cesarean OR c-section, Twitter, 2/25/2022 2:38:26 PM, 272314


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cesarean OR c-section_2022-02-25_06-14-39.xlsx
cesarean OR c-section_2022-02-25_06-14-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 25, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3BYbtrt
@twchywtchygrl
@yvan14930200
@mashwaniazhar
@azharmashwanipk
@joolzdenby
@africanarchives
@alreprorightsad
@shaunlintern
@docmccafferty
@rewirenewsgroup

Top hashtags:
#sehatcard
#lahore
#urgent
#bpositive
#otd

Description:
Description
The graph represents a network of 8,872 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 February 2022 at 14:21 UTC.

The requested start date was Friday, 25 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 12-day, 16-hour, 39-minute period from Saturday, 12 February 2022 at 08:18 UTC to Friday, 25 February 2022 at 00:57 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 : 8872
Unique Edges : 4773
Edges With Duplicates : 9434
Total Edges : 14207
Number of Edge Types : 5
Retweet : 4418
MentionsInRetweet : 5285
Tweet : 1569
Replies to : 1493
Mentions : 1442
Self-Loops : 1591
Reciprocated Vertex Pair Ratio : 0.0105799872530274
Reciprocated Edge Ratio : 0.0209384460141271
Connected Components : 2162
Single-Vertex Connected Components : 1014
Maximum Vertices in a Connected Component : 608
Maximum Edges in a Connected Component : 1528
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 3.279787
Graph Density : 0.000100732480654739
Modularity : 0.589653
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,872 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 February 2022 at 14:21 UTC.

The requested start date was Friday, 25 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 12-day, 16-hour, 39-minute period from Saturday, 12 February 2022 at 08:18 UTC to Friday, 25 February 2022 at 00:57 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:
[149] https://www.bbc.co.uk/news/uk-england-humber-60349346
[40] https://twitter.com/twchywtchygrl/status/1494303709173628930
[18] https://www.ajog.org/article/S0002-9378(21)00866-8/fulltext
[10] https://www.youtube.com/watch?v=qI8idZcpA1w&feature=youtu.be

[9] https://twitter.com/SimonKaggwaNjal/status/1493846089874780169
[8] https://twitter.com/beejacks_back/status/1494378615043198976
[8] https://trib.al/i5mFzei
[7] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[7] https://twitter.com/simonkaggwanjal/status/1493846089874780169
[6] https://www.tripdatabase.com/r/11848920

Top URLs in Tweet in G1:
[29] https://twitter.com/twchywtchygrl/status/1494303709173628930
[7] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[6] https://twitter.com/beejacks_back/status/1494378615043198976
[4] https://twitter.com/tolly_t/status/1495387984304250885
[4] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://twitter.com/JmMashaoj/status/1492825120615895042
[3] https://twitter.com/SimonKaggwaNjal/status/1493846089874780169
[3] https://twitter.com/bessbell/status/1494382822487998464
[3] https://www.mirror.co.uk/3am/celebrity-news/love-islands-malin-anderssons-baby-26303418
[2] https://trialbulletin.com/lib/entry/ct-05236985

Top URLs in Tweet in G2:
[5] https://twitter.com/twchywtchygrl/status/1494303709173628930
[1] https://twitter.com/itsmarinarenee/status/1495222838663516164
[1] https://twitter.com/kaymwilliams/status/1493408489984733188

Top URLs in Tweet in G3:
[1] https://twitter.com/yvan14930200/status/1496506533630427139

Top URLs in Tweet in G4:
[1] https://twitter.com/UsmanAKBuzdar/status/1495434166648946693

Top URLs in Tweet in G5:
[4] https://twitter.com/SimonKaggwaNjal/status/1493846089874780169
[4] https://twitter.com/simonkaggwanjal/status/1493846089874780169
[1] https://www.linkedin.com/posts/designated-dr-belinda-kendall-68894313_blackhistory-blackhistorymonth-blackhistorymonth2022-activity-6900480675565428736-izCo
[1] https://twitter.com/AtimCharlotte/status/1494213529423032324

Top URLs in Tweet in G7:
[1] https://twitter.com/Prolife_Sam/status/1493255930187821056
[1] https://twitter.com/greeninthemiddl/status/1184177491985854465
[1] https://twitter.com/Greeninthemiddl/status/1184177491985854465?s=20&t=olOz9XEiBwu61nluTEDrLw
[1] https://twitter.com/Greeninthemiddl/status/1184177491985854465?s=20&t=g53qlYscWZJEf8d2fsnBwQ

Top URLs in Tweet in G8:
[144] https://www.bbc.co.uk/news/uk-england-humber-60349346
[3] https://www.dailymail.co.uk/news/article-10533313/NHS-axes-targets-natural-births-C-section-limits-dropped-improve-standards-care.html?ito=social-twitter_dailymailUK
[1] https://www.dailymail.co.uk/news/article-10533313/NHS-axes-targets-natural-births-C-section-limits-dropped-improve-standards-care.html?ito=amp_twitter_share-top
[1] https://www.nlm.nih.gov/exhibition/cesarean/part2.html
[1] https://www.nlm.nih.gov/exhibition/cesarean/part1.html

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[308] sehatcard
[81] lahore
[76] urgent
[76] bpositive
[24] otd
[20] cesarean
[14] csection
[14] neopapers
[14] neotwitter
[11] hodeidah



Top Hashtags in Tweet in G1:
[14] neopapers
[14] neotwitter
[11] csection
[9] cesarean
[8] birth
[6] pregnancy
[4] covid19
[4] momlife
[3] lorenandalexei
[2] childbirth

Top Hashtags in Tweet in G4:
[306] sehatcard
[1] health_reforms
[1] reformingpunjab

Top Words
Top Words in Tweet in Entire Graph:
[5659] section
[1412] cesarean
[1127] please
[806] birth
[747] taking
[711] time
[705] care
[660] baby
[631] kids
[621] pregnant

Top Words in Tweet in G1:
[1034] section
[218] cesarean
[179] birth
[156] baby
[110] born
[97] delivery
[80] emergency
[65] having
[63] still
[60] more

Top Words in Tweet in G2:
[604] section
[591] twchywtchygrl
[560] care
[558] kids
[557] taking
[557] hear
[556] until
[555] heal
[554] eas
[46] hard

Top Words in Tweet in G3:
[990] please
[508] yvan14930200
[505] grandma
[504] section
[503] help
[496] pregnant
[496] cat
[495] afford
[495] beg
[495] take

Top Words in Tweet in G4:
[378] ہسپتال
[306] top
[306] 10
[306] treatments
[306] #sehatcard
[306] punjab
[306] dialysis
[306] catract
[306] cesarean
[286] mashwaniazhar

Top Words in Tweet in G5:
[247] section
[117] hate
[95] labor
[66] think
[62] birth
[62] simonkaggwanjal
[61] read
[56] women
[53] farming
[53] bonds

Top Words in Tweet in G6:
[224] section
[223] mother
[222] 30y
[222] ago
[222] 22y
[222] old
[222] undergo
[222] peri
[222] viable
[222] 24

Top Words in Tweet in G7:
[39] section
[11] pregnancy
[10] birth
[10] abortion
[8] pregnancies
[8] pregnant
[7] women
[6] emergency
[6] births
[6] major

Top Words in Tweet in G8:
[165] section
[145] joolzdenby
[145] male
[145] midwife
[144] paul
[144] johnson
[144] hull
[144] took
[144] photos
[144] struck

Top Words in Tweet in G9:
[167] section
[166] 1800's
[166] dr
[166] francois
[166] marie
[166] prevost
[166] father
[166] cesarian
[166] tried
[166] perfect

Top Words in Tweet in G10:
[328] punya
[165] dan
[165] anak
[164] vaginal
[164] aku
[163] sheknowshoney
[163] dari
[163] soal
[163] aurel
[163] didorong

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[567] taking,care
[559] until,section
[557] section,heal
[557] heal,taking
[557] care,kids
[557] kids,hear
[556] twchywtchygrl,until
[556] hear,eas
[496] please,help
[496] section,pregnant

Top Word Pairs in Tweet in G1:
[73] cesarean,section
[73] emergency,section
[41] born,section
[33] section,scar
[33] cesarean,delivery
[26] having,section
[25] birth,section
[23] section,baby
[23] vaginal,birth
[22] section,recovery

Top Word Pairs in Tweet in G2:
[557] taking,care
[555] until,section
[555] section,heal
[555] heal,taking
[555] care,kids
[555] kids,hear
[554] twchywtchygrl,until
[554] hear,eas
[22] bash,towards
[22] towards,anyone

Top Word Pairs in Tweet in G3:
[495] please,help
[495] help,grandma
[495] grandma,afford
[495] afford,section
[495] section,pregnant
[495] pregnant,cat
[495] cat,beg
[495] beg,please
[495] please,take
[495] take,time

Top Word Pairs in Tweet in G4:
[306] top,10
[306] 10,treatments
[306] treatments,#sehatcard
[306] #sehatcard,punjab
[306] punjab,dialysis
[306] dialysis,catract
[306] catract,cesarean
[189] ہر,ہسپتال
[189] ہسپتال,نےمختلف
[189] نےمختلف,بیماریوں

Top Word Pairs in Tweet in G5:
[52] hate,farming
[52] farming,hard
[52] hard,labor
[52] labor,invest
[52] invest,bonds
[52] bonds,cryptocurrency
[52] cryptocurrency,hate
[52] hate,building
[52] building,homes
[51] simonkaggwanjal,hate

Top Word Pairs in Tweet in G6:
[222] 30y,ago
[222] ago,22y
[222] 22y,old
[222] old,mother
[222] mother,undergo
[222] undergo,section
[222] section,peri
[222] peri,viable
[222] viable,24
[222] 24,week

Top Word Pairs in Tweet in G7:
[6] major,surgery
[5] emergency,section
[5] section,major
[4] births,section
[3] notabrokenthing,march_for_life
[3] farmboy1972,cities4lifetpa
[3] cities4lifetpa,naral
[3] strictlyrhythm_,sageofmtvernon
[3] sageofmtvernon,dankprolifememe
[2] charliequinn1,notabrokenthing

Top Word Pairs in Tweet in G8:
[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 G9:
[166] 1800's,dr
[166] dr,francois
[166] francois,marie
[166] marie,prevost
[166] prevost,father
[166] father,cesarian
[166] cesarian,section
[166] section,tried
[166] tried,perfect
[166] perfect,cesarean

Top Word Pairs in Tweet in G10:
[165] punya,anak
[163] dari,soal
[163] soal,aurel
[163] aurel,didorong
[163] didorong,vaginal
[163] vaginal,birth
[163] birth,dan
[163] dan,punya
[163] anak,banyak
[163] banyak,bikin

Top Replied-To
Top Replied-To in Entire Graph:
@beejacks_back
@mshavisham
@bessbell
@milagracesmom
@aishaannhakim
@pulte
@twchywtchygrl
@millihill
@jmmashaoj
@libbypagewrites

Top Replied-To in G2:
@twchywtchygrl
@mamawiki_
@hellanddespair
@elliebats
@itsmarinarenee
@ragenpager
@thebananakingg
@maadaayyy
@mamarosansky
@hylianfaerie

Top Replied-To in G4:
@usmanakbuzdar
@hamidmirpak

Top Replied-To in G5:
@simonkaggwanjal
@faizafabz
@wkwinn
@_ama_rie
@sr_baguma
@owishemwe
@imanimulungi
@evelyn_nakayi
@pyeparfaisal
@atimcharlotte

Top Replied-To in G6:
@witchyisbak
@konalowell

Top Replied-To in G7:
@strictlyrhythm_
@farmboy1972
@1sum1else1
@bradthevampyre
@alreprorightsad
@lisawinslow
@cheese_boy10
@charliequinn1
@cindyjojohn

Top Replied-To in G8:
@millihill
@sophiapangloss
@edinunimedicine
@ewendj
@and4women
@pastorshapes
@mskatestafford
@cheesyredrocket
@findingdore
@joolzdenby

Top Replied-To in G10:
@sheknowshoney

Top Mentioned
Top Mentioned in Entire Graph:
@twchywtchygrl
@yvan14930200
@mashwaniazhar
@docmccafferty
@azharmashwanipk
@africanarchives
@sheknowshoney
@dr_yasminrashid
@usmanakbuzdar
@joolzdenby

Top Mentioned in G1:
@kaboutjie
@peso_stacks301
@colofamilies
@stayseej_
@studynclex
@hobo0165
@saintalshealth
@scivisionpub

Top Mentioned in G2:
@twchywtchygrl
@sirreennaaa
@syloettli

Top Mentioned in G3:
@yvan14930200

Top Mentioned in G4:
@mashwaniazhar
@azharmashwanipk
@dr_yasminrashid
@usmanakbuzdar
@hamidmirpak
@irumrae

Top Mentioned in G5:
@simonkaggwanjal
@owishemwe
@doryneak
@joannabacwa
@evelyn_nakayi
@wkwinn
@pyeparfaisal
@innocentacan
@waf_ula
@atimcharlotte

Top Mentioned in G6:
@docmccafferty
@quel_the_hell
@konalowell
@v_j_freeman
@cazzrhughes

Top Mentioned in G7:
@march_for_life
@mansplainingab1
@bludoganchorite
@naral
@notabrokenthing
@gannitonya
@murmalerm
@heather4amazon
@maqart55
@cities4lifetpa

Top Mentioned in G8:
@joolzdenby
@edinburghuni
@edinunimedicine
@dailymailuk
@millihill
@shaunlintern
@sonjahern
@willendorfwoman
@findingdore
@beatygul_beaty

Top Mentioned in G9:
@africanarchives
@owishemwe

Top Mentioned in G10:
@sheknowshoney

Top Tweeters
Top Tweeters in Entire Graph:
@knewz_currently
@s9tmt
@iwd12
@lizditz
@mharvey816
@blueflower1096
@porridgeisgood
@lesleygsmith3
@netminnow
@hazelglasgow

Top Tweeters in G1:
@knewz_currently
@_globalcareers
@idntimes
@spanishdan1
@ok_magazine
@thatbaldgyal
@granny_st
@protwoolz
@litepocketdeals
@the_monalicia

Top Tweeters in G2:
@cieranicole____
@deelishis_dee
@xtel007
@consciousfilth
@juarezzz_lc
@celestelauryn
@mdmrn
@mrsperlaaaa
@ayee_puchh
@laura_ann_94

Top Tweeters in G3:
@2starsun
@sica_eclare
@dianneclynne
@so_much_fandoms
@luvjanani
@bento_bongos
@tinybangtanx
@kugiski
@dcon_34
@ddallinn

Top Tweeters in G4:
@salman0800
@rehanahmed_92
@ambreenpti1
@mbashirsafari1
@smollboy_abby
@mohammad_kam786
@imran913imran
@naeembaig01
@aakbar84
@mahmedbaig

Top Tweeters in G5:
@ernestnuwagaba
@bruno_akampa
@imanimulungi
@iamtricia118
@komungaro3
@omuzibuwaalu
@rachel___ayg
@iam_yezirdml
@ethereal_ilo
@lewistux

Top Tweeters in G6:
@brontyman
@radlein
@deepvard
@portraitinflesh
@ghostcatbce
@pen_bird
@scott_squires
@fthisinsanity
@randomjeweler
@joan_mg

Top Tweeters in G7:
@rickysi16087724
@detemple
@jencages
@vincegottalotta
@lisawinslow
@medwoman1
@fight4women
@viktor_renquist
@poweredbymonkey
@hedwiggraymalk

Top Tweeters in G8:
@porridgeisgood
@lesleygsmith3
@netminnow
@hughjaeger
@telegraph
@mailonline
@dailymailuk
@tarisgal42
@gillgreeny
@awumman

Top Tweeters in G9:
@blueflower1096
@panthergodbast
@prettyinharlem
@bugsgroove
@atlpartycrasher
@inkedbutta
@thedewjosh
@chukwudubemigb1
@lyricundertaker
@desirayraven_

Top Tweeters in G10:
@kirana_dns
@timmymalachi
@lollicandyyy
@jjsengui
@nandothok
@ayakhairiah_
@aistetik
@zuzuzumipaaaan
@jaekonomiyaki88
@noonambon


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