cesarean OR c-section, Twitter, 10/29/2021 1:38:42 PM, 265056


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cesarean OR c-section_2021-10-29_06-14-38.xlsx
cesarean OR c-section_2021-10-29_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 29, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3Cug9oi
@aslah92
@abc
@ab_shahirah
@hegemommy
@paidleaveus
@charlenegapeach
@coachmeliz
@potus
@ang5marie5
@stephherold

Top hashtags:
#tembisa10
#ayikhale
#face2face
#paidleave
#uthandonoxolo
#dlozlami
#covid19

Description:
Description
The graph represents a network of 8,491 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, 29 October 2021 at 13:20 UTC.

The requested start date was Friday, 29 October 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, 9-hour, 56-minute period from Thursday, 21 October 2021 at 14:01 UTC to Thursday, 28 October 2021 at 23:58 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 : 8491
Unique Edges : 3344
Edges With Duplicates : 10947
Total Edges : 14291
Number of Edge Types : 5
Tweet : 1153
Retweet : 5221
MentionsInRetweet : 5695
Replies to : 1124
Mentions : 1098
Self-Loops : 1173
Reciprocated Vertex Pair Ratio : 0.00732696585110559
Reciprocated Edge Ratio : 0.0145473438108845
Connected Components : 1554
Single-Vertex Connected Components : 729
Maximum Vertices in a Connected Component : 3554
Maximum Edges in a Connected Component : 7167
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.622905
Graph Density : 0.000106799148103743
Modularity : 0.550603
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,491 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, 29 October 2021 at 13:20 UTC.

The requested start date was Friday, 29 October 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, 9-hour, 56-minute period from Thursday, 21 October 2021 at 14:01 UTC to Thursday, 28 October 2021 at 23:58 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:
[41] https://twitter.com/igorbobic/status/1451339343168147462
[15] https://twitter.com/ambernoelle/status/1453711552725540866
[15] https://www.dailymail.co.uk/news/article-10117633/Air-Force-offers-50-000-Army-spouse-TOWEL-inside-FIVE-YEARS-C-section.html
[14] https://dailym.ai/mol.im/a/7931931,https://www.dailymail.co.uk/
[13] https://twitter.com/rdpiazza/status/1452817200612532230
[10] https://twitter.com/katie_gutz/status/1453597845567725568
[10] https://www.sciencedaily.com/releases/2021/10/211020135842.htm?utm_source=dlvr.it&utm_medium=twitter
[8] https://www.sciencedaily.com/releases/2021/10/211020135842.htm
[7] https://ewn.co.za/2021/10/27/tembisa-10-report-gosiame-sithole-had-a-c-section-two-of-the-babies-died?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.independent.co.uk/news/world/americas/air-force-c-section-malpractice-settlement-b1943247.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1634888135

Top URLs in Tweet in G2:
[1] https://twitter.com/Mpoohmaey_Twin/status/1453392681342803977?t=tkffhaH7j3L0ik8fBp7ZQA&s=19
[1] https://www.youtube.com/watch?v=onMO-OAybBs&feature=youtu.be


Top URLs in Tweet in G3:
[19] https://twitter.com/igorbobic/status/1451339343168147462
[11] https://twitter.com/ambernoelle/status/1453711552725540866
[10] https://www.sciencedaily.com/releases/2021/10/211020135842.htm?utm_source=dlvr.it&utm_medium=twitter
[10] https://twitter.com/katie_gutz/status/1453597845567725568
[8] https://twitter.com/rdpiazza/status/1452817200612532230
[6] https://www.sciencedaily.com/releases/2021/10/211020135842.htm
[5] https://www.iweller.com/all-health-fitness-tips/i-gave-birth-in-the-us-and-malaysia-neither-experience-was-perfect-but-the-care-from-my-doctor-in-malaysia-was-superior-2/
[4] https://twitter.com/muhammadeizat/status/1451135254849208322
[3] https://www.stripes.com/branches/air_force/2021-10-21/yokota-japan-settle-surgical-malpractice-claim-3320136.html
[3] https://www.military.com/daily-news/2021/10/21/air-force-offers-former-army-spouse-50k-settlement-after-towel-left-inside-her-during-c-section.html

Top URLs in Tweet in G4:
[11] https://twitter.com/igorbobic/status/1451339343168147462
[1] https://twitter.com/rdpiazza/status/1452817200612532230
[1] https://twitter.com/mediaperuana/status/1453357931274149890
[1] https://twitter.com/just_jenna/status/1452686644931403785
[1] https://twitter.com/mkraju/status/1453379670716698630
[1] https://twitter.com/SarahforWI/status/1452807774480609289

Top URLs in Tweet in G5:
[1] https://twitter.com/chuckwendig/status/1452949415610695689

Top URLs in Tweet in G6:
[2] https://twitter.com/igorbobic/status/1451339343168147462
[1] https://twitter.com/leaninorg/status/1453072440075161606
[1] https://www.nbcnews.com/politics/congress/democrats-near-deal-pared-back-spending-bill-here-what-s-n1282164
[1] https://twitter.com/Yamiche/status/1453471387079913477
[1] https://twitter.com/rdpiazza/status/1452817200612532230
[1] https://twitter.com/RepJayapal/status/1452673809484496904
[1] https://twitter.com/ECMcLaughlin/status/1452990380060946434

Top URLs in Tweet in G8:
[11] https://dailym.ai/mol.im/a/7931931,https://www.dailymail.co.uk/
[11] https://www.dailymail.co.uk/news/article-10117633/Air-Force-offers-50-000-Army-spouse-TOWEL-inside-FIVE-YEARS-C-section.html
[2] https://www.stripes.com/branches/air_force/2021-10-21/yokota-japan-settle-surgical-malpractice-claim-3320136.html
[1] https://trib.al/MUQADLl
[1] https://trib.al/izCzeNr
[1] https://trib.al/XWSOLOx
[1] https://trib.al/TYhsRDX
[1] https://www.stripes.com/branches/air_force/2021-10-21/yokota-japan-settle-surgical-malpractice-claim-3320136.html#.YXaz2DeKs0Y.twitter

Top URLs in Tweet in G10:
[1] https://twitter.com/nikemawilliams/status/1453566661815152641

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[746] tembisa10
[57] ayikhale
[47] face2face
[45] paidleave
[44] uthandonoxolo
[44] dlozlami
[23] covid19
[15] bbmzansi
[15] cesarean
[14] 浜崎あゆみ



Top Hashtags in Tweet in G2:
[732] tembisa10
[1] decuplets
[1] thembisa10
[1] vendatwitter
[1] vhuvhambadzidriv
[1] nsfas
[1] dribbledbyafriend
[1] sabcnews
[1] ayikhale
[1] bringbackfreewifi

Top Hashtags in Tweet in G3:
[7] csection
[4] cesarean
[4] pregnancy
[3] news
[3] birth
[3] holyshitanswerthis
[3] tembisa10
[3] btstickets
[2] vbac
[2] gynaecology

Top Hashtags in Tweet in G6:
[2] paidleave
[1] paidfamilyleave
[1] buildbackbetteract

Top Words
Top Words in Tweet in Entire Graph:
[5133] section
[2673] utk
[2671] saya
[1625] weeks
[1344] kat
[1344] tweet
[1340] yg
[1337] isteri
[1336] aslah92
[1336] cuma

Top Words in Tweet in G1:
[2649] saya
[2649] utk
[1325] aslah92
[1325] isteri
[1324] jarang
[1324] meminta
[1324] kat
[1324] sini
[1324] cuma
[1324] kali

Top Words in Tweet in G2:
[745] pregnant
[736] dr
[732] #tembisa10
[732] delivered
[727] mpho
[725] gosiame
[725] sithole
[702] section
[666] iol
[659] delivery

Top Words in Tweet in G3:
[735] section
[140] weeks
[120] cesarean
[114] baby
[102] birth
[61] emergency
[59] pregnant
[55] born
[53] back
[51] first

Top Words in Tweet in G4:
[553] section
[527] weeks
[475] hegemommy
[458] six
[455] first
[455] drive
[68] work
[55] back
[37] went
[36] leave

Top Words in Tweet in G5:
[203] section
[196] weeks
[194] joe
[194] manchin
[194] try
[194] anything
[194] four
[194] including
[194] take
[194] shower

Top Words in Tweet in G6:
[165] section
[165] weeks
[156] still
[81] birth
[75] vaginal
[68] stephherold
[68] bleeding
[68] bed
[67] childbirth
[67] rest

Top Words in Tweet in G7:
[193] section
[192] baby
[190] girl
[190] serving
[190] asf
[190] bxsel
[2] clocked
[2] oomf
[2] being

Top Words in Tweet in G8:
[117] abc
[91] year
[83] more
[81] losing
[81] wife
[81] james
[81] alvarez
[81] celebrated
[81] life
[81] daughter

Top Words in Tweet in G9:
[53] weeks
[52] rdpiazza
[45] section
[18] paid
[18] male
[18] lawmakers
[18] need
[18] know
[18] happens
[18] women

Top Words in Tweet in G10:
[93] section
[82] drericding
[82] ventilator
[78] 10
[77] doctors
[76] week
[76] later
[76] decided
[76] deliver
[76] sullivan

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1335] saya,jarang
[1335] jarang,meminta
[1335] meminta,kat
[1335] kat,sini
[1335] sini,cuma
[1335] cuma,utk
[1335] utk,kali
[1335] kali,saya
[1335] saya,minta
[1335] minta,doa

Top Word Pairs in Tweet in G1:
[1324] saya,jarang
[1324] jarang,meminta
[1324] meminta,kat
[1324] kat,sini
[1324] sini,cuma
[1324] cuma,utk
[1324] utk,kali
[1324] kali,saya
[1324] saya,minta
[1324] minta,doa

Top Word Pairs in Tweet in G2:
[727] dr,mpho
[725] gosiame,sithole
[659] delivered,section
[658] pregnant,delivered
[658] section,delivery
[653] sithole,definitely
[653] definitely,pregnant
[653] delivery,happen
[653] happen,occur
[653] occur,dr

Top Word Pairs in Tweet in G3:
[52] emergency,section
[43] cesarean,section
[35] section,scar
[33] depression,anxiety
[29] during,section
[25] air,force
[25] force,offers
[23] army,spouse
[22] born,section
[22] having,section

Top Word Pairs in Tweet in G4:
[455] first,section
[455] section,drive
[455] drive,six
[455] six,weeks
[454] hegemommy,first
[53] back,work
[33] paid,leave
[33] couldn,walk
[33] went,back
[32] weeks,later

Top Word Pairs in Tweet in G5:
[194] joe,manchin
[194] manchin,section
[194] section,try
[194] try,anything
[194] anything,four
[194] four,weeks
[194] weeks,including
[194] including,take
[194] take,shower
[194] shower,before

Top Word Pairs in Tweet in G6:
[68] still,bleeding
[67] weeks,vaginal
[66] fyi,weeks
[66] vaginal,childbirth
[66] childbirth,still
[66] bleeding,sore
[66] sore,section
[66] section,birth
[66] birth,still
[66] still,bed

Top Word Pairs in Tweet in G7:
[192] section,baby
[190] girl,serving
[190] serving,section
[190] baby,asf
[189] bxsel,girl
[2] clocked,oomf
[2] oomf,being
[2] being,section

Top Word Pairs in Tweet in G8:
[81] more,year
[81] year,losing
[81] losing,wife
[81] wife,james
[81] james,alvarez
[81] alvarez,celebrated
[81] celebrated,life
[81] life,daughter
[81] daughter,touching
[81] touching,photo

Top Word Pairs in Tweet in G9:
[18] rdpiazza,male
[18] male,lawmakers
[18] lawmakers,need
[18] need,know
[18] know,happens
[18] happens,women
[18] women,bodies
[18] bodies,postpartum
[18] postpartum,bleed
[18] bleed,heavily

Top Word Pairs in Tweet in G10:
[76] week,later
[76] later,doctors
[76] doctors,decided
[76] decided,deliver
[76] deliver,sullivan
[76] sullivan,section
[76] section,clair
[76] clair,put
[76] put,ventilator
[76] ventilator,given

Top Replied-To
Top Replied-To in Entire Graph:
@ambernoelle
@rdpiazza
@potus
@hegemommy
@angryblacklady
@biologistimo
@sfpelosi
@iol
@berniesanders
@lindsaydevon

Top Replied-To in G2:
@iol
@tee_ner
@zaqeley
@tarynisaacs
@abutijosef
@mpoohmaey_twin
@max80283397
@ladyfireonice
@alettamabona
@zakes892

Top Replied-To in G4:
@hegemommy
@angryblacklady
@igorbobic
@nelba_mg
@nikemawilliams
@realsheldiablo
@sarahforwi
@picturesarah
@wfkars
@albrechtpride

Top Replied-To in G6:
@potus
@katie_gutz
@sen_joemanchin
@repjayapal
@rachelsteenblik
@clhubes
@fifimcfae
@stephherold
@vp
@neioco

Top Replied-To in G9:
@rdpiazza
@dreamsofskies
@randgmom
@meljsaysso
@danglucksman
@instagwen
@stevieanntas
@silver_canuck
@mollybedrock
@kimtfiu

Top Replied-To in G10:
@kaykosmos
@drericding
@jillfilipovic
@kushbae112

Top Mentioned
Top Mentioned in Entire Graph:
@aslah92
@iol
@hegemommy
@ecmclaughlin
@bxsel
@abc
@ketengahketepi
@brymolawale
@lisix333
@drericding

Top Mentioned in G1:
@aslah92

Top Mentioned in G2:
@iol
@jacanews
@healthza
@pheaga1
@kokie_e
@bareebe
@kingthatsowsa
@nxuba__rhudulu
@reditlhabi
@mmehlolo

Top Mentioned in G3:
@sillymickel
@ignicias_sa
@bobw075
@seidubabaabdul1
@imsuperseggc

Top Mentioned in G4:
@hegemommy
@sarahforwi
@angryblacklady
@fgossgraves
@igorbobic
@melemallory
@therealjenblue
@seawitch1031
@kgriffin33
@michelleerline

Top Mentioned in G5:
@ecmclaughlin
@dohobob
@hegemommy

Top Mentioned in G6:
@stephherold
@sen_joemanchin
@potus
@britcrampsie
@girdish
@senschumer
@hegemommy
@lutherliz
@katie_gutz
@vp

Top Mentioned in G7:
@bxsel
@hegemommy

Top Mentioned in G8:
@abc
@abcworldnews
@starsandstripes
@usarmy
@foxnews
@nbcnews
@nwsportland
@dhadirector
@aslah92
@jimmyfallon

Top Mentioned in G9:
@rdpiazza
@bossymama57
@hc_richardson
@instagwen
@jessgrose
@anildash
@whoisme333
@redwingschic
@vickie627
@denisrbara

Top Mentioned in G10:
@drericding
@mjc5577
@kaykosmos
@jamesmwilliam18
@thebutterknife
@smittycanada1
@exhaling9
@jillfilipovic
@losttocovid
@blue_christys

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@victormanuelje1
@falconhamada_90
@andyvermaut
@world_news_eng
@rjber15
@independent
@inabster
@69nicebot69
@henrirousseau12

Top Tweeters in G1:
@nuraz_wawa
@nrmzdh
@nanaazmi5
@nrhdx
@sakinah_yahya
@nabilhussein
@malequearrasyid
@flux_z
@nikasyrvf
@razleenrazlan

Top Tweeters in G2:
@jdjongumzidenga
@gracaofdeus
@mithisa_motho
@drinkopoppapi
@ndux_m
@danielmarven
@mpho_pitsi_za
@mumsy_
@jacanews
@khvnyi

Top Tweeters in G3:
@andyvermaut
@eurekamag
@_globalcareers
@rattlecans
@chris__tf
@effiemagic
@jadasgotit
@news365coza
@wellcome_home
@missnizi

Top Tweeters in G4:
@missb62
@rjber15
@lizditz
@vedehimajumdar
@wise_diva
@aziegler
@valsadie
@dunnclan
@angryblacklady
@stunnedvoter

Top Tweeters in G5:
@mharvey816
@nikhil_p_b
@artis_elemental
@barbiewithatude
@on_bender
@beth4158
@tenshiakari12
@sherrysmolders
@social_seer
@dianetoucan

Top Tweeters in G6:
@nancyneff2
@bracing
@kingdomofwench
@msnbc
@aleksanderrb
@elfgrove
@cmclymer
@naogannet
@bruno_j_navarro
@saralang

Top Tweeters in G7:
@sevthepanda
@germaror
@flowerynymph
@jezfrompeepshow
@swag666maddy
@putaspice69
@dunkin_nonuts
@hanlm_
@rashleynar
@lame_vegan21

Top Tweeters in G8:
@falconhamada_90
@world_news_eng
@henrirousseau12
@rosenchild
@morgfair
@marlinaayu
@roripierpont1
@edgardogarciasa
@foxnews
@vmrwanda

Top Tweeters in G9:
@itsmamajas
@1feralkat
@vickie627
@mercurialmiss
@anildash
@jencages
@redwingschic
@medwoman1
@hoodsocialism
@morgandawn6

Top Tweeters in G10:
@inabster
@menabster
@katcapps
@deepvard
@kat223
@masky_jay_hoody
@fiona_fionnagal
@tanis42
@bfm4440
@tenajd