cesarean OR c-section, Twitter, 9/24/2021 1:35:46 PM, 262756


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cesarean OR c-section_2021-09-24_06-14-38.xlsx
cesarean OR c-section_2021-09-24_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 24, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3ADVqh5
@rvareid
@dianahsmd
@susanschutte2
@lacadri34
@ashtonpittman
@cleavon_md
@katydogcrazy
@_ohcoco_
@lizditz
@dremilyportermd

Top hashtags:
#tigray
#covid19
#tdfisethical
#tdflifesaver
#england
#soulslosttocovid

Description:
Description
The graph represents a network of 8,159 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, 24 September 2021 at 13:18 UTC.

The requested start date was Friday, 24 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 6-day, 2-hour, 56-minute period from Friday, 17 September 2021 at 21:00 UTC to Thursday, 23 September 2021 at 23:56 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 : 8159
Unique Edges : 1847
Edges With Duplicates : 12902
Total Edges : 14749
Number of Edge Types : 5
Retweet : 6361
MentionsInRetweet : 6501
Tweet : 557
Replies to : 571
Mentions : 759
Self-Loops : 582
Reciprocated Vertex Pair Ratio : 0.0033691849164183
Reciprocated Edge Ratio : 0.00671574325196952
Connected Components : 867
Single-Vertex Connected Components : 365
Maximum Vertices in a Connected Component : 3009
Maximum Edges in a Connected Component : 6082
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.2199
Graph Density : 0.000116329168850249
Modularity : 0.478807
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,159 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, 24 September 2021 at 13:18 UTC.

The requested start date was Friday, 24 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 6-day, 2-hour, 56-minute period from Friday, 17 September 2021 at 21:00 UTC to Thursday, 23 September 2021 at 23:56 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://www.ajog.org/article/S0002-9378(21)00589-5/fulltext
[9] https://twitter.com/rvareid/status/1440347108054167560
[8] https://www.youtube.com/watch?v=FDxE76GGiqk&feature=youtu.be

[7] https://twitter.com/bidemiistired/status/1438806515775848450
[6] https://www.health.com/
[6] https://twitter.com/sharon_davis_/status/1439060633991798784
[5] https://www.health.com/condition/infectious-diseases/coronavirus/keighlie-reaux-covid
[4] https://www.sciencenews.org/article/c-section-babies-have-more-potentially-infectious-gut-bacteria
[4] https://twitter.com/RVAReid/status/1440347108054167560
[2] https://bcparent.ca/parenting/planning-your-next-birth/

Top URLs in Tweet in G3:
[6] https://twitter.com/rvareid/status/1440347108054167560
[5] https://twitter.com/bidemiistired/status/1438806515775848450
[3] https://www.health.com/
[3] https://www.health.com/condition/infectious-diseases/coronavirus/keighlie-reaux-covid
[3] https://twitter.com/RVAReid/status/1440347108054167560
[2] https://twitter.com/sharon_davis_/status/1439060633991798784
[2] https://twitter.com/smoke_nd_pearlz/status/1439392067084558339
[2] https://www.desmoinesregister.com/story/news/2021/09/21/ames-mary-greeley-medical-center-birthing-unit-baby-neonatal-care-cesarean-section-nursery/5773846001/
[1] https://twitter.com/minajbrendan/status/1438659842512674816
[1] https://twitter.com/andrewtonybee/status/1439056035348721667

Top URLs in Tweet in G5:
[1] https://twitter.com/strawberrynpat/status/1432890090297069572

Top URLs in Tweet in G7:
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fmaria.cruz.1000469%2Fposts%2F10219835052291508
[1] https://www.gofundme.com/f/prayer-warriors-for-cristina?qid=5dca9cf44a632dfd2518876d07f66103
[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.mississippifreepress.org/15565/multiple-pregnant-women-die-of-covid-in-mississippi-hospital-were-talking-c-sections-in-the-icu/
[1] https://haberdairesi.com/turkiye/koronavirusten-olen-hamile-ogretmenin-bebegi-sezaryenle-kurtarildi-47893h
[1] https://www.gazeterize.com/haberde-insan/korona-virus-anne-ve-bebegini-ayirdi-h14239145.html
[1] https://www.egetelgraf.com/6-aylik-hamile-olan-hakim-ebru-us-aykas-koronavirusten-oldu-bebegi-yogun-bakimda/
[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

Top URLs in Tweet in G9:
[1] https://twitter.com/sharon_davis_/status/1439060633991798784

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[128] tigray
[111] covid19
[61] tdfisethical
[61] tdflifesaver
[23] england
[9] soulslosttocovid
[7] turkey
[6] smartnews
[5] csection
[5] cesarean



Top Hashtags in Tweet in G1:
[1] covid19

Top Hashtags in Tweet in G3:
[4] birth
[3] cesarean
[3] csection
[3] smartnews
[2] health
[2] downsyndromeawareness
[1] csections
[1] unitedstates
[1] medically
[1] colettelouisetisdahl

Top Hashtags in Tweet in G4:
[5] urgent
[5] o
[1] rawalpindi
[1] spreadtheword
[1] donateblood
[1] savelife
[1] beahero
[1] bdp

Top Hashtags in Tweet in G7:
[104] covid19
[23] england
[9] soulslosttocovid
[7] turkey
[4] westvirginia
[3] maternalcoviddeath
[3] argentina

Top Hashtags in Tweet in G8:
[128] tigray
[61] tdfisethical
[61] tdflifesaver
[1] tigraygenocide

Top Words
Top Words in Tweet in Entire Graph:
[5618] know
[5581] maybe
[4455] yang
[4451] untuk
[4451] ada
[4450] mana
[2867] during
[2847] pregnancy
[2847] women
[2826] don

Top Words in Tweet in G1:
[5537] know
[5536] maybe
[2790] rvareid
[2776] during
[2771] don
[2771] years
[2769] pregnancy
[2769] women
[2768] men
[2768] didn

Top Words in Tweet in G2:
[4453] yang
[4451] untuk
[4450] ada
[4450] mana
[2225] dianahsmd
[2225] scar
[2225] keloids
[2225] camni
[2225] tak
[2225] kira

Top Words in Tweet in G3:
[341] section
[73] cesarean
[62] baby
[54] birth
[38] emergency
[31] born
[27] having
[23] time
[23] scar
[22] one

Top Words in Tweet in G4:
[200] blood
[196] hospital
[195] pregnant
[195] lady
[195] admitted
[195] esi
[195] dilshad
[195] garden
[195] needs
[195] urgently

Top Words in Tweet in G5:
[198] please
[198] dog
[197] commission
[197] laboratory
[196] strawberrynpat
[196] emergency
[196] pray
[196] help
[196] badly
[196] need

Top Words in Tweet in G6:
[176] yacobg42
[176] born
[176] cesarean
[176] macbeth
[175] shoutout
[175] everyone
[175] being
[175] kill

Top Words in Tweet in G7:
[146] became
[145] ill
[115] months
[111] died
[106] 2021
[104] #covid19
[104] september
[101] susanschutte2
[97] cristina
[97] 17

Top Words in Tweet in G8:
[128] #tigray
[128] forces
[128] mersa
[128] amhara
[128] demonstrated
[128] ethical
[128] professional
[128] public
[128] service
[128] treating

Top Words in Tweet in G9:
[48] sharon_davis_
[43] section
[17] child
[16] 2nd
[13] doctor
[13] second
[13] birth
[13] asked
[11] male
[11] baby

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2787] years,ago
[2781] didn,know
[2780] don,know
[2778] know,until
[2778] during,pregnancy
[2777] maybe,men
[2777] men,don
[2777] know,didn
[2777] until,maybe
[2777] maybe,years

Top Word Pairs in Tweet in G1:
[2769] during,pregnancy
[2768] maybe,men
[2768] men,don
[2768] don,know
[2768] know,didn
[2768] didn,know
[2768] know,until
[2768] until,maybe
[2768] maybe,years
[2768] years,ago

Top Word Pairs in Tweet in G2:
[2225] untuk,yang
[2225] yang,ada
[2225] ada,scar
[2225] scar,keloids
[2225] keloids,camni
[2225] camni,tak
[2225] tak,kira
[2225] kira,kat
[2225] kat,tangan
[2225] tangan,atau

Top Word Pairs in Tweet in G3:
[35] emergency,section
[21] cesarean,section
[12] section,scar
[12] during,section
[11] section,baby
[10] having,section
[8] born,section
[7] giving,birth
[7] section,recovery
[7] natural,birth

Top Word Pairs in Tweet in G4:
[195] pregnant,lady
[195] lady,admitted
[195] admitted,esi
[195] esi,hospital
[195] hospital,dilshad
[195] dilshad,garden
[195] garden,needs
[195] needs,blood
[195] blood,urgently
[195] urgently,cesarean

Top Word Pairs in Tweet in G5:
[196] emergency,commission
[196] commission,please
[196] please,pray
[196] pray,help
[196] help,badly
[196] badly,need
[196] need,funds
[196] funds,dog
[196] dog,laboratory
[196] laboratory,medication

Top Word Pairs in Tweet in G6:
[176] born,cesarean
[175] shoutout,everyone
[175] everyone,born
[175] cesarean,being
[175] being,kill
[175] kill,macbeth
[174] yacobg42,shoutout

Top Word Pairs in Tweet in G7:
[104] died,#covid19
[104] #covid19,september
[102] became,ill
[96] cristina,viloria
[96] viloria,25
[96] 25,teacher
[96] teacher,saint
[96] saint,cloud
[96] cloud,fl
[96] fl,died

Top Word Pairs in Tweet in G8:
[128] #tigray,forces
[128] forces,mersa
[128] mersa,amhara
[128] amhara,demonstrated
[128] demonstrated,ethical
[128] ethical,professional
[128] professional,public
[128] public,service
[128] service,treating
[128] treating,patients

Top Word Pairs in Tweet in G9:
[13] 2nd,child
[10] tubes,tied
[9] second,section
[9] wanted,tubes
[9] jjdianem,sharon_davis_
[8] mazzystarrr,sharon_davis_
[8] sharon_davis_,wheeling
[8] wheeling,2nd
[8] child,second
[8] section,asked

Top Replied-To
Top Replied-To in Entire Graph:
@rvareid
@sharon_davis_
@dremilyportermd
@mamadoctorjones
@drstephaniecoo1
@geekyb
@camp_vh
@fuzzymittens
@queerlingsmf
@nookienooo

Top Replied-To in G1:
@rvareid
@anastasiabarzee
@rebeccamillike2
@robinsnest333
@powda_blow
@theauthorsmind

Top Replied-To in G2:
@iqbalhuszaidey

Top Replied-To in G3:

Top Replied-To in G6:
@yacobg42

Top Replied-To in G7:
@dremilyportermd
@retireb4idie
@lizzy_lang7
@ranaaurora
@lisawhelpley
@denise_dewald

Top Replied-To in G9:
@sharon_davis_
@stephenniem
@groovicat
@jjdianem
@wijisworld
@no50franny
@bunnyreturns
@iplumbright58
@jaylikewhoa
@mazzystarrr

Top Replied-To in G10:
@jherbatov

Top Mentioned
Top Mentioned in Entire Graph:
@rvareid
@dianahsmd
@strawberrynpat
@stutisardana
@yacobg42
@susanschutte2
@afp
@afpafrica
@bbcafrica
@france24

Top Mentioned in G1:
@rvareid
@t_fisherking
@anastasiabarzee
@lacadri34
@susanschutte2
@spicy2siracha
@powda_blow
@richiealpha

Top Mentioned in G2:
@dianahsmd
@iqbalhuszaidey

Top Mentioned in G3:
@anon_usa_il
@amanoah2

Top Mentioned in G4:
@stutisardana
@bdonorspakistan
@riffy_afc
@blooddonorsin
@tajinderbagga
@vasurukharbjp
@punitspeaks

Top Mentioned in G5:
@strawberrynpat

Top Mentioned in G6:
@yacobg42

Top Mentioned in G7:
@susanschutte2
@cleavon_md
@ashtonpittman
@dremilyportermd
@yourfriendmel
@itosettimd_mba
@mmedefargeknits

Top Mentioned in G8:
@afp
@afpafrica
@bbcafrica
@france24
@tsegayfisseha1
@alitewolde
@tigrayhaben
@teweldewele
@abiewerk
@dalinakiros

Top Mentioned in G9:
@sharon_davis_
@iseult
@mazzystarrr
@bsconley
@teripost
@jjdianem
@mmempause
@no50franny
@wijisworld
@clontz_john

Top Mentioned in G10:
@pray2pesci
@mucusmucous
@narratingfools
@frenchg11623069
@anthonyt2_mufc
@imkimaaron
@robertbrowniej8
@brad_feinman
@cern_lxxl
@tertiusiv

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tesco
@stephenoflyf
@parthpa07241800
@manmet80
@lizditz
@dancas2
@viralvideovlogs
@twillynavy246
@beverly21811568

Top Tweeters in G1:
@twillynavy246
@moreandagain
@mastaofmp3s
@indiaalmighty
@khuze_elikhulu
@tylaskan
@idekchiabarb
@groovy_ky
@raveenthedream
@_girlfromatl

Top Tweeters in G2:
@nrhdx
@malequearrasyid
@azamjauhari_
@ainajihah97
@anatiamir
@meknimmm
@sanseukai
@nurulfazlyani
@shauqi_qi
@hbaiibee

Top Tweeters in G3:
@_globalcareers
@designatfuturit
@markburgerenerg
@msdixiediva8253
@eyeseeyou706
@krazyazzk
@teemichelle57
@moebeatsz3
@mdlinx
@ericmass_

Top Tweeters in G4:
@parthpa07241800
@upma23
@hariyanekachora
@aksinhaster
@anil7kishan
@avadhi_deepak
@blooddonorsin
@hustler81
@wdamidoinhere
@outthinker83

Top Tweeters in G5:
@nightmares_05
@wabbissabbi
@avernale
@_ayseljqn
@clancyscribble
@flyingdarla
@chenniesandejas
@zidian_
@digislr
@iipearlyy

Top Tweeters in G6:
@drkwingduck
@lavieinpink
@samrosewatson
@bisamwiseual
@treadway_amber
@manu_v
@maddyburnhope
@jorgewashlincn
@bentface
@cuthroathoughts

Top Tweeters in G7:
@missb62
@manmet80
@lizditz
@viralvideovlogs
@tinamorphis
@loulachat
@trumpwatchnews
@charlenegapeach
@ewindham3
@dollymad1812

Top Tweeters in G8:
@france24
@afp
@bekatigray
@letebrhangebre1
@bbcafrica
@bepositive76
@edenwogayehu
@filmonkiros7
@juntafilmon
@tigray_forever

Top Tweeters in G9:
@bewitched9
@madocleonard
@ronague
@jjp117
@laviniahilltopp
@rizikaoikonomik
@internetbiz911
@jaylikewhoa
@missing_chapter
@badgarlririii

Top Tweeters in G10:
@akaxochi
@zapher134
@awayfromthekeys
@zypisfy
@imkimaaron
@cern_lxxl
@bearschoice2020
@jools6691
@anthonyt2_mufc
@andrewrchapman