cesarean OR c-section, Twitter, 3/25/2022 1:45:01 PM, 273710


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cesarean OR c-section_2022-03-25_06-14-38.xlsx
cesarean OR c-section_2022-03-25_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 25, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3Nht8zP
@bessbell
@rvawonk
@ap
@kierstenwarren
@donaldrusan
@abc
@kimwillful
@wairarapajane
@marthalynneowe1
@govkhan

Top hashtags:
#pregnancy
#chicagomed
#onechicago
#covidvaccine
#behindthescenes
#idboardreview

Description:
Description
The graph represents a network of 9,292 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, 25 March 2022 at 13:22 UTC.

The requested start date was Friday, 25 March 2022 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 12-day, 17-hour, 56-minute period from Saturday, 12 March 2022 at 06:01 UTC to Thursday, 24 March 2022 at 23:57 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 : 9292
Unique Edges : 4768
Edges With Duplicates : 9353
Total Edges : 14121
Number of Edge Types : 5
Retweet : 4370
MentionsInRetweet : 4837
Replies to : 1565
Tweet : 1508
Mentions : 1841
Self-Loops : 1538
Reciprocated Vertex Pair Ratio : 0.0115306639635073
Reciprocated Edge Ratio : 0.0227984466992359
Connected Components : 2174
Single-Vertex Connected Components : 1000
Maximum Vertices in a Connected Component : 3247
Maximum Edges in a Connected Component : 6403
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 5.08655
Graph Density : 9.24686395441077E-05
Modularity : 0.582804
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 9,292 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, 25 March 2022 at 13:22 UTC.

The requested start date was Friday, 25 March 2022 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 12-day, 17-hour, 56-minute period from Saturday, 12 March 2022 at 06:01 UTC to Thursday, 24 March 2022 at 23:57 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:
[25] https://www.ajog.org/article/S0002-93782101216-3/fulltext
[23] https://www.youtube.com/watch?v=nzzCYHDNEME&feature=youtu.be

[19] https://twitter.com/bessbell/status/1506734704187219975
[19] https://www.goodmorningamerica.com/wellness/story/hospital-camera-moms-watch-give-birth-section-83495376
[16] https://www.itv.com/news/westcountry/2022-03-16/womans-unborn-baby-died-after-man-kicked-her-in-the-stomach
[11] https://twitter.com/soulaaangel/status/1505536098663124993
[10] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085
[9] https://nation.africa/subscribe
[9] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085
[9] https://twitter.com/AP/status/1503251299999133700

Top URLs in Tweet in G1:
[3] https://twitter.com/bessbell/status/1506734704187219975
[1] https://www.nhs.uk/conditions/caesarean-section/what-happens/

Top URLs in Tweet in G2:
[11] https://twitter.com/bessbell/status/1506734704187219975
[10] https://twitter.com/soulaaangel/status/1505536098663124993
[5] https://twitter.com/AP/status/1503251299999133700
[5] https://twitter.com/mrs_g_rider/status/1504105121554309132
[4] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085
[4] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://twitter.com/caiimesabs/status/1502756007054917635
[3] https://twitter.com/dw_russian/status/1503263522733625345
[3] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085
[3] https://www.cureus.com/articles/54575-anesthetic-considerations-for-cesarean-delivery-after-uterine-transplant?utm_source=ResearchGate&utm_medium=GIUVARR@GMAIL.COM&utm_campaign=Diffusion+of+scientific+material

Top URLs in Tweet in G3:
[1] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085

Top URLs in Tweet in G4:
[2] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085
[1] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085
[1] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085?utm_source=Twitter&utm_campaign=SocialFlow&utm_medium=AP

Top URLs in Tweet in G5:
[2] https://twitter.com/idkmybffjill999/status/1503127499861024768
[1] https://www.nlm.nih.gov/exhibition/cesarean/part2.html

Top URLs in Tweet in G6:
[2] https://earthlymission.com/black-footed-ferret-died-in-1988-cloning-science-willa-elizabeth-ann/?fbclid=IwAR2M5oeoinFihurLgwOv7OpT_4KU-6tgoLZsL7_f9ZTAL-gu_jw9D5adhC4

Top URLs in Tweet in G7:
[1] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085

Top URLs in Tweet in G8:
[1] https://jamanetwork.com/journals/jama/fullarticle/2790607

Top URLs in Tweet in G9:
[19] https://www.goodmorningamerica.com/wellness/story/hospital-camera-moms-watch-give-birth-section-83495376
[1] https://www.goodmorningamerica.com/wellness/story/hospital-camera-moms-watch-give-birth-section-83495376?utm_source=twitter&utm_medium=organic-social&utm_campaign=&utm_content=
[1] https://trib.al/1FOWYB5
[1] https://trib.al/0cZ8SyH
[1] https://trib.al/xTOXmCD
[1] https://trib.al/uAPZIvO
[1] https://www.britannica.com/science/cesarean-section
[1] https://www.goodmorningamerica.com/gma/story/hospital-camera-moms-watch-give-birth-section-83495376
[1] https://twitter.com/AP/status/1503251299999133700
[1] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085?utm_source=Twitter&utm_campaign=SocialFlow&utm_medium=AP

Top URLs in Tweet in G10:
[1] https://twitter.com/hellolondondior/status/1503880249565659139
[1] https://twitter.com/jfitzgeraldmd/status/1504289949851467776

Top Domains
Top Domains in Tweet in Entire Graph:
[200] twitter.com
[67] youtube.com
[35] ajog.org
[25] apnews.com
[24] nih.gov
[22] goodmorningamerica.com
[17] co.uk
[16] itv.com
[12] co.ke
[10] jamanetwork.com

Top Domains in Tweet in G1:
[3] twitter.com
[1] nhs.uk

Top Domains in Tweet in G2:
[136] twitter.com
[12] youtube.com
[11] nih.gov
[11] co.uk
[10] apnews.com
[10] cupidshealth.com
[7] your-shop-online.in
[6] trialbulletin.com
[5] image.ie
[4] instagram.com

Top Domains in Tweet in G3:
[1] apnews.com

Top Domains in Tweet in G4:
[4] apnews.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] nih.gov

Top Domains in Tweet in G6:
[2] earthlymission.com

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

Top Domains in Tweet in G8:
[1] jamanetwork.com

Top Domains in Tweet in G9:
[21] goodmorningamerica.com
[4] trib.al
[1] britannica.com
[1] twitter.com
[1] apnews.com

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[36] pregnancy
[29] chicagomed
[28] onechicago
[26] covidvaccine
[22] behindthescenes
[17] idboardreview
[17] campus
[16] mycarestory
[16] cesarean
[15] csection



Top Hashtags in Tweet in G1:
[1] gender
[1] brainless
[1] istandwithjkrowling
[1] womenwontwheesht

Top Hashtags in Tweet in G2:
[15] csection
[8] birth
[7] pregnancy
[6] cesarean
[6] momlife
[4] newborn
[4] albertadoctors
[4] alberta
[4] canada
[4] shorts

Top Hashtags in Tweet in G4:
[2] ap
[2] warcrimes
[2] putin
[2] russia
[1] fakenews
[1] humanitariancrisis
[1] prolife
[1] ceasefire
[1] ukraine
[1] ukrainewar

Top Hashtags in Tweet in G8:
[8] covidvaccination

Top Hashtags in Tweet in G9:
[17] campus
[12] liwangnan
[11] dizzy
[7] school
[5] bruised
[5] highschool
[1] peaceforukrainep__8_1
[1] murderers
[1] crushedpelvis
[1] detachedhip

Top Words
Top Words in Tweet in Entire Graph:
[5956] section
[2061] during
[2034] having
[2022] time
[1894] body
[1835] uterus
[1825] bessbell
[1786] part
[1782] far
[1769] lifted

Top Words in Tweet in G1:
[1822] section
[1802] bessbell
[1762] uterus
[1751] during
[1750] body
[1738] lifted
[1736] having
[1731] part
[1730] disconcerting
[1729] far

Top Words in Tweet in G2:
[1035] section
[256] baby
[253] cesarean
[142] birth
[85] life
[80] woman
[78] hospital
[72] having
[72] emergency
[70] delivery

Top Words in Tweet in G3:
[193] section
[192] baby
[191] pelvis
[191] hip
[191] detached
[190] doctors
[189] found
[189] performed
[189] emergency
[189] cesarean

Top Words in Tweet in G4:
[168] woman
[165] baby
[164] ap
[160] pelvis
[160] hip
[158] surgeon
[158] delivered
[157] crushed
[156] detached
[112] hospital

Top Words in Tweet in G5:
[73] section
[26] abortion
[23] birth
[20] meljsaysso
[17] kristanhawkins
[15] murmalerm
[15] constance_1844
[13] abortionchat
[12] fetus
[12] sierradeciduous

Top Words in Tweet in G6:
[91] mother
[90] carried
[90] bombed
[90] hospital
[90] mariupol
[90] shock
[90] pelvis
[90] hips
[90] smashed
[90] kierstenwarren

Top Words in Tweet in G7:
[138] baby
[138] medics
[137] happened
[137] realizing
[137] losing
[137] cried
[137] kill
[137] surgeon
[137] found
[136] erinburnett

Top Words in Tweet in G8:
[12] section
[9] evidence
[9] adverse
[8] gorskon
[8] more
[8] #covidvaccination
[8] associated
[8] peripartum
[8] outcomes
[8] postpartum

Top Words in Tweet in G9:
[114] section
[87] hospital
[76] cesarean
[68] during
[52] delivery
[50] michigan
[50] birthing
[50] parents
[50] way
[50] stay

Top Words in Tweet in G10:
[125] section
[114] yergirlheidi
[109] don
[109] lower
[108] abdomen
[108] incision
[108] completely
[107] something
[107] tell
[107] site

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1869] during,section
[1759] uterus,lifted
[1757] lifted,body
[1756] body,during
[1744] disconcerting,part
[1743] part,having
[1743] having,uterus
[1743] section,knowing
[1742] far,disconcerting
[1742] knowing,brief

Top Word Pairs in Tweet in G1:
[1746] during,section
[1735] lifted,body
[1734] uterus,lifted
[1733] body,during
[1730] disconcerting,part
[1728] far,disconcerting
[1728] part,having
[1728] having,uterus
[1728] section,knowing
[1728] knowing,brief

Top Word Pairs in Tweet in G2:
[119] cesarean,section
[58] emergency,section
[45] signs,life
[42] pelvis,crushed
[41] showed,signs
[39] crushed,hip
[39] hip,detached
[36] section,baby
[36] section,showed
[35] section,scar

Top Word Pairs in Tweet in G3:
[189] pelvis,hip
[189] hip,found
[189] found,detached
[189] detached,doctors
[189] doctors,performed
[189] performed,emergency
[189] emergency,cesarean
[189] cesarean,section
[189] section,try
[189] try,save

Top Word Pairs in Tweet in G4:
[156] crushed,hip
[154] pelvis,crushed
[154] hip,detached
[111] baby,delivered
[108] detached,baby
[107] rushed,another
[107] another,hospital
[106] ap,woman
[106] woman,rushed
[106] hospital,surgeon

Top Word Pairs in Tweet in G5:
[12] sierradeciduous,constance_1844
[12] constance_1844,meljsaysso
[12] meljsaysso,murmalerm
[12] murmalerm,kristanhawkins
[8] emergency,section
[7] sigh,partial
[7] partial,birth
[7] birth,abortion
[7] abortion,isn
[7] isn,thing

Top Word Pairs in Tweet in G6:
[90] mother,carried
[90] carried,bombed
[90] bombed,hospital
[90] hospital,mariupol
[90] mariupol,shock
[90] shock,pelvis
[90] pelvis,hips
[90] hips,smashed
[89] kierstenwarren,mother
[89] smashed,th

Top Word Pairs in Tweet in G7:
[137] happened,realizing
[137] realizing,losing
[137] losing,baby
[137] baby,medics
[137] medics,cried
[137] cried,kill
[137] kill,surgeon
[137] surgeon,found
[136] erinburnett,happened

Top Word Pairs in Tweet in G8:
[8] more,evidence
[8] evidence,#covidvaccination
[8] #covidvaccination,associated
[8] associated,adverse
[8] adverse,peripartum
[8] peripartum,outcomes
[8] outcomes,postpartum
[8] postpartum,hemorrhage
[7] gorskon,more
[7] hemorrhage,chor

Top Word Pairs in Tweet in G9:
[72] cesarean,section
[50] hospital,michigan
[50] birthing,parents
[50] parents,way
[50] way,stay
[50] stay,connected
[50] connected,during
[50] during,cesarean
[50] section,delivery
[46] abc,hospital

Top Word Pairs in Tweet in G10:
[108] lower,abdomen
[107] don,tell
[107] incision,site
[106] something,don
[106] tell,section
[106] section,lower
[106] abdomen,around
[106] around,incision
[106] site,completely
[106] completely,lose

Top Replied-To
Top Replied-To in Entire Graph:
@bessbell
@lebatardshow
@mrs_g_rider
@yergirlheidi
@emergmeddr
@nicunurselifee
@butterrespecter
@parkerjones904
@pnwa45
@fuzzymittens

Top Replied-To in G1:
@bessbell
@eastaquarian
@shropshirestar
@leanansidhe220
@maysoonzayid
@scookeatrepeat
@judgejules75
@nonmanfryingpan
@ouchiness
@eilidhfife

Top Replied-To in G4:
@ap
@jusablew
@emakab
@joemahr
@mcdowallrose
@caveman_fury
@quellyquokka
@maryellengosse
@stevieorstephen

Top Replied-To in G5:
@idkmybffjill999
@c76gillian
@mr_jasonw
@dianeknight717
@ogeidybba1
@notmuchelse
@chronic_chels
@amandaleftcoast
@sierradeciduous
@incompleteocean

Top Replied-To in G6:
@azgranma
@willsing4tp

Top Replied-To in G8:
@wtf_justasking
@soda_won
@redacte64470137
@cnoob24
@nicolas_gaboury
@tiffberryvm
@diana_hilber
@sloanwords
@gorskon
@badcovid19takes

Top Replied-To in G9:
@potus
@cnn
@ungeneva
@foxnews
@usa_china_talk
@spokespersonchn
@greatdayne215
@jakesullivan46
@zlj517
@pmoindia

Top Replied-To in G10:
@yergirlheidi
@rowansmama_
@groenlachen
@melloomamaa
@maddi_love27
@asberrylucas
@thatnrselife

Top Mentioned
Top Mentioned in Entire Graph:
@bessbell
@rvawonk
@ap
@erinburnett
@yergirlheidi
@kierstenwarren
@mehdirhasan
@mariana057
@mrs_g_rider
@trtworld

Top Mentioned in G1:
@bessbell
@kelly_white_2
@gymwatcher2019
@anadastoli_
@eastaquarian
@dailycaily
@franklincrick
@juliachidley
@knownheretic
@jk_rowling

Top Mentioned in G2:
@longlxvewxlm
@jakemaslow
@chetanoia
@cinnataz17
@msbless2013
@tereziatsanate1
@thelastshow
@hotgurlitachi

Top Mentioned in G3:
@rvawonk
@bessbell
@ap

Top Mentioned in G4:
@ap
@brandilynn4ever
@olgatokariuk
@pippacrerar
@karvictho
@maryellengosse
@sarahsayswhatev
@emakab
@megjameslat
@rvawonk

Top Mentioned in G5:
@meljsaysso
@kristanhawkins
@constance_1844
@murmalerm
@abortionchat
@sierradeciduous
@anitayandle
@poo_anne
@badmedicaltakes
@andrewa03550025

Top Mentioned in G6:
@kierstenwarren
@bessbell
@small1ldy1
@tam_resist
@kimmyifuplease
@theon_orbis
@stlprogressive
@eddsmitty
@paulmcclintock
@selfimposedxile

Top Mentioned in G7:
@erinburnett

Top Mentioned in G8:
@gorskon
@rnlovesmaga
@sfbeatty
@canadapatriot1
@mcfunny
@mdbreathe
@sandrodemaio
@dirtydunkyny
@doritmi
@monstercoyliar

Top Mentioned in G9:
@abc
@gma
@foxnews
@cnn
@zelenskyyua
@wang2xue
@pattymurray
@nato
@unhumanrights
@mbachelet

Top Mentioned in G10:
@yergirlheidi
@bessbell
@_alexisacostaa
@thatnrselife
@groenlachen

Top Tweeters
Top Tweeters in Entire Graph:
@dogandwinelover
@odio_nao
@yuuji_k1
@sarah052794
@mattmurph24
@robre62
@iwd12
@yarosisnancy
@debilu2
@lizditz

Top Tweeters in G1:
@mharvey816
@girl4music
@hoodkenaughty
@tenoq
@digyoursoul
@nakedlaughing
@justice4all01
@johnnydee62
@sullyanne1
@deuxsvelte

Top Tweeters in G2:
@laki0814
@_globalcareers
@malaysiandaily
@isearch247
@philippinestar
@tamtamsworld
@potentash
@kirkmurphy
@topgaming43
@kiddle

Top Tweeters in G3:
@marthalynneowe1
@katcapps
@wildwalkerwoman
@ansisegle
@briangrnotabot
@deepvard
@m5b1tch
@jinxy_minxy
@morr_1980
@urocklive1

Top Tweeters in G4:
@odio_nao
@mattmurph24
@robre62
@allchanges
@bleu5961
@tinamorphis
@deathtocrazy
@tigerbeat
@jot_au
@boandsunny

Top Tweeters in G5:
@snowstormyou
@jencages
@randomnobody86
@snarkyredhd
@lifenewshq
@fight4women
@janbear105
@bumpstockbarbie
@notmuchelse
@poweredbymonkey

Top Tweeters in G6:
@dhinakaranrajan
@princessbravato
@billieo2
@nasty_woman2
@breakingkind
@rachel_maria65
@lulu82824
@carolymorrisse1
@tam_resist
@co_rapunzel4

Top Tweeters in G7:
@spencz1997
@noybsk2017
@agitatorsneeded
@buzzedition
@potenspuella
@chestnut_daniel
@joshdamage
@madocleonard
@peaceliberty
@tmbrown327

Top Tweeters in G8:
@lizditz
@prismprime
@doritmi
@scepticalaussie
@colbertbigb
@monstercoyliar
@kath2cats
@mcfunny
@frankdelia7
@wendyorent

Top Tweeters in G9:
@john1966olsen
@real_infinity95
@govkhan
@brandonmscales
@laurenh14394197
@foxnews
@skyebright8
@soriano310ms
@abc
@cnn

Top Tweeters in G10:
@cieranicole____
@princessclerkto
@forget_martin53
@idekcraic
@ohthef_ckery
@mamaneedsa_book
@radiantstew
@nishapolitan
@_marixox3
@brittniibxtch


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