270] trans
[257] everyone
[257] guess
[257] make
[257] rules
[11] both
[7] baby

Top Words in Tweet in G4:
[230] mother
[226] three
[218] section
[214] hospital
[213] having
[213] heartbroken
[210] homeless
[209] broadcastben_
[209] tonight
[209] single

Top Words in Tweet in G5:
[218] section
[184] born
[183] vedicastrochic
[180] birth
[180] time
[180] planned
[176] told
[176] astrologer
[175] dad
[174] wow

Top Words in Tweet in G6:
[162] cough
[123] section
[118] criticalbard
[87] squad
[82] baby
[76] cesarean
[70] maladroithe
[69] blinks
[8] born
[6] birth

Top Words in Tweet in G7:
[350] bessie
[350] 23
[350] puppies
[175] update
[175] emergency
[175] section
[175] read
[175] right
[175] yes
[174] reddogsusie

Top Words in Tweet in G8:
[155] covid
[151] pregnant
[147] cleavon_md
[136] months
[111] became
[106] prompting
[101] ill
[77] 22
[77] emily
[77] robison

Top Words in Tweet in G9:
[127] synesyfe
[127] ours
[127] worst
[127] watched
[127] women
[127] call
[127] phume
[127] current
[127] employer
[127] working

Top Words in Tweet in G10:
[103] section
[67] jduffyrice
[47] pregnancy
[35] birth
[30] dovergirl95
[30] docrocktex26
[26] insurance
[20] baby
[20] weeks
[18] risk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1182] emergency,section
[604] born,section
[364] daughter,law
[354] 23,puppies
[314] please,pray
[311] amniotic,fluid
[309] section,amniotic
[309] fluid,low
[308] pray,taking
[308] taking,daughter

Top Word Pairs in Tweet in G1:
[164] emergency,section
[72] cesarean,section
[48] rs,000
[31] days,section
[30] section,scar
[28] having,section
[27] section,baby
[25] doing,yoga
[24] two,weeks
[24] 000,rs

Top Word Pairs in Tweet in G2:
[362] daughter,law
[308] please,pray
[308] pray,taking
[308] taking,daughter
[308] law,emergency
[308] emergency,section
[308] section,amniotic
[308] amniotic,fluid
[308] fluid,low
[307] 46_deb,please

Top Word Pairs in Tweet in G3:
[273] born,section
[264] section,trans
[257] everyone,born
[257] trans,guess
[257] guess,make
[257] make,rules
[256] anamardoll,everyone
[6] diannaeanderson,anamardoll
[6] section,baby
[5] banal_adventrs,diannaeanderson

Top Word Pairs in Tweet in G4:
[226] mother,three
[213] section,hospital
[209] tonight,having
[209] having,section
[209] hospital,homeless
[209] homeless,single
[209] single,mother
[209] three,heartbroken
[209] heartbroken,return
[208] broadcastben_,tonight

Top Word Pairs in Tweet in G5:
[177] born,section
[175] birth,time
[174] wow,dad
[174] dad,told
[174] told,birth
[174] time,actually
[174] actually,planned
[174] planned,astrologer
[174] astrologer,born
[174] section,apparently

Top Word Pairs in Tweet in G6:
[85] section,squad
[81] cough,section
[81] squad,cough
[80] criticalbard,cough
[71] cesarean,baby
[69] blinks,cesarean
[68] maladroithe,blinks
[18] criticalbard,section
[10] section,baby
[4] born,section

Top Word Pairs in Tweet in G7:
[350] 23,puppies
[175] update,bessie
[175] bessie,bessie
[175] bessie,emergency
[175] emergency,section
[175] section,23
[175] puppies,read
[175] read,right
[175] right,yes
[175] yes,23

Top Word Pairs in Tweet in G8:
[105] covid,prompting
[96] ill,covid
[95] pregnant,became
[95] months,pregnant
[77] 22,emily
[77] emily,robison
[77] robison,fort
[77] fort,smith
[77] smith,#arkansas
[77] #arkansas,months

Top Word Pairs in Tweet in G9:
[127] ours,worst
[127] worst,watched
[127] watched,women
[127] women,call
[127] call,phume
[127] phume,current
[127] current,employer
[127] employer,working
[127] working,transaction
[127] transaction,reschedule

Top Word Pairs in Tweet in G10:
[30] dovergirl95,jduffyrice
[27] jduffyrice,docrocktex26
[14] high,risk
[13] risk,pregnancy
[11] emergency,section
[11] kristianologist,dovergirl95
[10] docrocktex26,well
[10] well,managed
[10] managed,high
[10] pregnancy,included

Top Replied-To
Top Replied-To in Entire Graph:
@criticalbard
@clhubes
@sophrossss
@badmedicaltakes
@iheartlilvoldy
@anamardoll
@alyssagoodwitch
@feelfreetopanic
@xtinequinn
@setoacnna

Top Replied-To in G2:
@46_deb
@candi759342901
@catwill80260765

Top Replied-To in G3:
@anamardoll
@naomikritzer
@queenmab87
@hmjoneswriter
@banal_adventrs
@diannaeanderson
@rassiamelo
@nymphomachy
@elorraine_

Top Replied-To in G4:
@walvia99
@chrisgeier2001

Top Replied-To in G5:
@6thsensemoment
@vedicastrochic
@mimamsic
@modblondetarot
@lunarroot
@mostlymauiwaui

Top Replied-To in G6:
@criticalbard
@albinokid
@maladroithe
@dukatnaranek
@insanekitty32
@queenofcrit
@nikkininelives_
@thecedarforge

Top Replied-To in G8:
@conrguy
@zoetillman
@ohmalarkey

Top Replied-To in G9:
@snekhumalosa
@mpulelove
@synesyfe

Top Replied-To in G10:
@jduffyrice
@groenlachen
@katiehill4ca
@dovergirl95
@katherinearabis
@kristianologist
@mollypriddy
@keakealani
@fly_sistah
@codeknitter

Top Mentioned
Top Mentioned in Entire Graph:
@46_deb
@anamardoll
@broadcastben_
@vedicastrochic
@reddogsusie
@cleavon_md
@synesyfe
@cmo_odisha
@criticalbard
@lakotaman1

Top Mentioned in G1:
@juneericudorie
@celebdirtylaund
@julieparker144
@cynicaltherapi1
@kaboutjie
@kraftysprouts
@lifeandthelords
@tsundmark
@thalayangamnews

Top Mentioned in G2:
@46_deb
@catwill80260765

Top Mentioned in G3:
@anamardoll
@diannaeanderson
@banal_adventrs
@zakiyyah6
@niaaamariaah_
@conchir3
@krispi_largo
@alexjohnsonfry1
@feminemiiy

Top Mentioned in G4:
@broadcastben_
@8news
@oksomik

Top Mentioned in G5:
@vedicastrochic
@abhiattorney_
@mostlymauiwaui
@mimamsic
@marsinscorpio2
@6thsensemoment
@theartistri
@dysastro
@lunarroot

Top Mentioned in G6:
@criticalbard
@maladroithe
@anamardoll
@wally_wests
@gehennagaming

Top Mentioned in G7:
@reddogsusie

Top Mentioned in G8:
@cleavon_md
@thedailybeast
@jaydilinger
@morgfair

Top Mentioned in G9:
@synesyfe
@khumbeloramaru
@snekhumalosa
@amanziabanzi
@tania_tweetz
@thangz_big
@lungile_mashele
@vedicastrochic
@chi_chiboya

Top Mentioned in G10:
@jduffyrice
@docrocktex26
@dovergirl95
@mollypriddy
@drjengunter
@dr_karpie
@kristianologist
@evilzenmuppet
@library_chic
@dtheman53

Top Tweeters
Top Tweeters in Entire Graph:
@soldier_777
@tomthunkitsmind
@knewz_currently
@filafresh
@oldlady12345
@victormanuelje1
@zyitegadgets
@lennaleprena
@pairsonnalitesu
@newsoneplace

Top Tweeters in G1:
@knewz_currently
@zyitegadgets
@newsoneplace
@ginalawriw
@pairsonnalitesn
@kumparan
@_globalcareers
@malaysiandaily
@sevenbowie
@janniareyouokay

Top Tweeters in G2:
@lyndae222
@saveaslave
@billyboysdaddy
@markgraben
@hopeeternall
@tammytabby
@waybaby
@vikbataille
@jlg1956
@fidtradz101

Top Tweeters in G3:
@britpoptarts
@bunrxm
@fieryreddragon
@llama_strudel
@notrealdemocrat
@fluffyman85
@trexpushups
@queenoftacos
@quixoticgeek
@diannaeanderson

Top Tweeters in G4:
@misszindzi
@mastaofmp3s
@barkyboogz
@reignofapril
@iamvega1982
@oksomik
@cece_23spalding
@btsquared2
@jadasgotit
@rahhjinbuu

Top Tweeters in G5:
@bittercheri
@dollylama__
@xingspeachyanus
@kshakur2u
@debbienester1
@27edualipa
@lunarroot
@ayeee_keeshh
@keeeee_lolo
@itssteelyhan

Top Tweeters in G6:
@wally_wests
@unknownneo
@dormousegirl
@wisco
@riotheatherrr
@tchalla_fett
@pharniel
@stphaniethebest
@chenthenewking
@berryblitzplays

Top Tweeters in G7:
@soldier_777
@victormanuelje1
@animalsbelize
@iwd12
@jijmpel
@yarosisnancy
@datsyuklover
@anneliemoser
@animalcommando
@winglessbird_

Top Tweeters in G8:
@morgfair
@tates5a
@uscgamecockboy
@mijomojo1
@juliawb
@dropoutnation
@thedailybeast
@ceciliaannh
@sundene
@scott_squires

Top Tweeters in G9:
@khuze_elikhulu
@_bonga
@wheelsntoys
@tsikimabala
@tamtamsworld
@misslesegos
@bennittolindani
@laurakinstrain
@candy_cherriez
@gert_leninja

Top Tweeters in G10:
@katcapps
@samhainnight
@cblazblaz
@sheiladecker19
@docrocktex26
@taiping2
@avildsen
@thejessicatate
@lott_hayley
@marycarstensen


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