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cesarean OR c-section_2022-02-18_06-14-38.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 18, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3rZumqJ
@twchywtchygrl
@alreprorightsad
@rewirenewsgroup
@janekn0wsbest
@krispi_largo
@willsworldview
@jencages
@joolzdenby
@gannitonya
@mansplainingab1

Top hashtags:
#smfm22
#cesarean
#otd
#mfmu
#csection
#pregnancy

Description:
Description
The graph represents a network of 8,631 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, 18 February 2022 at 14:23 UTC.

The requested start date was Friday, 18 February 2022 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 13-day, 23-hour, 48-minute period from Friday, 04 February 2022 at 01:02 UTC to Friday, 18 February 2022 at 00:51 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 : 8631
Unique Edges : 5034
Edges With Duplicates : 7770
Total Edges : 12804
Number of Edge Types : 5
Retweet : 3553
MentionsInRetweet : 4122
Replies to : 1563
Mentions : 1744
Tweet : 1822
Self-Loops : 1846
Reciprocated Vertex Pair Ratio : 0.0129833474456675
Reciprocated Edge Ratio : 0.0256338813039844
Connected Components : 2469
Single-Vertex Connected Components : 1190
Maximum Vertices in a Connected Component : 478
Maximum Edges in a Connected Component : 951
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.092465
Graph Density : 9.63677106143972E-05
Modularity : 0.608151
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,631 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, 18 February 2022 at 14:23 UTC.

The requested start date was Friday, 18 February 2022 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 13-day, 23-hour, 48-minute period from Friday, 04 February 2022 at 01:02 UTC to Friday, 18 February 2022 at 00:51 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:
[151] https://www.bbc.co.uk/news/uk-england-humber-60349346
[35] https://twitter.com/twchywtchygrl/status/1494303709173628930
[17] https://trib.al/i5mFzei
[16] https://twitter.com/sharnfranks/status/1490599710331228160
[8] https://twitter.com/SimonKaggwaNjal/status/1493846089874780169
[8] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/01-22/Anesthetic-Approaches-in-the-Super-Super-Obese-Obstetric-Patient/65747?utm_source=Social&utm_medium=twitter&utm_campaign=0210obe
[5] https://twitter.com/simonkaggwanjal/status/1493846089874780169
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[5] https://www.tripdatabase.com/r/11848920
[5] https://www.dailymail.co.uk/news/article-10502899/Mother-three-pictured-moments-suffering-two-fatal-heart-attacks-following-C-section.html

Top URLs in Tweet in G1:
[28] https://twitter.com/twchywtchygrl/status/1494303709173628930
[15] https://twitter.com/sharnfranks/status/1490599710331228160
[5] https://www.tripdatabase.com/r/11848920
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://www.bbc.co.uk/news/uk-england-humber-60349346
[3] https://twitter.com/JmMashaoj/status/1492825120615895042
[3] https://twitter.com/SimonKaggwaNjal/status/1493846089874780169
[3] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[2] https://twitter.com/ranegrillo/status/1488885876289462281
[2] https://twitter.com/jadeest98/status/1489975965568491523

Top URLs in Tweet in G2:
[5] https://twitter.com/twchywtchygrl/status/1494303709173628930
[1] https://twitter.com/kaymwilliams/status/1493408489984733188
[1] https://twitter.com/emilymorgaannn/status/1491445625011187713

Top URLs in Tweet in G3:
[4] https://twitter.com/simonkaggwanjal/status/1493846089874780169
[4] https://twitter.com/SimonKaggwaNjal/status/1493846089874780169

Top URLs in Tweet in G4:
[3] https://www.obgproject.com/2022/01/30/safe-prevention-of-the-primary-cesarean-delivery/
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2821%2900587-1%2Ffulltext&rc=0
[2] https://www.obgproject.com/2022/02/11/can-first-trimester-tv-ultrasound-assessment-of-previous-cesarean-scar-predict-placenta-accreta-spectrum/
[2] https://www.nejm.org/doi/full/10.1056/NEJMoa2028788?cookieSet=1
[1] https://www.ajog.org/article/S0002-9378(18)30763-4/fulltext
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2821%2902655-7%2Ffulltext%3Fdgcid%3Draven_jbs_aip_email&rc=0
[1] https://www.ajog.org/article/S0002-9378(21)00797-3/fulltext
[1] https://www.ajog.org/article/S0002-9378(21)00870-X/fulltext
[1] https://www.obgproject.com/2022/02/01/is-elevated-platelet-count-associated-with-future-cancer-diagnosis/
[1] https://www.obgproject.com/get-first/

Top URLs in Tweet in G5:
[144] https://www.bbc.co.uk/news/uk-england-humber-60349346
[1] https://www.nlm.nih.gov/exhibition/cesarean/part1.html

Top URLs in Tweet in G9:
[1] https://twitter.com/Greeninthemiddl/status/1184177491985854465?s=20&t=i_ee-ABJwOIZ8gEemTnyVA
[1] https://twitter.com/Greeninthemiddl/status/1184177491985854465?s=20&t=305irBOyk40v-EJSnYGuZw
[1] https://twitter.com/Greeninthemiddl/status/1184177491985854465?s=20&t=g53qlYscWZJEf8d2fsnBwQ
[1] https://twitter.com/greeninthemiddl/status/1184177491985854465
[1] https://twitter.com/Prolife_Sam/status/1493255930187821056
[1] https://twitter.com/DankProLifeMeme/status/1332403839459336196

Top URLs in Tweet in G10:
[1] https://twitter.com/maribtq/status/1491045157957169161

Top Domains
Top Domains in Tweet in Entire Graph:
[261] twitter.com
[169] co.uk
[21] nih.gov
[20] trib.al
[11] ajog.org
[11] romper.com
[10] youtube.com
[10] elsevierhealth.com
[8] anesthesiologynews.com
[8] com.ng

Top Domains in Tweet in G1:
[184] twitter.com
[13] nih.gov
[11] co.uk
[8] com.ng
[7] ebay.com
[6] rebelliousmagazine.com
[5] tripdatabase.com
[5] amazon.in
[5] cupidshealth.com
[5] spitupandsitups.com

Top Domains in Tweet in G2:
[7] twitter.com

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

Top Domains in Tweet in G4:
[10] ajog.org
[7] elsevierhealth.com
[7] obgproject.com
[4] twitter.com
[2] wiley.com
[2] lww.com
[2] mdedge.com
[2] nejm.org
[1] vimeo.com
[1] inquirer.com

Top Domains in Tweet in G5:
[144] co.uk
[1] nih.gov

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] smfm22
[44] cesarean
[22] otd
[15] mfmu
[14] csection
[14] pregnancy
[14] thisisgoingtohurt
[12] birth
[10] puri
[10] hodeidah



Top Hashtags in Tweet in G1:
[11] csection
[10] birth
[10] cesarean
[7] ebay
[7] women
[6] momlife
[5] pregnancy
[5] neopapers
[5] neotwitter
[4] childbirth

Top Hashtags in Tweet in G4:
[58] smfm22
[29] cesarean
[15] mfmu
[9] commonsense
[8] hemorrhage
[8] iol
[7] fellowsplenary
[6] uogjournal
[5] obgyn
[5] pregnancy

Top Hashtags in Tweet in G9:
[1] abortionishealthcare

Top Words
Top Words in Tweet in Entire Graph:
[5527] section
[1113] cesarean
[911] born
[817] baby
[794] birth
[616] birthday
[589] date
[557] release
[550] taking
[517] care

Top Words in Tweet in G1:
[1187] section
[271] cesarean
[185] birth
[179] baby
[144] born
[101] delivery
[91] date
[87] emergency
[80] having
[79] release

Top Words in Tweet in G2:
[488] section
[443] twchywtchygrl
[419] care
[417] kids
[416] taking
[416] hear
[415] until
[414] heal
[413] eas
[29] hard

Top Words in Tweet in G3:
[181] section
[111] hate
[90] labor
[58] simonkaggwanjal
[52] women
[50] farming
[50] bonds
[49] hard
[49] invest
[49] cryptocurrency

Top Words in Tweet in G4:
[168] cesarean
[139] delivery
[77] ajog_thegray
[59] study
[58] #smfm22
[43] birth
[41] society
[38] without
[37] mysmfm
[35] outcomes

Top Words in Tweet in G5:
[149] section
[145] joolzdenby
[144] paul
[144] johnson
[144] hull
[144] male
[144] midwife
[144] took
[144] photos
[144] struck

Top Words in Tweet in G6:
[284] punya
[143] dan
[143] anak
[142] vaginal
[142] aku
[141] sheknowshoney
[141] dari
[141] soal
[141] aurel
[141] didorong

Top Words in Tweet in G7:
[138] section
[138] date
[137] release
[136] niggas
[136] born
[136] nerve
[136] call
[136] birthday
[136] nah
[136] nigga

Top Words in Tweet in G8:
[7] section
[5] adorablepodcast
[5] thelivingkira
[5] medwoman1
[5] badams820
[4] atriana
[4] ahrehead
[4] jgainsbourgh
[4] mansplainingab1
[4] annaeck73

Top Words in Tweet in G9:
[36] section
[17] abortion
[16] life
[13] pregnancy
[11] cesarean
[9] women
[8] surgery
[7] births
[7] major
[7] studentsforlife

Top Words in Tweet in G10:
[120] section
[113] blackvoices
[107] women
[106] black
[102] one
[102] higher
[101] tried
[101] pressure
[101] need
[101] percentage

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[682] born,section
[523] release,date
[424] taking,care
[421] until,section
[415] section,heal
[415] heal,taking
[415] care,kids
[415] kids,hear
[414] twchywtchygrl,until
[414] hear,eas

Top Word Pairs in Tweet in G1:
[95] cesarean,section
[81] born,section
[75] emergency,section
[64] release,date
[42] section,scar
[39] section,baby
[38] having,section
[36] call,birthday
[35] birthday,nah
[32] nerve,call

Top Word Pairs in Tweet in G2:
[416] taking,care
[414] until,section
[414] section,heal
[414] heal,taking
[414] care,kids
[414] kids,hear
[413] twchywtchygrl,until
[413] hear,eas
[14] bash,towards
[14] towards,anyone

Top Word Pairs in Tweet in G3:
[49] hate,farming
[49] farming,hard
[49] hard,labor
[49] labor,invest
[49] invest,bonds
[49] bonds,cryptocurrency
[49] cryptocurrency,hate
[49] hate,building
[49] building,homes
[48] simonkaggwanjal,hate

Top Word Pairs in Tweet in G4:
[91] cesarean,delivery
[30] vaginal,birth
[30] birth,cesarean
[27] prediction,vaginal
[27] delivery,term
[27] term,gestations
[27] gestations,calculator
[27] calculator,without
[27] without,race
[27] race,ethnicity

Top Word Pairs in Tweet in G5:
[144] paul,johnson
[144] johnson,hull
[144] hull,male
[144] male,midwife
[144] midwife,took
[144] took,section
[144] section,photos
[144] photos,struck
[144] struck,bbc
[144] bbc,news

Top Word Pairs in Tweet in G6:
[143] punya,anak
[141] dari,soal
[141] soal,aurel
[141] aurel,didorong
[141] didorong,vaginal
[141] vaginal,birth
[141] birth,dan
[141] dan,punya
[141] anak,banyak
[141] banyak,bikin

Top Word Pairs in Tweet in G7:
[137] release,date
[136] niggas,born
[136] born,section
[136] section,nerve
[136] nerve,call
[136] call,birthday
[136] birthday,nah
[136] nah,nigga
[136] nigga,release
[135] paradoxic_l,niggas

Top Word Pairs in Tweet in G8:
[2] mathmomma24,jgainsbourgh
[2] atriana,denisrbara
[2] denisrbara,sapienwoman
[2] sapienwoman,stevieanntas
[2] stevieanntas,doritoboland85
[2] doritoboland85,thlong20
[2] thlong20,awokerosearisen
[2] awokerosearisen,jjfarmer6
[2] jjfarmer6,vixmcintyre
[2] vixmcintyre,adorablepodcast

Top Word Pairs in Tweet in G9:
[7] major,surgery
[5] births,section
[5] section,major
[3] again_jenn,studentsforlife
[3] stephfeminist,ashgren65006874
[3] ashgren65006874,prolifeguys
[3] prolifeguys,section
[3] strictlyrhythm_,sageofmtvernon
[3] sageofmtvernon,dankprolifememe
[3] declining,cesarean

Top Word Pairs in Tweet in G10:
[104] black,women
[101] tried,pressure
[101] pressure,section
[101] section,need
[101] need,one
[101] one,higher
[101] higher,percentage
[101] percentage,black
[100] blackvoices,tried
[4] blackvoices,section

Top Replied-To
Top Replied-To in Entire Graph:
@milagracesmom
@mamawiki_
@sharnfranks
@twchywtchygrl
@pulte
@jmmashaoj
@amateuradam
@alainamckinzie
@libbypagewrites
@roguecompanion

Top Replied-To in G1:
@leocadioalc

Top Replied-To in G2:
@mamawiki_
@twchywtchygrl
@bipolarassmama
@hellanddespair
@elliebats
@__that__witch
@817ev
@mommatofour_
@astroblobmom
@arcanexmother

Top Replied-To in G3:
@simonkaggwanjal
@faizafabz
@_ama_rie
@imanimulungi
@evelyn_nakayi
@pyeparfaisal
@atimcharlotte
@zeerobrain
@owishemwe
@aaronkaviiri

Top Replied-To in G4:
@drnicolerankins
@emilydavidson_3
@neel_shah
@mvpbolton
@christinamegli
@kryptokal
@astuebe

Top Replied-To in G5:
@findingdore
@cheesyredrocket
@joolzdenby
@sophiapangloss
@lorna9100m

Top Replied-To in G6:
@sheknowshoney

Top Replied-To in G7:
@luccakatak

Top Replied-To in G8:
@kitemanargues
@chronic_chels
@jgainsbourgh
@ahrehead
@jencages
@awokerosearisen
@satinchaira
@katymontgomerie

Top Replied-To in G9:
@strictlyrhythm_
@janemarch888
@mamadoctorjones
@2020_watchman
@bradthevampyre
@gs3rdleg
@coxeanne
@edmundburke1488
@museumsireland
@alcibiadeeznutz

Top Replied-To in G10:
@blackvoices
@amy25292636
@ikirwycno
@cats4mice
@1coletruth
@iamdavia

Top Mentioned
Top Mentioned in Entire Graph:
@twchywtchygrl
@joolzdenby
@sheknowshoney
@paradoxic_l
@blackvoices
@nabeehx
@andraxay
@ani
@npwhite717
@rewirenewsgroup

Top Mentioned in G1:
@stigmabase
@time2coach
@lifeandthelords
@kaboutjie
@peso_stacks301
@colofamilies
@stayseej_

Top Mentioned in G2:
@twchywtchygrl
@mommatofour_
@syloettli
@coolm0m
@tinakh4952

Top Mentioned in G3:
@simonkaggwanjal
@doryneak
@owishemwe
@evelyn_nakayi
@joannabacwa
@pyeparfaisal
@waf_ula
@atimcharlotte
@imanimulungi
@komungaro3

Top Mentioned in G4:
@ajog_thegray
@mysmfm
@fbwill_williams
@midwivesireland
@dukeobgyn
@christianacare
@astuebe
@fei_cai_md
@theobgproject
@obkerri

Top Mentioned in G5:
@joolzdenby
@edinunimedicine
@edinburghuni
@willendorfwoman
@findingdore
@beatygul_beaty
@dinobun1
@privateeyenews
@telegraph
@dailymailuk

Top Mentioned in G6:
@sheknowshoney

Top Mentioned in G7:
@paradoxic_l

Top Mentioned in G8:
@adorablepodcast
@thelivingkira
@medwoman1
@badams820
@atriana
@mansplainingab1
@annaeck73
@1quetzalcoatl1
@robfrommo
@ahrehead

Top Mentioned in G9:
@studentsforlife
@bludoganchorite
@dankprolifememe
@murmalerm
@prolifeguys
@mamadoctorjones
@again_jenn
@smashli1228
@roncole80482262
@gannitonya

Top Mentioned in G10:
@blackvoices
@regenia15
@maureensmith232
@jamaicantabicat
@integris_em_res
@rihanna

Top Tweeters
Top Tweeters in Entire Graph:
@mrdjones
@kamzou08
@andyvermaut
@baarahk
@lizditz
@mharvey816
@blueflower1096
@porridgeisgood
@thehill
@lesleygsmith3

Top Tweeters in G1:
@mrdjones
@kamzou08
@andyvermaut
@stigmabase
@_globalcareers
@spanishdan1
@isearch247
@thatbaldgyal
@adabagcompany
@persiankittenz

Top Tweeters in G2:
@cieranicole____
@juarezzz_lc
@celestelauryn
@mdmrn
@mrsperlaaaa
@mifuckingkaela
@melissaxash
@mizz_k_marie
@blondebitchkc
@cillalexisbih

Top Tweeters in G3:
@ernestnuwagaba
@imanimulungi
@komungaro3
@omuzibuwaalu
@thedewjosh
@rachel___ayg
@iam_yezirdml
@euginearinda
@evelyn_nakayi
@jeffsimbrown

Top Tweeters in G4:
@phillyinquirer
@drcswilliam
@lizmayessex
@thartman2u
@catchthebaby
@medstudent_bot
@sally5881
@flowepower66
@erictopol
@uni_taria

Top Tweeters in G5:
@porridgeisgood
@lesleygsmith3
@netminnow
@hughjaeger
@telegraph
@dailymailuk
@tarisgal42
@gillgreeny
@awumman
@lollysmum1

Top Tweeters in G6:
@kirana_dns
@timmymalachi
@lollicandyyy
@jjsengui
@nandothok
@ayakhairiah_
@aistetik
@zuzuzumipaaaan
@jaekonomiyaki88
@noonambon

Top Tweeters in G7:
@plswatchgundam
@ayamekombo2112
@soulsbourne
@abixxuela
@trashbyfour
@kazoodingus
@rubyzillaaa
@iamtheslime_
@spectreproxy
@khayyaambutt

Top Tweeters in G8:
@tamzilla_52
@rickysi16087724
@vickie627
@jencages
@vincegottalotta
@medwoman1
@viktor_renquist
@heliatropist
@nosciencedenial
@murphyyuiko

Top Tweeters in G9:
@detemple
@____roar____
@fight4women
@hedwiggraymalk
@poweredbymonkey
@ozgoofyprincess
@heather4amazon
@marnoasmrfan
@deborahallen77
@orchidsbudget

Top Tweeters in G10:
@hijcp
@radlein
@emccoy_writer
@shikamaruspony_
@kaygirl8lawana
@princesseva43
@cykelly1718
@ohsofrieda
@danibabe__
@blumes15


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