cesarean OR c-section, Twitter, 9/25/2020 1:50:10 PM, 235976


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cesarean OR c-section_2020-09-25_06-14-38.xlsx
cesarean OR c-section_2020-09-25_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3kQ5g7o
@xicanarquista
@repkatieporter
@drdooleymd
@cleavon_md
@_obash_
@nicole_cliffe
@sheologian
@melanielybarger
@dt_frontal_lobe
@wild_wanderer

Top hashtags:
#covid19
#florida
#cesarean
#nomercyforrapists
#pregnancy

Description:
Description
The graph represents a network of 9,126 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 September 2020 at 13:19 UTC.

The requested start date was Friday, 25 September 2020 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, 23-hour, 45-minute period from Friday, 11 September 2020 at 00:02 UTC to Thursday, 24 September 2020 at 23:48 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 : 9126
Unique Edges : 5747
Edges With Duplicates : 7256
Total Edges : 13003
Number of Edge Types : 5
Mentions : 2294
Replies to : 2023
Retweet : 3228
MentionsInRetweet : 3747
Tweet : 1711
Self-Loops : 1764
Reciprocated Vertex Pair Ratio : 0.016832339297548
Reciprocated Edge Ratio : 0.0331074035453598
Connected Components : 2580
Single-Vertex Connected Components : 1135
Maximum Vertices in a Connected Component : 913
Maximum Edges in a Connected Component : 1921
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.18788
Graph Density : 9.21287665228656E-05
Modularity : 0.631571
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,126 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 September 2020 at 13:19 UTC.

The requested start date was Friday, 25 September 2020 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, 23-hour, 45-minute period from Friday, 11 September 2020 at 00:02 UTC to Thursday, 24 September 2020 at 23:48 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:
[14] https://www.ncbi.nlm.nih.gov/pubmed/20478942
[10] https://www.devdiscourse.com/article/health/720639-impatience-and-intolerance-among-pregnant-women-also-adding-to-cesarean-delivery
[10] https://www.parents.com/pregnancy/giving-birth/stories/photos-that-prove-c-section-moms-are-incredibly-brave/?utm_campaign=parents_parentsmagazine&utm_content=bestofevergreen&utm_medium=social&utm_source=twitter.com&utm_term=5f57f21139b6460001b9af5a
[8] https://www.nih.gov/news-events/news-releases/negative-pressure-wound-therapy-does-not-cut-infection-risk-obese-women-after-cesarean-delivery?utm_source=dlvr.it&utm_medium=twitter
[8] https://twitter.com/kaichoyce/status/1305776845053280257
[6] https://twitter.com/Mss_Mina/status/1304968059761770496
[6] https://twitter.com/davetv_9/status/1302252021085544450
[5] https://www.aajtak.in/trending/photo/cloth-stomach-cesarean-operation-removed-after-25-days-bhopal-tsts-1131622-2020-09-18
[5] https://www.smfm.org/publications/327-smfm-consult-series-51-thromboembolism-prophylaxis-for-cesarean-delivery
[5] https://twitter.com/alexisohanian/status/1305501752221929480

Top URLs in Tweet in G1:
[6] https://twitter.com/davetv_9/status/1302252021085544450
[5] https://twitter.com/Mss_Mina/status/1304968059761770496
[4] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] https://healthvideo.org/nutrition-tips-diet-health-tips-for-cesarean-mothers-after-delivery
[3] https://twitter.com/Nicole_Cliffe/status/1307830297078054912
[3] https://www.pregnancymagazine.com/the-big-day/c-sections-a-crash-course
[3] http://www.inhalemama.com/water-hydration-c-section-healing/
[3] http://www.inhalemama.com/c-section-scar-tissue-adhesions/
[3] http://www.inhalemama.com/core-pregnancy-c-section/
[3] http://www.inhalemama.com/pelvic-floor-after-c-section/

Top URLs in Tweet in G3:
[1] https://www.nytimes.com/2016/02/01/magazine/when-doctors-took-family-planning-into-their-own-hands.html
[1] https://twitter.com/xicanarquista/status/1305644516599386112

Top URLs in Tweet in G5:
[1] https://twitter.com/drgolfshirt/status/1308907662168514562
[1] https://anthropology.net/2008/10/06/higher-rates-of-c-section-deliveries-for-asian-mothers-white-fathers/
[1] https://twitter.com/Nicole_Cliffe/status/1307837972822155264

Top URLs in Tweet in G6:
[1] https://twitter.com/JoDell217/status/1307458815009239041
[1] https://www.youtube.com/watch?v=kBDkF2JUllY&feature=youtu.be


Top URLs in Tweet in G7:
[1] https://twitter.com/danielking100/status/1307675411548078082
[1] https://twitter.com/danielking100/status/1307676991416659970
[1] https://twitter.com/CubeSteve/status/1307678757142970369

Top URLs in Tweet in G9:
[1] https://money.usnews.com/money/blogs/my-money/2014/10/24/cant-afford-obamacare-consider-a-health-care-sharing-ministry-instead
[1] https://www.youtube.com/watch?v=ysl1tRnk-ig&feature=youtu.be

[1] https://en.m.wikipedia.org/wiki/Yelizaveta_Pantueva
[1] http://ago.My

Top URLs in Tweet in G10:
[1] https://www.usatoday.com/in-depth/news/2020/09/08/fathers-story-his-partners-death-echoes-issues-black-women-face-birthing/3293033001/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[115] covid19
[79] florida
[22] cesarean
[20] nomercyforrapists
[18] pregnancy
[18] c
[15] csection
[14] pregnant
[14] study
[14] celiac



Top Hashtags in Tweet in G1:
[18] c
[12] cesarean
[11] csection
[10] birth
[9] healing
[9] postnatal
[8] pregnancy
[6] scar
[5] covid19
[4] pregnant

Top Hashtags in Tweet in G4:
[1] midwives
[1] doulas

Top Hashtags in Tweet in G6:
[1] abortion
[1] trump2020
[1] prolife
[1] fakenews

Top Hashtags in Tweet in G8:
[1] memories

Top Words
Top Words in Tweet in Entire Graph:
[4774] section
[1087] baby
[1050] cesarean
[708] birth
[702] before
[690] pregnant
[637] being
[604] know
[593] delivered
[517] daughter

Top Words in Tweet in G1:
[1173] section
[249] cesarean
[212] baby
[193] birth
[98] emergency
[90] delivery
[83] born
[83] one
[75] having
[72] scar

Top Words in Tweet in G2:
[415] know
[415] class
[415] repkatieporter
[414] firsthand
[414] unique
[414] challenges
[414] being
[414] pregnant
[414] worker
[414] planned

Top Words in Tweet in G3:
[367] angeles
[367] county
[367] medical
[367] center
[367] systematically
[367] sterilizing
[367] spanish
[367] speaking
[367] mothers
[367] delivered

Top Words in Tweet in G4:
[310] section
[309] drdooleymd
[304] give
[304] told
[303] remember
[303] impatient
[303] white
[303] threatening
[303] tired
[303] waiting

Top Words in Tweet in G5:
[158] section
[144] nicole_cliffe
[36] pain
[27] first
[22] baby
[21] second
[19] much
[19] still
[19] cesarean
[18] one

Top Words in Tweet in G6:
[55] section
[36] realdonaldtrump
[34] baby
[23] abortion
[14] term
[14] life
[11] child
[10] delivery
[9] mother
[9] collinsforga

Top Words in Tweet in G7:
[42] section
[14] abortion
[14] baby
[8] take
[8] rutiregan
[8] life
[8] open
[8] pregnant
[8] being
[8] force

Top Words in Tweet in G8:
[104] section
[94] mariannelevy
[26] birth
[22] emergency
[16] time
[15] baby
[13] first
[10] never
[10] day
[10] pain

Top Words in Tweet in G9:
[34] cost
[23] delivery
[23] section
[18] sharing
[18] ministry
[15] insurance
[15] sensanders
[14] cesarean
[13] vaginal
[12] self

Top Words in Tweet in G10:
[109] amber
[109] rose
[109] isaac
[109] died
[109] delivering
[109] cesarean
[109] section
[109] six
[109] weeks
[109] before

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[425] being,pregnant
[419] know,firsthand
[419] firsthand,unique
[419] unique,challenges
[419] challenges,being
[419] pregnant,worker
[419] worker,planned
[419] planned,teach
[419] teach,class
[419] class,before

Top Word Pairs in Tweet in G1:
[87] emergency,section
[84] cesarean,section
[55] section,scar
[53] section,baby
[32] having,section
[31] cesarean,delivery
[29] give,birth
[27] born,section
[25] birth,section
[21] vaginal,birth

Top Word Pairs in Tweet in G2:
[414] know,firsthand
[414] firsthand,unique
[414] unique,challenges
[414] challenges,being
[414] being,pregnant
[414] pregnant,worker
[414] worker,planned
[414] planned,teach
[414] teach,class
[414] class,before

Top Word Pairs in Tweet in G3:
[367] angeles,county
[367] county,medical
[367] medical,center
[367] center,systematically
[367] systematically,sterilizing
[367] sterilizing,spanish
[367] spanish,speaking
[367] speaking,mothers
[367] mothers,delivered
[366] xicanarquista,angeles

Top Word Pairs in Tweet in G4:
[304] give,section
[303] remember,impatient
[303] impatient,white
[303] white,threatening
[303] threatening,give
[303] section,tired
[303] tired,waiting
[303] waiting,told
[302] drdooleymd,remember
[302] told,co

Top Word Pairs in Tweet in G5:
[16] coollady42,nicole_cliffe
[14] emergency,section
[10] nicole_cliffe,section
[9] nope,recovering
[9] recovering,section
[9] section,mac
[9] mac,cheese
[9] cheese,palliative
[9] palliative,grandpa
[9] grandpa,dying

Top Word Pairs in Tweet in G6:
[9] collinsforga,realdonaldtrump
[7] full,term
[6] term,abortion
[5] late,term
[5] emergency,section
[3] born,section
[3] ephesians2_9,colinmorgan65
[3] colinmorgan65,win86moore
[3] win86moore,tomcottonar
[3] medically,necessary

Top Word Pairs in Tweet in G7:
[7] emergency,section
[7] cut,open
[5] take,never
[5] never,pregnant
[5] pregnant,tell
[5] tell,section
[5] section,baby
[5] baby,mom
[5] mom,cut
[5] open,order

Top Word Pairs in Tweet in G8:
[19] emergency,section
[12] mariannelevy,section
[4] natural,birth
[4] cathywilcox1,mariannelevy
[4] having,emergency
[3] gave,birth
[3] mariannelevy,yes
[3] blood,clots
[3] mariannelevy,first
[3] first,time

Top Word Pairs in Tweet in G9:
[18] sharing,ministry
[12] insurance,cost
[12] self,pay
[11] vaginal,delivery
[11] delivery,insurance
[11] cost,000
[11] 000,cesarean
[11] cesarean,delivery
[11] delivery,sharing
[11] ministry,cost

Top Word Pairs in Tweet in G10:
[109] amber,rose
[109] rose,isaac
[109] isaac,died
[109] died,delivering
[109] delivering,cesarean
[109] cesarean,section
[109] section,six
[109] six,weeks
[109] weeks,before
[109] before,due

Top Replied-To
Top Replied-To in Entire Graph:
@nicole_cliffe
@mariannelevy
@mss_mina
@rawbeautykristi
@coollady42
@meghanmccain
@sassykadik
@sagistarbb
@snide_sally
@ronricci9

Top Replied-To in G2:
@ebonyjhilton_md
@repkatieporter
@aoc
@ushimimi
@rendon63rd

Top Replied-To in G4:
@drdooleymd

Top Replied-To in G5:
@nicole_cliffe
@coollady42
@christinamyersa
@thelasagna
@shantel575
@margretlaw
@laurenbingham
@itsjust_jules
@sheologian
@crweisinger

Top Replied-To in G6:
@realdonaldtrump
@peregrinememes
@ryunade
@whitehouse
@atheist_in_nc
@corona_vairuss
@superpaperclip
@matter452020
@marshablackburn
@lilagracerose

Top Replied-To in G7:
@vmstic
@ladykrystyna
@danielking100
@firemaddie
@abortionchat
@stevieanntas
@grrnow
@eiggam5955
@jenmercieca
@rutiregan

Top Replied-To in G8:
@mariannelevy
@aliahdomino
@cathywilcox1
@jujujulesjules
@walkercotton
@thatkat
@obgayn
@luvenice_h
@drsdeg
@dw_negaduck

Top Replied-To in G9:
@tekshowplays
@philopolitim
@saythatagain7
@didymus77
@heatherswan
@not2serious55
@d3t3rmin3d_22
@flswampboy
@danlar85
@chrisvanderveen

Top Mentioned
Top Mentioned in Entire Graph:
@repkatieporter
@xicanarquista
@drdooleymd
@usatoday
@vickyisgrateful
@ayatomm_com
@madelpillar
@kimkardashian
@cleavon_md
@tarekfatah

Top Mentioned in G1:
@inhalemama
@realwisdomlaw
@ashlynbrierre
@thep_boss
@blackbirdindigo
@not_delicate
@policenama1
@neonataland
@lttemple2

Top Mentioned in G2:
@repkatieporter
@buffywicks
@gilduran76
@cindy53mccoy
@aoc
@mountainviewsz
@chipfranklin
@jalbymd
@rendon63rd

Top Mentioned in G3:
@xicanarquista
@_pornflakes

Top Mentioned in G4:
@drdooleymd
@xicanarquista
@scarletsagex
@bernieupstateny

Top Mentioned in G5:
@nicole_cliffe
@sheologian
@coollady42
@theladylasagna
@thecbdiva
@farmandfable
@ragbonehair
@erinmett
@jedrek
@sophiacharmed

Top Mentioned in G6:
@realdonaldtrump
@collinsforga
@tomcottonar
@eugenegu
@jo_oof
@ephesians2_9
@colinmorgan65
@win86moore
@rmayemsinger
@hkrassenstein

Top Mentioned in G7:
@rutiregan
@jenmercieca
@renevelation
@stalklo
@madams8n
@heather4amazon
@danime414
@dbnycbos
@korngrower
@steevestweet

Top Mentioned in G8:
@mariannelevy
@drsdeg
@silkpursepantry
@marialaguera742
@annekasillitoe
@bluesteinlinda
@hedstogether
@breinerson
@bunburylady
@drdav

Top Mentioned in G9:
@sensanders
@joebiden
@heminator
@awstar11
@chrisvanderveen
@kamalaharris
@iheartchm
@marklevinshow
@ultradadnaya
@dingbats12

Top Mentioned in G10:
@usatoday

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@wengcookie
@wengzkie28
@gocoo_59
@gocoo
@dichristine
@derick04kt1772
@rk70534
@averillanena
@aldubftnqt

Top Tweeters in G1:
@inquirerdotnet
@toicitiesnews
@_globalcareers
@ajaelonnn
@anamafalda1992
@wkndgirl
@kaygirl8lawana
@news365coza
@trey_oh5
@eb4prez

Top Tweeters in G2:
@mayirmamay14
@purplegarter1
@asmith702
@blackrepublican
@leslielee327
@rodneyclaeys
@markburgerenerg
@dwntwndave
@casablancaric
@fireworkbonnie

Top Tweeters in G3:
@billm9
@astraea_styx
@kimvie
@samhainnight
@sydxbare
@a_fly_guy
@ladyinlksd
@tracymayy
@finaloverdrive
@blink2xamerica

Top Tweeters in G4:
@npsusa
@radlein
@bernieupstateny
@politicalant
@brendahazelhur1
@paulsorrentino3
@leoluminary
@roxann_minerals
@melodijoy
@whattheplucked

Top Tweeters in G5:
@sonic_screwup
@quiara
@kingdomofwench
@gina_goldberg
@killermartinis
@1c3b3rgmama
@yashar
@showupforthis
@angieptaylor
@melanielybarger

Top Tweeters in G6:
@bud_doggin
@funder
@shadyspotlight
@davidmweissman
@0xkruzr
@kk_ki37844976
@mmpadellan
@laurawhitt32
@meowmix67
@pixelprotectors

Top Tweeters in G7:
@jamestoupin
@llerameilla
@rutiregan
@ladykrystyna
@godlesswh_re
@eyeedinburgh
@renevelation
@kathykattenburg
@eiggam5955
@baddgrl_

Top Tweeters in G8:
@rachel_irl
@thatkat
@gaffneyamy
@jillcollier16
@drsdeg
@claremackint0sh
@cathode_blue
@emilyt804
@vonnsand
@cathywilcox1

Top Tweeters in G9:
@awstar11
@matthewjshow
@jburris69
@sciam
@summonerorthan
@naral
@julieborowski
@redherringdraws
@datoader
@kiathistledown

Top Tweeters in G10:
@unlewis
@tallyannae
@robinmcouch
@fran_neena20409
@2tanks_dre
@valsadie
@dy_lejoi
@stewardesschick
@usatoday
@themaroonv


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