cesarean OR c-section, Twitter, 12/31/2021 9:33:24 PM, 269278


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cesarean OR c-section_2021-12-31_06-14-39.xlsx
cesarean OR c-section_2021-12-31_06-14-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 31, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3qBdHYB
@timmytwoshirts
@ors_thinz
@ronilj261
@heliatropist
@eiramhpets
@jencages
@melisagillett
@aprettyleaf
@afrikoids_only
@_cynde__

Top hashtags:
#csection
#cesarean
#sellingsunset
#pregnancy
#icymi
#covid
#obgyn

Description:
Description
The graph represents a network of 5,976 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, 31 December 2021 at 14:19 UTC.

The requested start date was Friday, 31 December 2021 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, 51-minute period from Friday, 17 December 2021 at 01:03 UTC to Friday, 31 December 2021 at 00:55 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 : 5976
Unique Edges : 3989
Edges With Duplicates : 4014
Total Edges : 8003
Number of Edge Types : 5
Retweet : 1698
MentionsInRetweet : 1942
Tweet : 1308
Replies to : 1273
Mentions : 1782
Self-Loops : 1323
Reciprocated Vertex Pair Ratio : 0.0120094359854171
Reciprocated Edge Ratio : 0.0237338419156601
Connected Components : 1972
Single-Vertex Connected Components : 897
Maximum Vertices in a Connected Component : 503
Maximum Edges in a Connected Component : 1047
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.683876
Graph Density : 0.000132160440926887
Modularity : 0.646039
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,976 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, 31 December 2021 at 14:19 UTC.

The requested start date was Friday, 31 December 2021 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, 51-minute period from Friday, 17 December 2021 at 01:03 UTC to Friday, 31 December 2021 at 00:55 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:
[29] https://becomingamommy.com/my-c-section-recovery-10-things-i-wish-i-knew/
[20] https://www.mirror.co.uk/news/uk-news/two-new-mums-who-died-25819286?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[10] https://pubmed.ncbi.nlm.nih.gov/27583685/
[9] https://apple.news/AF18YTiXYQzSVxPPgIBay2A
[8] https://people.com/human-interest/pregnant-woman-dies-car-crash-doctors-save-baby-by-performing-emergency-c-section/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=61ce2376ef2b770001e474e3
[7] https://www.obgproject.com/2017/08/09/candidate-vaginal-birth-cesarean-section/
[5] https://30seconds.com/pregnancy/tip/36367/Is-a-C-Section-on-the-Table-Mom-to-be-Here-Are-3-Questions-to-Ask-Before-You-Consent-to-a-Caesarean-Section
[5] https://people.com/human-interest/mom-agrees-to-c-section-to-allow-cancer-stricken-husband-to-see-newborn-just-before-his-death/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=61bbac964bd3090001f1769b
[5] http://ow.ly/I0Wi50HaEY3
[4] https://twitter.com/m_scribe/status/1476256518689509380

Top URLs in Tweet in G1:
[6] https://apple.news/AF18YTiXYQzSVxPPgIBay2A
[5] http://ow.ly/I0Wi50HaEY3
[4] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://bossip.com/2113801/haley-parke-c-section-jb-parke-cancer/
[3] https://twitter.com/blessingdesiyan/status/1475541717331943431
[3] https://twitter.com/christapeterso/status/1469238020377174019
[3] https://www.pregnancymagazine.com/the-big-day/c-sections-a-crash-course
[2] https://people.com/human-interest/mom-agrees-to-c-section-to-allow-cancer-stricken-husband-to-see-newborn-just-before-his-death/
[2] https://twitter.com/AMythicWitch/status/1471487413813919746
[2] https://twitter.com/amythicwitch/status/1471487413813919746

Top URLs in Tweet in G4:
[4] https://twitter.com/m_scribe/status/1476256518689509380

Top URLs in Tweet in G7:
[1] https://www.hollywoodreporter.com/tv/tv-news/wanda-sykes-discusses-cancer-scare-239821/

Top URLs in Tweet in G8:
[1] https://twitter.com/timmytwoshirts/status/1473635207857246209

Top URLs in Tweet in G9:
[7] https://www.obgproject.com/2017/08/09/candidate-vaginal-birth-cesarean-section/
[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/2021/12/23/cesarean-and-morbid-obesity-pfannenstiel-or-vertical-skin-incision/
[2] https://obgyn.onlinelibrary.wiley.com/doi/10.1111/1471-0528.17056?cookieSet=1
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2820%2931131-5%2Ffulltext&rc=0
[1] https://www.ajog.org/article/S0002-9378(21)02655-7/fulltext?dgcid=raven_jbs_aip_email
[1] https://obgyn.onlinelibrary.wiley.com/doi/abs/10.1111/1471-0528.17059?cookieSet=1
[1] https://journals.lww.com/greenjournal/Fulltext/2022/01000/Association_of_Skin_Incision_Type_With.4.aspx
[1] https://journals.lww.com/greenjournal/Citation/2022/01000/Racial_and_Ethnic_Inequities_in_Cesarean_Birth_and.10.aspx

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18] csection
[16] cesarean
[14] sellingsunset
[13] pregnancy
[12] icymi
[11] covid
[10] obgyn
[9] birth
[8] caesarean
[8] sensehub



Top Hashtags in Tweet in G1:
[9] csection
[7] birth
[6] momlife
[6] sellingsunset
[5] pregnancy
[3] pregnant
[3] caesarean
[2] motherhood
[2] cesarean
[2] keepingfamiliesclose

Top Hashtags in Tweet in G2:
[1] fertilityandpregnacyhealth

Top Hashtags in Tweet in G8:
[1] wouldnotrecommend

Top Hashtags in Tweet in G9:
[7] icymi
[4] vbac
[4] pregnancy
[4] obgyn
[3] meded
[3] foamed
[3] cesarean
[3] womenshealth
[3] wearedelivering
[2] tolac

Top Words
Top Words in Tweet in Entire Graph:
[3550] section
[648] cesarean
[611] baby
[605] birth
[555] emergency
[440] scar
[332] beautiful
[329] nice
[317] pen
[307] ors_thinz

Top Words in Tweet in G1:
[902] section
[210] baby
[159] cesarean
[124] emergency
[110] birth
[74] weeks
[66] mom
[66] having
[65] pregnant
[61] covid

Top Words in Tweet in G2:
[308] section
[306] ors_thinz
[306] nice
[306] scar
[306] beautiful
[306] pen
[136] vaginal
[69] know
[69] birth
[68] postpartum

Top Words in Tweet in G3:
[27] section
[12] birth
[9] abortionchat
[7] gannitonya
[6] homemakersudie
[6] pain
[5] one
[5] pregnancy
[5] medwoman1
[5] adorablepodcast

Top Words in Tweet in G4:
[98] section
[97] hell
[97] earth
[97] attending
[97] crash
[97] icu
[97] covid
[97] mom
[97] dying
[96] eiramhpets

Top Words in Tweet in G5:
[83] section
[81] laralogan
[79] mother
[79] give
[79] birth
[79] medicine
[78] last
[78] night
[78] afghanistan
[78] think

Top Words in Tweet in G6:
[75] metrouk
[72] hospital
[50] baby
[49] thankfully
[49] ok
[49] very
[49] poorly
[49] transferred
[49] straight
[49] oxygen

Top Words in Tweet in G7:
[16] section
[12] murphyyuiko
[10] notlloomer80
[10] numbersdelight
[10] bigg17507257
[10] sexdrugnrnr
[10] dadof315
[9] oneiorosgrip
[8] crimerates_edu
[8] rainmc

Top Words in Tweet in G8:
[57] section
[55] timmytwoshirts
[33] pain
[13] labor
[12] hours
[8] felt
[7] emergency
[7] epidural
[7] anesthesia
[6] kidney

Top Words in Tweet in G9:
[40] cesarean
[27] delivery
[27] trial
[24] ajog_thegray
[24] birth
[23] risk
[23] study
[20] bjogtweets
[19] arrive
[19] women

Top Words in Tweet in G10:
[110] lovely
[55] see
[55] maisie
[55] formally
[55] paige
[55] week
[55] family
[55] stopped
[55] drop
[54] hoperescue

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[478] emergency,section
[316] nice,scar
[316] scar,beautiful
[316] beautiful,section
[316] section,pen
[306] ors_thinz,nice
[164] cesarean,section
[155] birth,section
[104] crash,section
[99] section,icu

Top Word Pairs in Tweet in G1:
[113] emergency,section
[55] cesarean,section
[33] section,scar
[29] section,baby
[28] covid,19
[23] cesarean,delivery
[21] having,section
[17] birth,section
[16] giving,birth
[16] gave,birth

Top Word Pairs in Tweet in G2:
[306] nice,scar
[306] scar,beautiful
[306] beautiful,section
[306] section,pen
[305] ors_thinz,nice
[68] know,postpartum
[68] postpartum,bleeding
[68] bleeding,expected
[68] expected,whether
[68] whether,ve

Top Word Pairs in Tweet in G3:
[4] birth,section
[4] adorablepodcast,medwoman1
[3] birth,canal
[3] homemakersudie,calabreserose
[3] calabreserose,getabass
[3] thelivingkira,vincegottalotta
[3] vincegottalotta,rabidllamas
[3] rabidllamas,nosciencedenial
[3] nosciencedenial,mikecarlisle75
[3] traveler3906,adorablepodcast

Top Word Pairs in Tweet in G4:
[97] hell,earth
[97] earth,attending
[97] attending,crash
[97] crash,section
[97] section,icu
[97] icu,covid
[97] covid,mom
[97] mom,dying
[96] eiramhpets,hell

Top Word Pairs in Tweet in G5:
[79] give,birth
[79] birth,section
[79] section,medicine
[78] last,night
[78] night,afghanistan
[78] afghanistan,mother
[78] mother,give
[78] medicine,think
[78] think,minute
[77] laralogan,last

Top Word Pairs in Tweet in G6:
[49] thankfully,baby
[49] baby,ok
[49] ok,very
[49] very,poorly
[49] poorly,transferred
[49] transferred,straight
[49] straight,hospital
[49] hospital,oxygen
[49] oxygen,levels
[49] levels,dropping

Top Word Pairs in Tweet in G7:
[10] sexdrugnrnr,dadof315
[9] notlloomer80,murphyyuiko
[9] bigg17507257,sexdrugnrnr
[7] murphyyuiko,numbersdelight
[7] numbersdelight,bigg17507257
[7] dadof315,oneiorosgrip
[5] rainmc,notlloomer80
[4] crimerates_edu,rainmc
[3] double,mastectomy
[3] mastectomy,section

Top Word Pairs in Tweet in G8:
[9] timmytwoshirts,section
[7] emergency,section
[4] pain,meds
[4] section,without
[4] hours,section
[3] kidney,stone
[3] physical,pain
[3] timmytwoshirts,emergency
[3] timmytwoshirts,epidural
[3] epidural,wore

Top Word Pairs in Tweet in G9:
[23] cesarean,delivery
[18] secondary,analysis
[18] analysis,arrive
[18] arrive,trial
[18] trial,shows
[18] shows,nulliparous
[18] nulliparous,women
[18] women,managed
[18] managed,expectantly
[18] expectantly,39

Top Word Pairs in Tweet in G10:
[55] lovely,see
[55] see,maisie
[55] maisie,formally
[55] formally,paige
[55] paige,week
[55] week,family
[55] family,stopped
[55] stopped,drop
[55] drop,lovely
[54] hoperescue,lovely

Top Replied-To
Top Replied-To in Entire Graph:
@timmytwoshirts
@varindersingh24
@hatinhate
@pepperoceanna
@kaylachowshow
@tshi_nakanyane
@bnuckols
@eloquentenigma
@chuckcjmmn
@pulte

Top Replied-To in G1:

Top Replied-To in G2:
@anelekh84

Top Replied-To in G3:
@ronduncan7
@abortionchat
@homemakersudie
@cinjon5
@emsops
@costnerevan
@brianleeellis
@gannitonya
@lovelyf47769049
@medwoman1

Top Replied-To in G4:
@cleavon_md

Top Replied-To in G5:
@laralogan
@markkodra

Top Replied-To in G6:
@metrouk
@thedriverg
@basicfolklore

Top Replied-To in G7:
@crimerates_edu
@happijason
@heathenwombat
@kester_lowers
@brooklynredleg
@kaitlyn_sakura
@lisawinslow
@rainmc
@gamerdysphoria
@notlloomer80

Top Replied-To in G8:
@timmytwoshirts
@showgirlcf
@truthmustmatter
@msingam2019
@khepryre
@sellsworth1963

Top Replied-To in G9:
@briankingneo
@ebneo

Top Mentioned
Top Mentioned in Entire Graph:
@ors_thinz
@eiramhpets
@laralogan
@metrouk
@fertilitypreggo
@hoperescue
@k_yoder
@stephenfry
@gwynndoesgaming
@yournhs2021

Top Mentioned in G1:
@mosbynicki
@bellefit
@black__elvis
@southerngemgal

Top Mentioned in G2:
@ors_thinz
@fertilitypreggo

Top Mentioned in G3:
@abortionchat
@gannitonya
@ahrehead
@jgainsbourgh
@badams820
@vickie627
@krispi_largo
@thelivingkira
@sapienwoman
@robfrommo

Top Mentioned in G4:
@eiramhpets

Top Mentioned in G5:
@laralogan
@afghan44804555

Top Mentioned in G6:
@metrouk
@metro_joey
@updownmain
@bumblebee2907
@basicfolklore

Top Mentioned in G7:
@murphyyuiko
@numbersdelight
@bigg17507257
@sexdrugnrnr
@dadof315
@notlloomer80
@oneiorosgrip
@rainmc
@steventrustrum
@crimerates_edu

Top Mentioned in G8:
@timmytwoshirts
@eiramhpets
@hbiggsrochester
@truthmustmatter

Top Mentioned in G9:
@ajog_thegray
@bjogtweets
@greenjrnl
@theobgproject
@michelle_d
@ebneo
@greenjr
@greenj

Top Mentioned in G10:
@hoperescue

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@thebookofginko
@knewz_currently
@pairsonnalitesa
@theboydp
@leratomannya
@wildwillow65
@life_sciences_
@dailystar
@dailymirror

Top Tweeters in G1:
@knewz_currently
@pairsonnalitesa
@naijawhatsup
@_globalcareers
@southerngemgal
@mile_by_mile
@adabagcompany
@criticalanglez
@lonestarmomcom
@natashamonique_

Top Tweeters in G2:
@doshdmw
@babajide777
@tharealbello
@kofi_kwarteng
@martin_ez_gh
@omo_west12
@kingston_eze
@keithpius
@funny_dagreat
@barungi17

Top Tweeters in G3:
@tamzilla_52
@rickysi16087724
@vickie627
@ronilj261
@jencages
@vincegottalotta
@politicspot
@medwoman1
@trumppuppy9
@ebatterson

Top Tweeters in G4:
@vedehimajumdar
@suekhi
@redboybroken
@daffi515
@chickilopiccolo
@deb_tiva
@mandykilpatric4
@jaykelly26
@bcuriouswithme
@mondiablue

Top Tweeters in G5:
@loonylaura
@scattermae777m
@dianestraley
@daseinsystem
@johannadenton
@lillymckim
@marceyplay
@tridog57
@ia_vets
@joshofar

Top Tweeters in G6:
@akuma_river
@amyayers16
@oldsalz
@hijcp
@kristafrances
@hautahbuhgee
@sandi_childs
@jorichardskent
@granny_st
@4evrmomof4

Top Tweeters in G7:
@lisawinslow
@thegod_particle
@benusa567
@oneiorosgrip
@murphyyuiko
@rainmc
@tjmair
@th1rt3en_tm
@ooohglobbits
@slorddampnut

Top Tweeters in G8:
@luciarendn4
@chuerta1
@pamelajacobson2
@showgirlcf
@amfhtx
@kwilliamsauthor
@sellsworth1963
@downballotd
@angulargyrus
@floweroleary

Top Tweeters in G9:
@greenj
@thelovelymaeve
@globalhealthbot
@mustylusi
@medstudent_bot
@nishaobgyn
@drsuegross
@myzonedrong
@theobgproject
@neo_twiter

Top Tweeters in G10:
@carolynd72355
@gemandmoll
@carlachrisellis
@skyre01
@summerbreezeus
@thisstarchild
@marie24373752
@evelyns51868235
@ehlers_anthony
@john_rorbach


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