cesarean OR c-section, Twitter, 9/18/2020 1:43:46 PM, 235404


FAQ | Problem?

cesarean OR c-section_2020-09-18_06-14-38.xlsx
cesarean OR c-section_2020-09-18_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 18, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3iHhheE
@repkatieporter
@tomcottonar
@kamalaharris
@seamuspotstir
@matter452020
@rendon63rd
@buffywicks
@all_fem_united
@to_discussion
@xicanarquista

Top hashtags:
#covid19
#florida
#cesarean
#birth
#csection
#pregnancy

Description:
Description
The graph represents a network of 9,062 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 September 2020 at 13:20 UTC.

The requested start date was Friday, 18 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, 56-minute period from Friday, 04 September 2020 at 00:02 UTC to Thursday, 17 September 2020 at 23:59 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 : 9062
Unique Edges : 5742
Edges With Duplicates : 7056
Total Edges : 12798
Number of Edge Types : 5
Retweet : 3083
MentionsInRetweet : 3672
Tweet : 1915
Replies to : 2036
Mentions : 2092
Self-Loops : 1954
Reciprocated Vertex Pair Ratio : 0.0176022176022176
Reciprocated Edge Ratio : 0.0345954780713702
Connected Components : 2808
Single-Vertex Connected Components : 1278
Maximum Vertices in a Connected Component : 1105
Maximum Edges in a Connected Component : 2321
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 7.647717
Graph Density : 8.94157846408039E-05
Modularity : 0.623352
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,062 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 September 2020 at 13:20 UTC.

The requested start date was Friday, 18 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, 56-minute period from Friday, 04 September 2020 at 00:02 UTC to Thursday, 17 September 2020 at 23:59 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:
[38] https://twitter.com/davetv_9/status/1302252021085544450
[17] https://www.bbc.co.uk/news/av/stories-53969231
[14] https://twitter.com/SenTedCruz/status/1301203239140954112
[13] https://twitter.com/sentedcruz/status/1301203239140954112
[12] https://theomgdaily.wordpress.com/2020/09/08/pubs-vs-maternity-care/
[11] 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
[9] https://twitter.com/DAVETV_9/status/1302252021085544450
[8] https://www.smfm.org/publications/327-smfm-consult-series-51-thromboembolism-prophylaxis-for-cesarean-delivery
[8] https://twitter.com/kaichoyce/status/1305776845053280257

Top URLs in Tweet in G1:
[34] https://twitter.com/davetv_9/status/1302252021085544450
[8] https://www.bbc.co.uk/news/av/stories-53969231
[8] https://twitter.com/DAVETV_9/status/1302252021085544450
[6] https://twitter.com/sentedcruz/status/1301203239140954112
[6] https://twitter.com/SenTedCruz/status/1301203239140954112
[5] https://twitter.com/Mss_Mina/status/1304968059761770496
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[4] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[3] https://twitter.com/standardtuber/status/1301016159945256960
[3] https://twitter.com/Mamas_Uncut/status/1303215358283853825

Top URLs in Tweet in G2:
[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://abcnews.go.com/Health/utah-dad-posts-hospital-bill-40-fee-skin/story?id=42585001
[1] https://www.justfacts.com/abortion.asp#Politics

Top URLs in Tweet in G7:
[11] https://www.devdiscourse.com/article/health/720639-impatience-and-intolerance-among-pregnant-women-also-adding-to-cesarean-delivery
[2] https://twitter.com/sentedcruz/status/1301203239140954112
[1] https://twitter.com/Erin_Victory/status/1303458155473645568
[1] https://twitter.com/Alerted_Soul/status/1303707363262836737
[1] https://twitter.com/lizzy_hinkley/status/1303120227052388354
[1] https://ja.ma/3gAnqHp
[1] https://www.myscaraway.com/?gclsrc=aw.ds&%3Fcb
[1] https://twitter.com/bessbell/status/1301564382829142016

Top URLs in Tweet in G8:
[1] https://www.usatoday.com/in-depth/news/2020/09/08/fathers-story-his-partners-death-echoes-issues-black-women-face-birthing/3293033001/

Top URLs in Tweet in G9:
[1] https://twitter.com/vickyisgrateful/status/1304211593060929536

Top URLs in Tweet in G10:
[1] https://www.news4jax.com/news/local/2020/09/07/husband-mourns-wife-who-died-of-covid-19-after-giving-birth-to-son/?fbclid=IwAR3sZcu986VUAOcNZCD0iILsAygN-dLZuVfR04UKr0b1N6voZudEB7sEskc
[1] https://www.dailymail.co.uk/news/article-8544075/Covid-19-mother-gave-birth-ventilator-dies-never-having-met-newborn-daughter.html
[1] https://www.theguardian.com/world/2020/apr/29/coronavirus-andrea-circle-bear-federal-prison-death
[1] https://www.washingtonpost.com/lifestyle/2020/09/15/covid-baby-pregnant-mother-ventilator-jade/
[1] https://www.theadvocate.com/baton_rouge/news/coronavirus/article_78801550-ed54-11ea-b9f0-27ad8b0857e5.html?fbclid=IwAR3cqo5jZUzMTNHJua46BtUsRtJ4NhTwxzeYMwukuNe_YciYElZSFt6Fu8g
[1] https://www.myarklamiss.com/news/west-monroe-woman-with-covid-19-gave-birth-one-month-early-how-one-woman-is-helping-with-a-go-fund-me-page/
[1] https://www.cnn.com/2020/04/22/health/chancay-coma-baby-delivery-trnd/index.html
[1] https://www.cnn.com/2020/04/17/health/mother-coronavirus-coma-trnd/index.html
[1] https://www.news4jax.com/news/local/2020/09/07/husband-mourns-wife-who-died-of-covid-19-after-giving-birth-to-son/
[1] https://boston.cbslocal.com/2020/05/12/coronavirus-emergency-c-section-woman-icu-meets-baby-spaulding-hospital-cambridge/

Top Domains
Top Domains in Tweet in Entire Graph:
[357] twitter.com
[31] co.uk
[29] youtube.com
[19] inhalemama.com
[16] instagram.com
[14] nih.gov
[12] wordpress.com
[11] devdiscourse.com
[11] parents.com
[9] facebook.com

Top Domains in Tweet in G1:
[234] twitter.com
[19] inhalemama.com
[15] instagram.com
[10] co.uk
[9] nih.gov
[7] youtube.com
[6] co.za
[5] spitupandsitups.com
[4] blogspot.com
[4] facebook.com

Top Domains in Tweet in G2:
[1] nytimes.com
[1] twitter.com

Top Domains in Tweet in G5:
[1] go.com
[1] justfacts.com

Top Domains in Tweet in G7:
[11] devdiscourse.com
[6] twitter.com
[1] ja.ma
[1] myscaraway.com

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

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

Top Domains in Tweet in G10:
[2] news4jax.com
[2] cnn.com
[1] co.uk
[1] theguardian.com
[1] washingtonpost.com
[1] theadvocate.com
[1] myarklamiss.com
[1] cbslocal.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[112] covid19
[79] florida
[33] cesarean
[23] birth
[22] csection
[21] pregnancy
[20] nomercyforrapists
[17] c
[16] obgyn
[14] soapam2020



Top Hashtags in Tweet in G1:
[17] c
[13] cesarean
[11] birth
[10] csection
[9] postnatal
[9] healing
[7] pregnancy
[5] momlife
[5] scar
[4] covid19

Top Hashtags in Tweet in G3:
[1] midwives
[1] doulas

Top Hashtags in Tweet in G6:
[1] memories

Top Hashtags in Tweet in G7:
[11] women
[11] mothernotpatient
[11] who
[11] unitednations
[11] pregnant
[11] pregnantlady
[11] pregnancy
[11] motherhood
[1] prochoice
[1] yeson115

Top Hashtags in Tweet in G9:
[1] mybodymychoice

Top Hashtags in Tweet in G10:
[98] covid19
[79] florida
[12] covid
[4] texas
[1] rememberinnovember

Top Words
Top Words in Tweet in Entire Graph:
[5113] section
[1078] baby
[1065] cesarean
[721] birth
[552] emergency
[546] delivered
[504] told
[500] before
[482] pregnant
[448] medical

Top Words in Tweet in G1:
[1285] section
[254] cesarean
[233] baby
[180] birth
[98] born
[93] emergency
[89] delivery
[81] having
[78] first
[77] time

Top Words in Tweet in G2:
[365] angeles
[365] county
[365] medical
[365] center
[365] systematically
[365] sterilizing
[365] spanish
[365] speaking
[365] mothers
[365] delivered

Top Words in Tweet in G3:
[308] section
[307] drdooleymd
[302] give
[302] told
[301] remember
[301] impatient
[301] white
[301] threatening
[301] tired
[301] waiting

Top Words in Tweet in G4:
[212] class
[211] know
[211] firsthand
[211] unique
[211] challenges
[211] being
[211] pregnant
[211] worker
[211] planned
[211] teach

Top Words in Tweet in G5:
[44] section
[26] abortion
[15] baby
[14] pregnancy
[11] child
[10] save
[10] life
[10] tomcottonar
[9] woman
[7] birth

Top Words in Tweet in G6:
[100] section
[90] mariannelevy
[27] birth
[22] emergency
[18] time
[17] baby
[12] first
[11] during
[10] having
[10] still

Top Words in Tweet in G7:
[71] section
[48] sentedcruz
[41] us_fda
[37] emergency
[21] weeks
[21] pregnancy
[19] pregnant
[19] died
[17] delivery
[16] cesarean

Top Words in Tweet in G8:
[110] section
[109] amber
[109] rose
[109] isaac
[109] died
[109] delivering
[109] cesarean
[109] six
[109] weeks
[109] before

Top Words in Tweet in G9:
[112] vickyisgrateful
[108] niece
[73] prayer
[73] those
[72] asking
[72] followers
[72] request
[72] pray
[72] months
[72] pregnant

Top Words in Tweet in G10:
[98] #covid19
[94] dead
[92] died
[91] cleavon_md
[90] delivered
[88] baby
[87] 32
[85] renae
[85] byrd
[85] jacksonville

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[467] emergency,section
[374] medical,center
[372] mothers,delivered
[371] sterilizing,spanish
[371] spanish,speaking
[371] speaking,mothers
[370] center,systematically
[370] systematically,sterilizing
[369] angeles,county
[369] county,medical

Top Word Pairs in Tweet in G1:
[79] emergency,section
[78] cesarean,section
[69] section,baby
[47] section,scar
[44] birthed,section
[33] having,section
[29] born,section
[27] birth,section
[26] cesarean,delivery
[24] during,section

Top Word Pairs in Tweet in G2:
[365] angeles,county
[365] county,medical
[365] medical,center
[365] center,systematically
[365] systematically,sterilizing
[365] sterilizing,spanish
[365] spanish,speaking
[365] speaking,mothers
[365] mothers,delivered
[364] xicanarquista,angeles

Top Word Pairs in Tweet in G3:
[302] give,section
[301] remember,impatient
[301] impatient,white
[301] white,threatening
[301] threatening,give
[301] section,tired
[301] tired,waiting
[301] waiting,told
[300] drdooleymd,remember
[300] told,co

Top Word Pairs in Tweet in G4:
[211] know,firsthand
[211] firsthand,unique
[211] unique,challenges
[211] challenges,being
[211] being,pregnant
[211] pregnant,worker
[211] worker,planned
[211] planned,teach
[211] teach,class
[211] class,before

Top Word Pairs in Tweet in G5:
[4] save,life
[4] end,pregnancy
[4] 21vams21,tomcottonar
[3] late,term
[3] save,both
[3] emergency,section
[3] vmstic,heather4amazon
[3] major,surgery
[3] ephesians2_9,colinmorgan65
[3] colinmorgan65,win86moore

Top Word Pairs in Tweet in G6:
[20] emergency,section
[12] mariannelevy,section
[4] gave,birth
[4] natural,birth
[4] having,emergency
[3] mariannelevy,yes
[3] cathywilcox1,mariannelevy
[3] blood,clots
[3] mariannelevy,first
[3] first,time

Top Word Pairs in Tweet in G7:
[38] sentedcruz,us_fda
[34] emergency,section
[11] impatience,intolerance
[11] intolerance,pregnant
[11] pregnant,#women
[11] #women,adding
[11] adding,cesarean
[11] cesarean,delivery
[11] delivery,#mothernotpatient
[11] #mothernotpatient,campaign

Top Word Pairs in Tweet in G8:
[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 Word Pairs in Tweet in G9:
[72] asking,followers
[72] followers,prayer
[72] prayer,request
[72] request,those
[72] those,pray
[72] pray,niece
[72] niece,months
[72] months,pregnant
[72] pregnant,rd
[71] vickyisgrateful,asking

Top Word Pairs in Tweet in G10:
[91] cleavon_md,dead
[85] renae,byrd
[79] dead,32
[79] 32,renae
[79] byrd,jacksonville
[79] jacksonville,#florida
[79] #florida,died
[79] died,#covid19
[79] #covid19,coughing
[79] coughing,blood

Top Replied-To
Top Replied-To in Entire Graph:
@mariannelevy
@ronricci9
@mss_mina
@sentedcruz
@victoriaaveyard
@meghanmccain
@tshi_nakanyane
@bessbell
@drdooleymd
@sagistarbb

Top Replied-To in G1:

Top Replied-To in G3:
@drdooleymd

Top Replied-To in G4:
@aoc

Top Replied-To in G5:
@vmstic
@matter452020
@dsipaint
@mmamythbusters
@heidim_67
@tomcottonar
@nikkiwinds
@kristinewahl
@superpaperclip
@kirkoneal7

Top Replied-To in G6:
@mariannelevy
@aliahdomino
@obgayn
@cathywilcox1
@jujujulesjules
@walkercotton
@thatkat
@hello_nursey
@msjinnifer
@kennedyloulou

Top Replied-To in G7:
@sentedcruz
@jessicavalenti
@spooky_mama13
@4evernevertrump
@prochoiceforal1
@interfaithcolo
@stupidrock
@brienbaguette
@observerx01
@alerted_soul

Top Replied-To in G8:
@toko_rae

Top Replied-To in G9:
@vickyisgrateful
@1_finnigan
@stevobell
@tomcottonar

Top Mentioned
Top Mentioned in Entire Graph:
@xicanarquista
@drdooleymd
@repkatieporter
@usatoday
@vickyisgrateful
@cleavon_md
@kimkardashian
@tarekfatah
@ajog_thegray
@gilduran76

Top Mentioned in G1:
@inhalemama
@transparenthand
@realwisdomlaw
@thep_boss
@blackbirdindigo

Top Mentioned in G2:
@xicanarquista
@_pornflakes

Top Mentioned in G3:
@drdooleymd
@xicanarquista
@scarletsagex
@bernieupstateny

Top Mentioned in G4:
@repkatieporter
@cindy53mccoy
@aoc

Top Mentioned in G5:
@tomcottonar
@heather4amazon
@joebiden
@rebelrae13
@kamalaharris
@janemarch888
@laurawhitt32
@to_discussion
@vixmcintyre
@21vams21

Top Mentioned in G6:
@mariannelevy
@silkpursepantry
@marialaguera742
@drsdeg
@drdav
@breinerson
@revealingealing
@sidra_writes
@obgayn
@emmacase

Top Mentioned in G7:
@us_fda
@sentedcruz
@who
@unicef
@unwomenindia
@sdg2030
@un
@un_women
@unicefindia
@uninindia

Top Mentioned in G8:
@usatoday
@claudiawheatley
@awesta

Top Mentioned in G9:
@vickyisgrateful
@ejquiujmiplis
@tomcottonar
@lyngerry1
@stevijopayne
@maddiebarry8

Top Mentioned in G10:
@cleavon_md
@susanschutte2
@repkatieporter
@govrondesantis
@govabbott
@usatoday

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

Top Tweeters in G1:
@iceberg21slim5
@inquirerdotnet
@_globalcareers
@sapphixy
@screwyoumegn
@anamafalda1992
@sabreakingnews
@news365coza
@trey_oh5
@npazderski

Top Tweeters in G2:
@billm9
@astraea_styx
@kimvie
@samhainnight
@sydxbare
@a_fly_guy
@ladyinlksd
@tracymayy
@finaloverdrive
@blink2xamerica

Top Tweeters in G3:
@npsusa
@radlein
@bernieupstateny
@politicalant
@brendahazelhur1
@paulsorrentino3
@leoluminary
@roxann_minerals
@melodijoy
@whattheplucked

Top Tweeters in G4:
@mayirmamay14
@purplegarter1
@leslielee327
@dwntwndave
@casablancaric
@bengin1003
@wcaddict
@crlulukat
@dianexav1
@odoylecharlotte

Top Tweeters in G5:
@jaina_solo_85
@shadyspotlight
@teri_a_adams
@tcc_grouchy
@hedwiggraymalk
@zakklemmerrr
@eyeedinburgh
@matthewjshow
@jrubinblogger
@jjresists

Top Tweeters in G6:
@rachel_irl
@thatkat
@gaffneyamy
@drsdeg
@claremackint0sh
@cathode_blue
@emilyt804
@vonnsand
@cathywilcox1
@mmcardona

Top Tweeters in G7:
@dev_discourse
@myglobalpac
@susankbradford
@drjengunter
@eileenforblue
@rayburnbev
@sfmaneflame
@carydier
@wyngalbraith
@pattyarquette

Top Tweeters in G8:
@unlewis
@tallyannae
@robinmcouch
@fran_neena20409
@2tanks_dre
@valsadie
@dy_lejoi
@stewardesschick
@usatoday
@themaroonv

Top Tweeters in G9:
@rhiles2760
@smilan317
@jrweaver55
@pameladubsky49
@stevijopayne
@msdixiediva8253
@anniesage
@maddiebarry8
@nancygower
@revjohnboy

Top Tweeters in G10:
@dichristine
@katcapps
@kstreet111
@79topper
@hijcp
@evcoc54
@debr3322
@upchuck66
@kw1979
@soccermom1517


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.