cesarean OR c-section, Twitter, 6/4/2021 7:33:51 PM, 256301


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cesarean OR c-section_2021-06-04_06-14-38.xlsx
cesarean OR c-section_2021-06-04_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3fNA2hj
@doscadenasx
@mini_mama2
@jean_vh
@theobgproject
@mfmsperling
@rrr0byn
@varindersingh24
@sierradeciduous
@becccobain
@ajog_thegray

Top hashtags:
#cesarean
#vbac
#covid19
#covid
#storyofhope
#hyderabad
#pregnancy

Description:
Description
The graph represents a network of 6,108 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, 04 June 2021 at 13:19 UTC.

The requested start date was Friday, 04 June 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 13-day, 4-hour, 35-minute period from Friday, 21 May 2021 at 00:13 UTC to Thursday, 03 June 2021 at 04:48 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 : 6108
Unique Edges : 4056
Edges With Duplicates : 4282
Total Edges : 8338
Number of Edge Types : 5
Retweet : 1675
MentionsInRetweet : 1984
Tweet : 1442
Replies to : 1486
Mentions : 1751
Self-Loops : 1462
Reciprocated Vertex Pair Ratio : 0.0206362854686157
Reciprocated Edge Ratio : 0.0404380791912384
Connected Components : 2123
Single-Vertex Connected Components : 984
Maximum Vertices in a Connected Component : 242
Maximum Edges in a Connected Component : 469
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.324549
Graph Density : 0.000127286915323318
Modularity : 0.627787
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,108 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, 04 June 2021 at 13:19 UTC.

The requested start date was Friday, 04 June 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 13-day, 4-hour, 35-minute period from Friday, 21 May 2021 at 00:13 UTC to Thursday, 03 June 2021 at 04:48 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:
[50] https://twitter.com/givemannuffbun/status/1397673428052856843
[27] https://mfmunetwork.bsc.gwu.edu/web/mfmunetwork/vaginal-birth-after-cesarean-calculator
[20] https://twitter.com/GiveManNuffBun/status/1397673428052856843
[15] https://twitter.com/iam_skamal/status/1397464257877401602
[14] https://livedezign.com/youtube-dump/c-section-cesarean-delivery/
[13] https://livedezign.com/youtube-dump/the-anatomy-of-a-c-section/
[12] https://twitter.com/varindersingh24/status/1396150397828431874
[7] https://twitter.com/dollazzzz_j/status/1399773483404386305
[7] https://people.com/parents/christine-quinn-baby-photos-exclusive/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=60ad4cf97e2160000118dd3e
[7] https://twitter.com/dieatribes/status/1396433684409028610

Top URLs in Tweet in G1:
[40] https://twitter.com/givemannuffbun/status/1397673428052856843
[15] https://twitter.com/GiveManNuffBun/status/1397673428052856843
[14] https://livedezign.com/youtube-dump/c-section-cesarean-delivery/
[13] https://twitter.com/iam_skamal/status/1397464257877401602
[13] https://livedezign.com/youtube-dump/the-anatomy-of-a-c-section/
[9] https://twitter.com/varindersingh24/status/1396150397828431874
[6] https://twitter.com/dieatribes/status/1396433684409028610
[6] https://twitter.com/ccxjjxcc/status/1397310176072540166
[5] https://lp.constantcontactpages.com/su/Ev9rfkI
[4] https://mfmunetwork.bsc.gwu.edu/web/mfmunetwork/vaginal-birth-after-cesarean-calculator

Top URLs in Tweet in G2:
[2] https://www.motherjones.com/politics/2017/01/childbirth-injuries-prolapse-cesarean-section-natural-childbirth/
[1] https://au.news.yahoo.com/premature-baby-defies-odds-born-at-just-22-weeks-142540519.html
[1] https://elizabethpottergraham.medium.com/letter-to-the-alabama-legislature-5b5a3fd869d6

Top URLs in Tweet in G4:
[1] https://www.acog.org/clinical/clinical-guidance/practice-bulletin/articles/2019/02/vaginal-birth-after-cesarean-delivery

Top URLs in Tweet in G5:
[3] https://www.obgproject.com/2017/08/09/candidate-vaginal-birth-cesarean-section/
[2] https://www.obgproject.com/2021/05/28/rct-results-standard-vs-high-dose-of-oxytocin-for-labor-augmentation/
[2] https://www.obgproject.com/2021/05/21/rct-results-closed-incision-negative-pressure-wound-therapy-vs-standard-dressing-among-women-with-obesity-undergoing-cesarean/
[2] https://www.obgproject.com/2021/05/03/vaginal-birth-after-cesarean/
[2] https://www.ajog.org/article/S0002-9378(21)00587-1/fulltext
[1] https://www.ajog.org/article/S0002-9378(20)30066-1/fulltext
[1] https://www.ajog.org/article/S0002-9378(21)00589-5/fulltext
[1] https://doi.org/10.1016/j.ajogmf.2021.100360
[1] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2021.4230?guestAccessKey=2dbb81f7-9322-4a03-9de1-fedb9a8f5762&utm_source=twitter&utm_medium=social_jama&utm_term=4866729971&utm_campaign=article_alert&linkId=119625432
[1] http://jamanetwork.com/journals/jama/fullarticle/2654382?utm_source=TWITTER&utm_medium=social_jn&utm_term=1081214033&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=42454290

Top URLs in Tweet in G6:
[1] https://tweetedtimes.com/tracylami2?s=tnp
[1] https://tweetedtimes.com/frederictayol12?s=tnp

Top URLs in Tweet in G8:
[1] https://twitter.com/VampWriterGRRL/status/1396815080864501760

Top URLs in Tweet in G9:
[4] https://www.thejournal.ie/?p=5446766&utm_source=shortlink
[4] https://jrnl.ie:443/5446766t
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fpermalink.php%3Fstory_fbid%3D2900063290251300%26id%3D1662667163990925%26__tn__%3DK-R
[1] https://twitter.com/BikesNBukes/status/1399078267521585162
[1] https://www.irishtimes.com/news/crime-and-law/courts/high-court/hse-obtains-court-order-allowing-doctors-to-perform-caesarean-on-prisoner-1.4573750
[1] https://twitter.com/nifhla/status/1396775752411013127
[1] https://twitter.com/nifhla/status/1396851257084686348

Top URLs in Tweet in G10:
[3] https://mfmunetwork.bsc.gwu.edu/web/mfmunetwork/vaginal-birth-after-cesarean-calculator
[1] https://pubmed.ncbi.nlm.nih.gov/34023315/
[1] https://www.obgyninternchallenge.com/notes/cesarean
[1] https://ajog.org/article/S0002-9378(21)00587-1/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2821%2900587-1%2Ffulltext&rc=0
[1] https://twitter.com/sas_gas_thomas/status/1395777751026700289
[1] https://twitter.com/sandalljane/status/1395297733158871041

Top Domains
Top Domains in Tweet in Entire Graph:
[251] twitter.com
[27] livedezign.com
[27] gwu.edu
[23] nih.gov
[19] youtube.com
[17] co.uk
[10] elsevierhealth.com
[9] obgproject.com
[9] people.com
[9] anesthesiologynews.com

Top Domains in Tweet in G1:
[178] twitter.com
[27] livedezign.com
[8] co.uk
[6] elsevierhealth.com
[6] youtube.com
[5] nih.gov
[5] constantcontactpages.com
[4] gwu.edu
[4] instagram.com
[4] spitupandsitups.com

Top Domains in Tweet in G2:
[2] motherjones.com
[1] yahoo.com
[1] medium.com

Top Domains in Tweet in G4:
[1] acog.org

Top Domains in Tweet in G5:
[9] obgproject.com
[4] ajog.org
[3] jamanetwork.com
[3] clevelandclinic.org
[2] wiley.com
[1] doi.org
[1] twitter.com

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

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

Top Domains in Tweet in G9:
[4] thejournal.ie
[4] jrnl.ie
[3] twitter.com
[1] facebook.com
[1] irishtimes.com

Top Domains in Tweet in G10:
[3] gwu.edu
[2] twitter.com
[1] nih.gov
[1] obgyninternchallenge.com
[1] ajog.org
[1] elsevierhealth.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] cesarean
[32] vbac
[26] covid19
[22] covid
[21] storyofhope
[21] hyderabad
[19] pregnancy
[17] mfm
[16] csection
[16] lifeisbeautiful



Top Hashtags in Tweet in G1:
[13] birth
[13] cesarean
[10] csection
[8] pregnancy
[8] vbac
[5] covid19
[5] momlife
[4] preprints
[3] baby
[3] postpartum

Top Hashtags in Tweet in G5:
[9] update
[8] grandrounds
[6] cesarean
[6] ajogmfm
[4] womenshealth
[4] ssi
[4] live
[4] vbac
[4] oxytocin
[3] meded

Top Hashtags in Tweet in G10:
[19] vbac
[17] mfm
[4] obgyn
[4] cesarean
[3] memorialday
[3] obgyninternchallenge
[3] obgyntwitter
[3] foamed
[2] foamob
[2] meded

Top Words
Top Words in Tweet in Entire Graph:
[3478] section
[822] baby
[778] cesarean
[587] birth
[511] emergency
[371] one
[335] born
[284] during
[277] labor
[269] delivery

Top Words in Tweet in G1:
[978] section
[202] cesarean
[164] birth
[154] baby
[101] delivery
[91] emergency
[81] gt
[67] time
[66] born
[63] first

Top Words in Tweet in G2:
[23] section
[23] labor
[19] emergency
[17] weeks
[17] day
[17] sepsis
[16] millisa
[16] matthews
[16] went
[16] extremely

Top Words in Tweet in G3:
[87] varindersingh24
[84] section
[29] pain
[18] emergency
[17] labor
[17] hours
[14] epidural
[13] back
[11] surgery
[11] felt

Top Words in Tweet in G4:
[94] labor
[93] doscadenasx
[93] during
[90] policy
[90] eating
[90] put
[90] place
[90] 1940
[90] back
[90] still

Top Words in Tweet in G5:
[73] cesarean
[41] calculator
[41] race
[41] ethnicity
[40] birth
[39] ajog_thegray
[37] vaginal
[32] prediction
[32] term
[32] gestations

Top Words in Tweet in G6:
[78] andrearene
[78] johntdrake
[77] born
[77] early
[76] excited
[75] introduce
[75] charlotte
[75] world
[75] baby
[75] charlie

Top Words in Tweet in G7:
[75] one
[73] sure
[73] alot
[73] doctors
[73] narrate
[73] incidents
[73] encourage
[73] tweet
[73] encountered
[72] nawalasif1xxx

Top Words in Tweet in G8:
[6] section
[4] multiple
[4] patients
[3] jensawyer5
[2] chronic_flkeys
[2] hope411adcock
[2] sky_dvr
[2] opioidhysteria
[2] process_x
[2] deeenst

Top Words in Tweet in G9:
[65] woman
[63] court
[60] section
[52] hse
[47] pregnant
[37] bikesnbukes
[37] week
[37] ireland
[36] last
[36] went

Top Words in Tweet in G10:
[38] cesarean
[25] calculator
[22] today
[21] race
[20] ethnicity
[19] birth
[19] excited
[19] #vbac
[18] use
[17] find

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[389] emergency,section
[194] cesarean,section
[187] section,baby
[103] cesarean,delivery
[96] during,labor
[94] vaginal,birth
[93] back,still
[91] policy,eating
[91] eating,during
[91] labor,put

Top Word Pairs in Tweet in G1:
[69] emergency,section
[50] cesarean,section
[50] gt,gt
[44] cesarean,delivery
[28] section,scar
[27] watch,video
[27] video,gt
[23] section,recovery
[22] section,baby
[20] give,birth

Top Word Pairs in Tweet in G2:
[16] millisa,matthews
[16] matthews,went
[16] went,extremely
[16] extremely,preterm
[16] preterm,labor
[16] labor,22
[16] 22,weeks
[16] weeks,day
[16] day,sepsis
[15] becccobain,millisa

Top Word Pairs in Tweet in G3:
[14] emergency,section
[12] varindersingh24,section
[5] kidney,stones
[5] pain,meds
[4] giving,birth
[4] 24,hours
[4] hours,labor
[3] emergency,cesarean
[3] two,days
[3] days,section

Top Word Pairs in Tweet in G4:
[91] during,labor
[90] policy,eating
[90] eating,during
[90] labor,put
[90] put,place
[90] place,1940
[90] 1940,back
[90] back,still
[90] still,used
[90] used,chloroform

Top Word Pairs in Tweet in G5:
[41] race,ethnicity
[32] prediction,vaginal
[32] vaginal,birth
[32] birth,cesarean
[32] cesarean,term
[32] term,gestations
[32] gestations,calculator
[32] calculator,without
[32] without,race
[30] ajog_thegray,prediction

Top Word Pairs in Tweet in G6:
[76] johntdrake,excited
[75] andrearene,johntdrake
[75] excited,introduce
[75] introduce,charlotte
[75] charlotte,world
[75] world,baby
[75] baby,charlie
[75] charlie,born
[75] born,full
[75] full,wks

Top Word Pairs in Tweet in G7:
[73] sure,alot
[73] alot,doctors
[73] doctors,narrate
[73] narrate,incidents
[73] incidents,encourage
[73] encourage,tweet
[73] tweet,encountered
[73] encountered,one
[72] nawalasif1xxx,sure
[72] one,re

Top Word Pairs in Tweet in G8:
[2] taken,opioids
[2] opioids,multiple
[2] multiple,times
[2] times,multiple
[2] multiple,reasons
[2] reasons,wisdom
[2] wisdom,teeth
[2] teeth,section
[2] section,kidney
[2] kidney,stones

Top Word Pairs in Tweet in G9:
[47] pregnant,woman
[36] last,week
[36] week,hse
[36] hse,ireland
[36] ireland,went
[36] went,court
[36] court,perform
[36] perform,section
[36] section,imprisoned
[36] imprisoned,pregnant

Top Word Pairs in Tweet in G10:
[20] race,ethnicity
[18] #vbac,calculator
[17] excited,find
[17] find,today
[17] today,#vbac
[17] calculator,doesn
[17] doesn,use
[17] use,race
[17] ethnicity,variables
[17] variables,#mfm

Top Replied-To
Top Replied-To in Entire Graph:
@varindersingh24
@givemannuffbun
@kelly_rdc
@mommatofour_
@hotdiggitydr
@rokwon
@queenbhuie
@brightstrangely
@haednsw
@billvillayne

Top Replied-To in G1:

Top Replied-To in G2:
@drbankruptcy
@meljonesladadee
@punsunfunny
@redbeardliberty
@ozgoofyprincess
@_tidewater
@courtemm427
@alreprorightsad
@janebeausoleil
@mblairtate

Top Replied-To in G3:
@varindersingh24
@odetteroulette
@ebony_samara
@gesell61755
@prophtpriestkng
@retiredknitwit
@alittlelucky9er
@wintersaggie
@kody922
@snipzpa

Top Replied-To in G4:
@_gemini_moon
@danaward124
@doscadenasx
@aijahelaine
@lordrih_
@cyndicynz
@raisingourtribe

Top Replied-To in G5:
@catherineroyuk
@ruthannharpur
@gbutcher17
@drcaraking
@mzbelindaw

Top Replied-To in G6:
@andrearene

Top Replied-To in G7:
@kashmirichai__

Top Replied-To in G8:
@justwinks
@opioidhysteria
@imateapot1304
@lovella34622621

Top Replied-To in G9:
@trickstersworld

Top Replied-To in G10:
@brucebiccard
@obsleepmerchant

Top Mentioned
Top Mentioned in Entire Graph:
@doscadenasx
@johntdrake
@andrearene
@nawalasif1xxx
@rachelbulman
@susanschutte2
@ajog_thegray
@the_unusualaffs
@bikesnbukes
@taadeiye

Top Mentioned in G1:
@nikkiophan
@key_anah25
@yorkie121
@jensaunderson
@time2coach
@fforfacts2
@docsvalley1
@2minmed

Top Mentioned in G2:
@becccobain
@autocorrect2_0
@newnameel
@cynical_tutu
@abortionchat
@shanoawarrior
@ppercussionist
@ttasticdesigns
@chronic_chels
@strongfaithmama

Top Mentioned in G3:
@varindersingh24
@ntrexit
@rscoliosis
@pbsulak
@retiredknitwit
@sandymcinturff1
@annetbyrd
@scattered211

Top Mentioned in G4:
@doscadenasx
@lordrih_
@evasquu

Top Mentioned in G5:
@ajog_thegray
@theobgproject
@ijgolive
@bmj_latest
@jama_current
@ajogmfm
@cleclinicmd
@clevelandclinic
@greenjrnl
@drcaraking

Top Mentioned in G6:
@johntdrake
@andrearene

Top Mentioned in G7:
@nawalasif1xxx
@tk_khadija

Top Mentioned in G8:
@jensawyer5
@chronic_flkeys
@hope411adcock
@sky_dvr
@process_x
@deeenst
@life_is_art___
@castlesburning
@leithliterary
@painkills2

Top Mentioned in G9:
@bikesnbukes
@sdoyleguilloud
@drvconway
@thejournal_ie
@el_collective
@nifhla
@fleur_havva
@danieladrandic
@birthhumanright
@birthrightsorg

Top Mentioned in G10:
@mfmsperling
@bizzarrobazar
@obsleepmerchant
@fei_cai_md
@noolslucas
@profasmakhalil
@creogsovercoff1
@fbwill_williams

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@mroopchand143
@gidi_traffic
@carmillalusta
@jenkers_en
@lechatnoire4
@httweets
@thehill
@indiatoday
@life_sciences_

Top Tweeters in G1:
@carmillalusta
@jenkers_en
@_globalcareers
@ok_magazine
@wjz
@thequint
@iaintyuhfriend
@hindustantimes
@whatmoney1
@iboudreau

Top Tweeters in G2:
@jwhite0316
@atheistengineer
@cynical_tutu
@hedwiggraymalk
@rstemmler24
@ozgoofyprincess
@rainmc
@heather4amazon
@stevieanntas
@cbasschronicles

Top Tweeters in G3:
@kak089
@pbsulak
@rosemarie4311
@c2_shiningc
@luvgeneration67
@elebenty
@snipzpa
@inglouriousgwen
@retiredknitwit
@iamstaceylynn

Top Tweeters in G4:
@lifesolavish
@kschottt
@naturalnapps_
@ericawitha_c
@butterfliesblue
@boobsnbuds
@gglenccoco
@yannaluv_
@__runningrebel
@lovefunkyness

Top Tweeters in G5:
@bob_stinson1234
@monitor_ph
@bradwilliams69
@evidencerobot
@jaulloque
@moto_librarian
@bmj_latest
@mzbelindaw
@clevelandclinic
@globalhealthbot

Top Tweeters in G6:
@nm_che56
@joshuashanevis
@gameovergreggy
@english_wesley
@speedyk1lls
@dustinmpage
@mucrush
@sandman420
@theoneinyellow
@jason_wilson

Top Tweeters in G7:
@gothbabyx_
@strawbeerryy_
@jalalians99
@fatimaayub__
@eeshalfatima5
@momynah
@fehma_shahid
@merely_musing
@lexamnesia
@itsokkkkkk1

Top Tweeters in G8:
@vampwritergrrl
@deeenst
@spicypurritos
@elianok10
@dau1776
@ryanmarino
@kirstiealley
@hilbabe
@equalitycouple
@castlesburning

Top Tweeters in G9:
@adunlea
@canisgallicus
@lamhfada
@damienmulley
@thejournal_ie
@coimin_t
@sarklor
@castletonian
@paulageraghty
@jftaxi

Top Tweeters in G10:
@kliocity
@dr_somyagupta
@historical_iris
@leah_hat
@raaingirl
@diggingup1800
@bizzarrobazar
@saraillamas
@nichd_nih
@drfoxrob


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