cesarean OR c-section, Twitter, 9/17/2021 7:21:44 PM, 262276


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cesarean OR c-section_2021-09-17_06-14-38.xlsx
cesarean OR c-section_2021-09-17_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3hIopZK
@drericding
@ashtonpittman
@claudetteggibs1
@susanschutte2
@cleavon_md
@mamadoctorjones
@mg_zlatnik
@katydogcrazy
@ron_george
@jujuliagrace

Top hashtags:
#covid19
#tigray
#tdfisethical
#tdflifesaver

Description:
Description
The graph represents a network of 8,397 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, 17 September 2021 at 13:19 UTC.

The requested start date was Friday, 17 September 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 7-day, 12-hour, 17-minute period from Thursday, 09 September 2021 at 11:37 UTC to Thursday, 16 September 2021 at 23:55 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 : 8397
Unique Edges : 3083
Edges With Duplicates : 12051
Total Edges : 15134
Number of Edge Types : 5
Retweet : 5594
MentionsInRetweet : 6160
Replies to : 948
Tweet : 870
Mentions : 1562
Self-Loops : 901
Reciprocated Vertex Pair Ratio : 0.0116770186335404
Reciprocated Edge Ratio : 0.0230844793713163
Connected Components : 1353
Single-Vertex Connected Components : 586
Maximum Vertices in a Connected Component : 4032
Maximum Edges in a Connected Component : 8779
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 3.730598
Graph Density : 0.000115515744608759
Modularity : 0.521755
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,397 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, 17 September 2021 at 13:19 UTC.

The requested start date was Friday, 17 September 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 7-day, 12-hour, 17-minute period from Thursday, 09 September 2021 at 11:37 UTC to Thursday, 16 September 2021 at 23:55 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:
[14] https://www.ajog.org/article/S0002-9378(21)00589-5/fulltext
[9] https://www.ajog.org/article/S0002-9378(21)00541-X/fulltext
[8] https://twitter.com/RebekahLove25/status/1437168676965392387
[8] https://www.mirror.co.uk/news/real-life-stories/i-c-section-no-pain-24952993
[6] https://twitter.com/rebekahlove25/status/1437168676965392387
[5] https://www.tuko.co.ke/426336-bungoma-woman-breaks-down-baby-she-delivered-through-cesarean-mysteriously-disappears.html
[4] https://www.rte.ie/news/ireland/2021/0914/1246666-baby-laurence-somers-inquest/
[4] https://twitter.com/gabbycynthia/status/1436904453353975808
[4] https://www.latimes.com/california/story/2021-09-12/inland-empire-parents-of-5-children-die-of-coronavirus-weeks-apart
[4] fractional:0

Top URLs in Tweet in G1:
[1] https://www.latimes.com/california/story/2021-09-12/inland-empire-parents-of-5-children-die-of-coronavirus-weeks-apart

Top URLs in Tweet in G2:
[2] https://www.mississippifreepress.org/15715/in-mississippi-fetal-deaths-double-among-unvaccinated-pregnant-women-with-covid-19/
[2] https://www.mississippifreepress.org/15681/mississippi-baby-dies-of-covid-child-deaths-in-past-45-days-exceed-prior-17-months/
[1] https://twitter.com/huffpostpol/status/1436330997130440722
[1] https://www.mississippifreepress.org/15565/multiple-pregnant-women-die-of-covid-in-mississippi-hospital-were-talking-c-sections-in-the-icu/
[1] https://twitter.com/jbryan522/status/1436049761984000004
[1] https://twitter.com/tatereeves/status/1436349511216029701
[1] https://twitter.com/great_journeys/status/1437096462639198211

Top URLs in Tweet in G3:
[7] https://twitter.com/RebekahLove25/status/1437168676965392387
[5] https://twitter.com/rebekahlove25/status/1437168676965392387
[3] https://twitter.com/yosoydavidmata1/status/1436016958214922243
[3] https://twitter.com/gabbycynthia/status/1436904453353975808
[2] https://twitter.com/YoSoyDavidMata1/status/1436016958214922243
[2] https://www.anesthesiologynews.com/Monographs-and-Whitepapers/Article/09-21/Nonopioid-Strategies-for-Postsurgical-Pain-Management-Cesarean-Delivery-Part-2-of-a-3-Part-Series-/64570?utm_source=Social&utm_medium=twitter&utm_campaign=0910nono
[2] https://www.ebay.com/itm/313669581541?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833315&toolid=10044&customid=&mkevt=1
[2] https://twitter.com/ilanaslightly/status/1436505470714322948
[2] https://spitupandsitups.com/c-section-recovery-must-haves/
[2] https://www.mansfieldnewsjournal.com/story/news/2021/09/15/labor-delivery-rooms-coming-avita-health-systems-ontario-hospital-ohio/8349608002/

Top URLs in Tweet in G7:
[1] https://www.newson6.com/story/613eae9bf890650c00a99fb3/catoosa-family-remembering-loved-one-who-died-from-covid19-complications-
[1] https://www.gofundme.com/f/keighliereaux?qid=53f2b315a91ef594073d909e6428660d
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fkali.mertz%2Fposts%2F4526325087423826
[1] https://twitter.com/Covid_gofundme/status/1437565913679769602
[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.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://twitter.com/EMeadeMD/status/1437085399092903938
[1] https://twitter.com/SteveCurryMD/status/1438003738476568576

Top URLs in Tweet in G10:
[1] https://www.motherjones.com/politics/2017/01/childbirth-injuries-prolapse-cesarean-section-natural-childbirth/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2457] covid19
[256] tigray
[79] tdfisethical
[79] tdflifesaver
[18] getvaccinated
[17] cesarean
[16] pregnant
[15] ecmo
[15] covid19sl
[12] birth



Top Hashtags in Tweet in G1:
[2123] covid19
[1] vaccinate

Top Hashtags in Tweet in G2:
[29] covid19

Top Hashtags in Tweet in G3:
[5] cesarean
[5] anhar
[4] csection
[4] pregnancy
[3] nhs
[3] israeliprison
[3] sogh2021
[3] scrapnhsbill
[2] anesthesia
[2] ebay

Top Hashtags in Tweet in G4:
[15] covid19

Top Hashtags in Tweet in G6:
[256] tigray
[79] tdfisethical
[79] tdflifesaver
[2] abiytoicc

Top Hashtags in Tweet in G7:
[237] covid19
[15] pregnant
[15] ecmo
[15] getvaccinated
[3] maternalcoviddeath
[3] westvirginia
[2] soulslosttocovid

Top Hashtags in Tweet in G8:
[4] scrapnhsbill
[4] covid19
[2] nhs

Top Hashtags in Tweet in G10:
[2] idgop

Top Words
Top Words in Tweet in Entire Graph:
[3103] section
[3093] weeks
[2790] baby
[2585] born
[2457] #covid19
[2430] mom
[2373] kids
[2319] both
[2318] heartbreaking
[2256] dad

Top Words in Tweet in G1:
[2145] drericding
[2124] kids
[2124] both
[2124] mom
[2123] heartbreaking
[2123] orphaned
[2123] dad
[2123] age
[2123] 37
[2123] 39

Top Words in Tweet in G2:
[1054] eight
[683] covid
[682] 19
[674] ashtonpittman
[674] died
[671] women
[670] pregnant
[668] mississippi
[646] weeks
[615] four

Top Words in Tweet in G3:
[572] section
[141] cesarean
[130] baby
[107] birth
[59] emergency
[58] time
[55] hospital
[50] born
[45] delivery
[45] first

Top Words in Tweet in G4:
[398] pregnant
[395] section
[394] emergency
[393] claudetteggibs1
[393] consider
[393] unvaccinated
[393] developed
[393] symptoms
[393] performed
[392] wa

Top Words in Tweet in G5:
[318] women
[317] truthfully83
[316] delivery
[315] private
[315] hospitals
[315] lagos
[315] state
[315] exploiting
[315] pregnant
[315] due

Top Words in Tweet in G6:
[256] #tigray
[256] forces
[256] mersa
[256] amhara
[256] demonstrated
[256] ethical
[256] professional
[256] public
[256] service
[256] treating

Top Words in Tweet in G7:
[237] #covid19
[217] pregnant
[183] susanschutte2
[113] ill
[112] care
[111] lacy
[110] hutchinson
[110] 33
[110] assistant
[110] broken

Top Words in Tweet in G8:
[142] emergency
[141] daughter
[141] section
[136] jujuliagrace
[135] gave
[135] birth
[135] early
[135] hours
[135] morning
[135] first

Top Words in Tweet in G9:
[274] yakini
[137] name
[137] born
[137] section
[137] heartbeat
[137] barely
[137] managed
[137] survive
[137] birth
[137] 21

Top Words in Tweet in G10:
[21] section
[12] abortionchat
[12] abortion
[12] force
[12] person
[10] tell
[9] always
[9] love
[9] anti
[9] choice

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2268] baby,born
[2243] mom,dad
[2242] kids,orphaned
[2242] orphaned,both
[2242] both,mom
[2242] dad,age
[2242] age,37
[2242] 37,39
[2242] #covid19,weeks
[2236] weeks,apart

Top Word Pairs in Tweet in G1:
[2123] heartbreaking,kids
[2123] kids,orphaned
[2123] orphaned,both
[2123] both,mom
[2123] mom,dad
[2123] dad,age
[2123] age,37
[2123] 37,39
[2123] 39,dies
[2123] dies,#covid19

Top Word Pairs in Tweet in G2:
[682] covid,19
[670] pregnant,women
[661] died,covid
[615] four,weeks
[570] ashtonpittman,mississippi
[554] women,died
[553] mississippi,eight
[553] past,four
[501] eight,pregnant
[501] over,past

Top Word Pairs in Tweet in G3:
[49] emergency,section
[47] cesarean,section
[17] born,section
[16] section,scar
[15] having,section
[15] cesarean,delivery
[15] baby,born
[14] section,hospital
[14] section,recovery
[13] scheduled,section

Top Word Pairs in Tweet in G4:
[394] emergency,section
[393] consider,unvaccinated
[393] unvaccinated,pregnant
[393] pregnant,developed
[393] developed,symptoms
[393] symptoms,emergency
[393] section,performed
[392] claudetteggibs1,consider
[392] performed,wa
[15] drericding,heartbreaking

Top Word Pairs in Tweet in G5:
[315] private,hospitals
[315] hospitals,lagos
[315] lagos,state
[315] state,exploiting
[315] exploiting,pregnant
[315] pregnant,women
[315] women,due
[315] due,delivery
[315] delivery,lying
[314] truthfully83,private

Top Word Pairs in Tweet in G6:
[256] #tigray,forces
[256] forces,mersa
[256] mersa,amhara
[256] amhara,demonstrated
[256] demonstrated,ethical
[256] ethical,professional
[256] professional,public
[256] public,service
[256] service,treating
[256] treating,patients

Top Word Pairs in Tweet in G7:
[110] lacy,hutchinson
[110] hutchinson,33
[110] 33,care
[110] care,assistant
[110] assistant,broken
[110] broken,arrow
[110] arrow,ok
[110] ok,months
[110] months,pregnant
[110] pregnant,fell

Top Word Pairs in Tweet in G8:
[141] emergency,section
[135] jujuliagrace,daughter
[135] daughter,gave
[135] gave,birth
[135] birth,early
[135] early,hours
[135] hours,morning
[135] morning,emergency
[135] section,first
[134] wellowdriver,jujuliagrace

Top Word Pairs in Tweet in G9:
[137] name,yakini
[137] yakini,born
[137] born,section
[137] section,heartbeat
[137] heartbeat,barely
[137] barely,managed
[137] managed,survive
[137] survive,birth
[137] birth,yakini
[137] yakini,21

Top Word Pairs in Tweet in G10:
[9] always,love
[9] love,anti
[9] anti,choice
[9] choice,abortion
[9] abortion,unethical
[9] unethical,please
[9] please,tell
[9] tell,ethical
[9] ethical,force
[9] force,person

Top Replied-To
Top Replied-To in Entire Graph:
@rebekahlove25
@lilnasx
@yosoydavidmata1
@emeademd
@thevavrosfamily
@statenirished
@ccriadoperez
@katiecelf
@204queen0574
@morninggloria

Top Replied-To in G1:
@drericding
@drrocketgirl

Top Replied-To in G2:
@motherearth2021

Top Replied-To in G4:
@claudetteggibs1

Top Replied-To in G5:
@truthfully83
@madprofuyah

Top Replied-To in G6:
@justintrudeau

Top Replied-To in G7:
@thanh_neville

Top Replied-To in G8:
@jujuliagrace

Top Replied-To in G10:
@thesinghman
@greeninthemiddl
@medwoman1
@lilies09
@chronic_chels
@secularwakanada
@praetor_dei
@paulicavanaugh
@postashley42
@shanoawarrior

Top Mentioned
Top Mentioned in Entire Graph:
@drericding
@ashtonpittman
@claudetteggibs1
@truthfully83
@susanschutte2
@gorillasdaily
@wellowdriver
@jujuliagrace
@iamerickaj777
@mamadoctorjones

Top Mentioned in G1:
@drericding
@abdallambarak2

Top Mentioned in G2:
@ashtonpittman
@drericding
@briantylercohen
@nothoodlum

Top Mentioned in G3:
@mvoice13
@artbypekena
@ask_lou
@journalofclinan
@curnowbronwyn

Top Mentioned in G4:
@claudetteggibs1
@drericding
@ashtonpittman
@oxforduk23

Top Mentioned in G5:
@truthfully83
@mayeesq
@joyceugo2

Top Mentioned in G6:
@afp
@bbcafrica
@france24
@afpafrica
@ferwinib
@medi_ake
@alitewolde
@gebremariamang1
@agazigeb
@kalebromhay

Top Mentioned in G7:
@susanschutte2
@drericding
@ashtonpittman
@thanh_neville
@cleavon_md
@katierandall
@solnatamd
@deirdrejones54
@davidbegnaud
@claudetteggibs1

Top Mentioned in G8:
@wellowdriver
@jujuliagrace
@201ginny
@drericding
@concretebadger
@sajidjavid
@everydoctoruk

Top Mentioned in G9:
@gorillasdaily

Top Mentioned in G10:
@abortionchat
@picklemrs
@jencages
@theabortiongirl
@atriana
@m_dewinter1844
@moonblast2000
@simpleargonian
@chronic_chels
@scoutofdeath

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@dichristine
@kompascom
@jurylady5
@newsoneplace
@roblwilson
@leratomannya
@inabster
@joni_looking
@iwd12

Top Tweeters in G1:
@jurylady5
@inabster
@iwd12
@sosorasora3
@britpoptarts
@lechatnoire4
@menabster
@monty_chadha
@velocity2121
@msmwatchdog2013

Top Tweeters in G2:
@joni_looking
@manmet80
@betterw05759703
@justwhatnowwhy
@estarianne
@ken_crichlow
@tinamorphis
@straitarrow10
@breakingnewzman
@alllwftopic

Top Tweeters in G3:
@kompascom
@newsoneplace
@pairsonnalitesn
@jiminjammin
@worldnewstweet_
@rioslade
@persenoita
@hersoulwrites
@moloko_flo
@irishsunonline

Top Tweeters in G4:
@onahunttoday
@arcticfox_am_i
@newsjunkie60
@lulu82824
@mcnejames
@crlulukat
@jadejensen29
@jax6655
@rosemariebrown3
@centristrn

Top Tweeters in G5:
@kemaaayyyy
@johniky5
@doderightthing
@owhreoluwa
@phonzaman
@laolu_dee
@ebonyboy9ja
@mayeesq
@emeka44407145
@1st_chidi

Top Tweeters in G6:
@france24
@afp
@beka94745808
@hanaaraya11
@hrw
@destahagos16
@letebrhangebre1
@abebahialu
@bbcafrica
@hawiy2012

Top Tweeters in G7:
@dichristine
@viralvideovlogs
@angelakorras
@cotey_mary
@pgrandee10
@lorettabower3
@mwhalan
@jsnyder555
@inforenique
@mrtachilles

Top Tweeters in G8:
@roblwilson
@tartancobweb
@sandssims
@magapanthus
@david96212152
@eileenvn
@havantacluotmp
@miftyjackson
@quangels
@knitagran

Top Tweeters in G9:
@scott1984fp
@drkotobuki
@joshcrewsreally
@theozilla01
@sirjotaro
@kingofdabronies
@dokoronuki
@bonnystill
@danmcdaid
@caletvwlrh

Top Tweeters in G10:
@patricklee6669
@vickie627
@pattysmattyvt
@jencages
@vincegottalotta
@medwoman1
@43sbdotcom
@katsimkhovitch
@pinkysportal
@google