cesarean OR c-section, Twitter, 7/15/2019 6:01:22 PM, 203191


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cesarean OR c-section_2019-07-15_10-04-05.xlsx
cesarean OR c-section_2019-07-15_10-04-05.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 15, 2019
Short Description:
cesarean OR c-section via NodeXL http://bit.ly/2NVKur4
@ajog_thegray
@theblackhermit
@drphiliplee1
@susieep21
@lauren81347637
@drshannacombs
@fionamattatall
@greggnelsoneras
@lizmayessex
@droliverlewis

Top hashtags:
#cesarean
#health
#catholictwitter
#birth

Description:
Description
The graph represents a network of 6,690 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 Monday, 15 July 2019 at 17:05 UTC.

The requested start date was Sunday, 14 July 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 6-hour, 47-minute period from Monday, 01 July 2019 at 17:10 UTC to Saturday, 13 July 2019 at 23:57 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 : 6690
Unique Edges : 6558
Edges With Duplicates : 2167
Total Edges : 8725
Number of Edge Types : 3
Mentions : 5822
Replies to : 1336
Tweet : 1567
Self-Loops : 1567
Reciprocated Vertex Pair Ratio : 0.0224408769204212
Reciprocated Edge Ratio : 0.043896673982779
Connected Components : 2071
Single-Vertex Connected Components : 1041
Maximum Vertices in a Connected Component : 407
Maximum Edges in a Connected Component : 1645
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.646227
Graph Density : 0.000132359286971605
Modularity : 0.724828
NodeXL Version : 1.0.1.415

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[261] https://twitter.com/TheCut/status/1146815029448183808
[29] https://twitter.com/thecut/status/1146815029448183808
[26] https://twitter.com/dognamedrue/status/1150014288691638272
[20] https://twitter.com/moby_dickhead/status/1147029726088880128
[20] https://thefreethoughtproject.com/baby-kidnapped-couple-falsely-accused/
[17] https://theswaddle.com/c-section-maternal-death-risk-versus-natural-birth/
[16] https://twitter.com/guardsounds/status/1146229767080824833
[14] https://www.naturalherbalmedicine.info/2019/07/12-ways-to-recover-and-heal-faster-from.html
[13] https://www.health.harvard.edu/blog/supporting-your-newborns-health-intestinal-colonization-after-elective-cesarean-section-2019070517262?utm_content=buffera58bb&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[10] https://twitter.com/alexandracooper/status/1149046853423587328

Top URLs in Tweet in G1:
[19] https://twitter.com/thecut/status/1146815029448183808
[15] https://twitter.com/moby_dickhead/status/1147029726088880128
[14] https://twitter.com/guardsounds/status/1146229767080824833
[12] https://theswaddle.com/c-section-maternal-death-risk-versus-natural-birth/
[11] https://twitter.com/TheCut/status/1146815029448183808
[8] https://twitter.com/alexandracooper/status/1149046853423587328
[4] https://twitter.com/andrew_nunez/status/1145762392032325632
[4] https://twitter.com/ja6u1ani/status/1146009675596554240
[4] https://www.dailymail.co.uk/health/article-7233315/New-trend-C-section-selfies-putting-new-mothers-risk-SEPSIS.html?ns_mchannel=rss&ns_campaign=1490&ito=1490&utm_source=dlvr.it&utm_medium=twitter
[4] https://drlauryn.com/gut-health/antibiotics-csection-baby-formula-gut/?utm_campaign=coschedule&utm_source=twitter&utm_medium=drlaurynlax&utm_content=What

Top URLs in Tweet in G2:
[240] https://twitter.com/TheCut/status/1146815029448183808
[1] https://twitter.com/thecut/status/1146815029448183808

Top URLs in Tweet in G3:
[1] https://twitter.com/Maestra_Momma/status/1149831926099742721?s=19
[1] https://twitter.com/Maestra_Momma/status/1149922149433393152?s=19
[1] https://twitter.com/maestra_momma/status/1149831926099742721

Top URLs in Tweet in G4:
[1] https://twitter.com/Mss_Mina/status/1149720997156679685

Top URLs in Tweet in G5:
[4] https://www.ajog.org/article/S0002-9378(19)30817-8/fulltext
[3] https://www.mdedge.com/obgyn/article/204213/obstetrics/split-dose-oxycodone-protocol-reduces-opioid-use-after-cesarean
[2] https://www.ajog.org/article/S0002-9378(19)30388-6/fulltext?dgcid=raven_jbs_etoc_email
[2] https://www.ajog.org/article/S0002-9378(18)30763-4/fulltext
[2] https://www.sciencedirect.com/science/article/pii/S0027968419300148
[1] https://www.mdedge.com/obgyn/article/204104/obstetrics/uterus-sparing-interventions-treat-postpartum-hemorrhage-during
[1] https://journals.lww.com/greenjournal/Fulltext/2019/07000/Persistent_Abdominal_Pain_2_Years_After_Cesarean.15.aspx
[1] https://www.contemporaryobgyn.net/pregnancy-and-birth/evidence-based-cesarean-delivery-guidelines
[1] https://twitter.com/emilysharpe/status/1149753544641306625
[1] https://twitter.com/mcnonline/status/1148339133368197121

Top URLs in Tweet in G6:
[1] https://m.facebook.com/story.php?story_fbid=2344252489191052&id=2158698834413086

Top URLs in Tweet in G7:
[1] https://www.anesthesiologynews.com/Pain-Medicine/Article/07-19/Opioid-Use-Reduced-When-IV-Ketorolac-Added-to-Epidural-Morphine-Post-Cesarean/55296?sub=206D263B16BB1F1CDB7D216B85A7E3BC2822950C62EBF88F76CCD4DC1E0B156

Top URLs in Tweet in G9:
[1] https://www.skepticalob.com/2018/03/what-if-c-sections-are-better-and-safer-than-vaginal-birth.html
[1] https://twitter.com/greenhousemd/status/1147990938805055488
[1] https://link.springer.com/article/10.1007/s10728-019-00370-0

Top URLs in Tweet in G10:
[6] https://twitter.com/TheCut/status/1146815029448183808
[1] https://trib.al/pVmTocp
[1] https://twitter.com/pomliya/status/1144721430610894851
[1] https://twitter.com/pomliya/status/1145785001067216896

Top Domains
Top Domains in Tweet in Entire Graph:
[512] twitter.com
[42] instagram.com
[40] co.uk
[20] youtube.com
[20] dlvr.it
[20] thefreethoughtproject.com
[18] inhalemama.com
[18] theswaddle.com
[18] harvard.edu
[14] facebook.com

Top Domains in Tweet in G1:
[150] twitter.com
[33] instagram.com
[24] co.uk
[18] inhalemama.com
[14] dlvr.it
[13] theswaddle.com
[12] facebook.com
[7] eonline.com
[6] youtube.com
[6] whatsnew2day.com

Top Domains in Tweet in G2:
[241] twitter.com

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[9] ajog.org
[4] mdedge.com
[4] sciencedirect.com
[3] twitter.com
[1] lww.com
[1] contemporaryobgyn.net
[1] hbr.org
[1] wiley.com

Top Domains in Tweet in G6:
[1] facebook.com

Top Domains in Tweet in G7:
[1] anesthesiologynews.com

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

Top Domains in Tweet in G10:
[8] twitter.com
[1] trib.al

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[60] cesarean
[23] health
[23] catholictwitter
[21] birth
[21] rcniawards
[19] sepsis
[18] c
[18] csection
[17] pregnancy
[14] preexistingcondition



Top Hashtags in Tweet in G1:
[17] c
[15] birth
[14] csection
[13] pregnancy
[9] postnatal
[8] baby
[8] cesarean
[8] healing
[7] pregnant
[6] scar

Top Hashtags in Tweet in G5:
[12] cesarean
[3] obgyn
[2] maternalhealth
[2] openaccess
[1] ob
[1] guidelines
[1] diversityandinclusion
[1] womenshealth

Top Hashtags in Tweet in G8:
[1] racism

Top Hashtags in Tweet in G9:
[1] paardiologie

Top Words
Top Words in Tweet in Entire Graph:
[3190] Words in Sentiment List#1: Positive
[3884] Words in Sentiment List#2: Negative
[58] Words in Sentiment List#3: Angry/Violent
[125836] Non-categorized Words
[132911] Total Words
[4209] section
[4042] c
[854] cesarean
[851] baby
[619] s

Top Words in Tweet in G1:
[1084] section
[994] c
[217] cesarean
[178] baby
[151] s
[149] birth
[125] ðÿ
[117] t
[115] out
[89] emergency

Top Words in Tweet in G2:
[250] c
[250] section
[243] theblackhermit
[240] lmao
[240] thing
[240] act
[240] major
[240] surgery
[5] people
[5] watch

Top Words in Tweet in G3:
[84] c
[80] section
[45] downeyangel
[25] jvaghyjones
[25] bynamerose
[24] crislabossiere
[24] pro_life_ancap
[24] mat0816
[23] heidim_67
[23] leftistkuk

Top Words in Tweet in G4:
[205] â
[205] ï
[102] diapers
[102] baby
[91] formula
[52] food
[51] natural
[51] birth
[51] cesarean
[51] cloth

Top Words in Tweet in G5:
[82] delivery
[74] cesarean
[38] ajog_thegray
[30] enhanced
[30] recovery
[30] surgery
[22] associated
[22] pain
[22] pathway
[22] decreases

Top Words in Tweet in G6:
[179] hospital
[178] shalom
[90] bandage
[90] womb
[89] left
[89] wife's
[89] month
[89] c
[89] section
[89] delivery

Top Words in Tweet in G7:
[36] opioid
[21] headdock
[19] epidural
[18] use
[18] reduced
[18] iv
[18] ketorolac
[18] added
[18] morphine
[18] postcesarean

Top Words in Tweet in G8:
[76] out
[76] c
[76] section
[75] christibelcourt
[73] baby
[72] t
[72] mind
[72] hospital
[72] staff
[72] having

Top Words in Tweet in G9:
[48] c
[46] section
[17] fionamattatall
[14] birth
[14] s
[13] drjengunter
[11] cesarean
[10] baby
[9] here
[8] atuteur

Top Words in Tweet in G10:
[75] c
[75] section
[72] thecut
[72] s
[63] tired
[49] body
[48] physical
[46] issue
[36] wife
[35] m

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3889] c,section
[318] emergency,c
[269] major,surgery
[259] section,major
[247] act,c
[246] cesarean,section
[246] lmao,thing
[246] thing,act
[245] theblackhermit,lmao
[217] â,ï

Top Word Pairs in Tweet in G1:
[971] c,section
[83] cesarean,section
[74] emergency,c
[61] ðÿ,ðÿ
[47] section,scar
[47] having,c
[46] gretchen,rossi
[41] don,t
[30] cesarean,delivery
[30] à,à

Top Word Pairs in Tweet in G2:
[250] c,section
[240] lmao,thing
[240] thing,act
[240] act,c
[240] section,major
[240] major,surgery
[239] theblackhermit,lmao
[4] theblackhermit,playm8z
[4] playm8z,people
[4] people,never

Top Word Pairs in Tweet in G3:
[79] c,section
[21] halders3,buzzsaws1990
[21] buzzsaws1990,mommajacy
[21] mat0816,tdorris
[20] mommajacy,stevieanntas
[17] dstluke,pro_life_ancap
[17] pro_life_ancap,dsipaint
[17] dsipaint,anderseigen
[17] leftistkuk,mat0816
[15] pixelprotectors,dstluke

Top Word Pairs in Tweet in G4:
[205] â,ï
[52] baby,food
[51] ï,natural
[51] natural,birth
[51] birth,cesarean
[51] cesarean,â
[51] ï,cloth
[51] cloth,diapers
[51] diapers,regular
[51] regular,diapers

Top Word Pairs in Tweet in G5:
[58] cesarean,delivery
[30] enhanced,recovery
[30] recovery,surgery
[22] surgery,pathway
[22] pathway,cesarean
[22] delivery,decreases
[22] decreases,hospital
[22] hospital,stay
[22] stay,cost
[20] abdominal,pain

Top Word Pairs in Tweet in G6:
[178] shalom,hospital
[89] hospital,left
[89] left,bandage
[89] bandage,wife's
[89] wife's,womb
[89] womb,month
[89] month,c
[89] c,section
[89] section,delivery
[89] delivery,shalom

Top Word Pairs in Tweet in G7:
[18] opioid,use
[18] use,reduced
[18] reduced,iv
[18] iv,ketorolac
[18] ketorolac,added
[18] added,epidural
[18] epidural,morphine
[18] morphine,postcesarean
[18] postcesarean,type
[18] type,opioid

Top Word Pairs in Tweet in G8:
[76] c,section
[72] t,out
[72] out,mind
[72] mind,hospital
[72] hospital,staff
[72] staff,having
[72] having,performed
[72] performed,c
[72] section,deliver
[72] deliver,baby

Top Word Pairs in Tweet in G9:
[46] c,section
[8] give,birth
[8] birth,feminist
[8] feminist,c
[8] section,thatâ
[8] thatâ,s
[8] s,want
[7] atuteur,give
[5] mikejohansenmd,barttels2
[5] fionamattatall,drjengunter

Top Word Pairs in Tweet in G10:
[75] c,section
[46] physical,issue
[45] issue,body
[33] wife,c
[33] section,s
[33] s,really
[33] really,physical
[32] thecut,wife
[31] body,s
[31] s,tired

Top Replied-To
Top Replied-To in Entire Graph:
@clevelandmomma
@secret_vent
@jacklenon10
@gretchenrossi
@safe_haven0419
@madison89miller
@thecut
@moby_dickhead
@maestra_momma
@downeyangel

Top Replied-To in G1:
@amiryan_vet

Top Replied-To in G2:
@theblackhermit
@annathefeminazi

Top Replied-To in G3:
@jacklenon10
@maestra_momma
@downeyangel
@rithcee
@paulr140
@bynamerose
@stevenwc_
@vets4ap
@bonecolector48
@icecreamkohn2

Top Replied-To in G4:
@equestrianxtr

Top Replied-To in G5:
@guardsounds
@coffeemart
@stuboo

Top Replied-To in G7:
@ccontrarus
@chronic_flkeys
@amy_l_partridge
@headdock
@shelley_bean60
@moogiemonsters
@kpascuch

Top Replied-To in G8:
@christibelcourt

Top Replied-To in G9:
@fionamattatall
@usnehal
@jake_mcclure
@embasic
@annkwalter
@mizcracker
@carrie_looney_
@anupambjena
@meldell2
@drjengunter

Top Replied-To in G10:
@thecut
@bemooremd
@avogadroavocado
@mctestainc
@docdick84
@scwm87
@themightylady
@selfiegoddesss

Top Mentioned
Top Mentioned in Entire Graph:
@theblackhermit
@semaukwelikenya
@maratnasiri
@christibelcourt
@thecut
@allyneedy
@droliverlewis
@drphiliplee1
@mss_mina
@katbrown

Top Mentioned in G1:
@inhalemama
@bootsndiamonds
@deliverydrug
@dressesdinosau1
@afearlessbirth
@goutbio
@anesthetic_bio
@armah50

Top Mentioned in G2:
@theblackhermit
@playm8z
@interleukin_dr

Top Mentioned in G3:
@downeyangel
@crislabossiere
@jvaghyjones
@pro_life_ancap
@mat0816
@leftistkuk
@heidim_67
@anderseigen
@danielmhenry
@deirdriu

Top Mentioned in G4:
@mss_mina
@acosmicmesss
@lexusjacquelynn

Top Mentioned in G5:
@ajog_thegray
@greenjrnl
@mdedgeobgyn
@katersimpson
@mcnonline
@contempobgyn
@wcmanesthesia
@robertwhitemd
@uressien
@drjenwagner

Top Mentioned in G6:
@semaukwelikenya

Top Mentioned in G7:
@headdock
@surgeon_general
@wrbethesda
@asalifeline
@chronic_flkeys
@katherinecoe3
@kpascuch
@mlvanbrit
@soofriends
@thesarge11

Top Mentioned in G8:
@christibelcourt
@cosmyra64
@authorjadewebb

Top Mentioned in G9:
@drjengunter
@fionamattatall
@atuteur
@walterolson
@mikejohansenmd
@barttels2
@roguerad
@jeremyfaust
@_charlotteroche
@nberpubs

Top Mentioned in G10:
@thecut
@millbot
@mctestainc
@theblackhermit
@skepticalwriter
@docdick84
@drkate_miller
@lizzylynngarcia

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@the_news_diva
@alllibertynews
@theboydp
@lifetechnology1
@gottalaff
@ginalawriw
@chantelldawnsny
@mharvey816
@misszindzi

Top Tweeters in G1:
@pulpnews
@the_news_diva
@lifetechnology1
@mystery_girl14
@mediaboxstore
@thedextazlab
@sawngbyrd28
@derangedradio
@firstpressng
@goldenst8ofmind

Top Tweeters in G2:
@platinumb_rich
@m0re_nike
@inpoco
@playm8z
@annathefeminazi
@manicfeminist
@labeecee15
@badmansophss
@njokingumi
@esmirelle

Top Tweeters in G3:
@patricklee6669
@i_womb
@lisawinslow
@12voltman60
@southernrock3
@glamourmag
@deirdriu
@catheri77148739
@zalphaprime
@nra_tacobowl_ms

Top Tweeters in G4:
@trippykels
@raisinggus
@maria_tomasa
@j0y2theworld
@mamaxlei
@asshatash
@spriteesteem
@danifresh89
@hayleemcnally
@spoiledtnwife

Top Tweeters in G5:
@catchthebaby
@un_women
@robynangel
@fibroidsupport
@mommydecaf
@jaulloque
@cdcgov
@gineblog
@coffeemart
@fibroidinfo

Top Tweeters in G6:
@kenyantraffic
@tichaade
@kvaati
@teddymunene
@owiraowira
@kamonjomaina
@she_united
@vynkev
@kadendiwachosi
@wanjerinderu

Top Tweeters in G7:
@starvinlarry
@deeenst
@spicypurritos
@angelsgal02
@lelenapeacock
@woutgorge
@theresthatbear
@mlvanbrit
@shelley_bean60
@djwilliams35

Top Tweeters in G8:
@sschinke
@ladykitchenless
@pmagn
@sunfase
@orionkidder
@srantifascism
@bunneeshelton
@puckett101
@airnation
@hopson3233

Top Tweeters in G9:
@drjengunter
@moto_librarian
@walterolson
@northerncall19
@barttels2
@caulfieldtim
@roguerad
@chisherman
@drflanders
@ehahnmd

Top Tweeters in G10:
@misszindzi
@cece_23spalding
@noplaya_
@pixelfish
@selfiegoddesss
@saratu
@thecut
@shirena82130323
@shontimf
@lizzylynngarcia