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cesarean OR c-section_2021-02-05_06-29-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 08, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3q3IADB
@ctzebra
@kris_sacrebleu
@lauraseriously1
@ap
@lauree_lauralee
@cindyb1333
@cobbkitties
@sachikoko
@patinkinmandy
@leslielee327

Top hashtags:
#covid19
#cesarean
#smfm21
#vaccines
#neopapers
#csection
#birth

Description:
Description
The graph represents a network of 9,118 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, 05 February 2021 at 14:36 UTC.

The requested start date was Friday, 05 February 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, 6-hour, 1-minute period from Friday, 22 January 2021 at 01:15 UTC to Thursday, 04 February 2021 at 07:16 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 : 9118
Unique Edges : 5122
Edges With Duplicates : 7970
Total Edges : 13092
Number of Edge Types : 5
Retweet : 3618
MentionsInRetweet : 3944
Tweet : 2042
Replies to : 1764
Mentions : 1724
Self-Loops : 2067
Reciprocated Vertex Pair Ratio : 0.0177708274097242
Reciprocated Edge Ratio : 0.0349210783628998
Connected Components : 2752
Single-Vertex Connected Components : 1366
Maximum Vertices in a Connected Component : 1124
Maximum Edges in a Connected Component : 2266
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 4.702671
Graph Density : 8.61193651692772E-05
Modularity : 0.598854
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 9,118 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, 05 February 2021 at 14:36 UTC.

The requested start date was Friday, 05 February 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, 6-hour, 1-minute period from Friday, 22 January 2021 at 01:15 UTC to Thursday, 04 February 2021 at 07:16 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:
[113] https://twitter.com/leonardcowalski/status/1352048723895832576
[25] https://www.dailystar.co.uk/showbiz/amy-schumer-praised-showing-cute-23419321
[22] https://mtws.posthaven.com/cesarean-births-should-be-avoided-if-possible-advice-from-shaykh-uthaymeen
[20] https://twitter.com/phillipnandez/status/1356218767697559556
[15] https://people.com/human-interest/mom-of-10-dies-covid-week-after-emergency-c-section-deliver-baby/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=600b4a05e8fa030001a3cca7
[14] https://www.dailymail.co.uk/news/article-9197847/Adorable-baby-gibbon-snuggles-blanket-born-C-section-Chinese-zoo.html?ito=social-twitter_mailonline
[12] https://citinewsroom.com/2021/02/monkey-delivers-baby-through-c-section-at-kumasi-zoo-photos/
[10] https://news.sky.com/story/amy-schumer-shares-naked-instagram-selfie-to-normalise-c-section-scars-left-after-pregnancy-12205310
[9] https://www.kevinmd.com/blog/2021/01/its-time-to-curb-rising-c-section-rates-in-canada.html?utm_source=dlvr.it&utm_medium=twitter
[9] https://apple.news/AYOPfntlCQOmERBKwwUZj0g

Top URLs in Tweet in G1:
[104] https://twitter.com/leonardcowalski/status/1352048723895832576
[20] https://twitter.com/phillipnandez/status/1356218767697559556
[8] https://apple.news/AYOPfntlCQOmERBKwwUZj0g
[7] https://twitter.com/cannamomm/status/1354438724080312326
[7] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[6] https://twitter.com/beylegion/status/1355697591896461315
[6] https://www.glamour.com/story/amy-schumer-shared-a-photo-of-her-cute-c-section-scar-and-moms-are-loving-it
[5] https://people.com/human-interest/mom-of-10-dies-covid-week-after-emergency-c-section-deliver-baby/
[4] http://www.msn.com/en-us/music/celebrity/sc-mom-of-10-dies-from-covid-a-week-after-undergoing-emergency-c-section-to-deliver-her-baby/ar-BB1d0A8k?ocid=st
[3] https://www.khaleejtimes.com/news/uae-hospital-doctor-to-pay-couple-dh13-million-for-botched-c-section

Top URLs in Tweet in G2:
[1] https://twitter.com/acyn/status/1356791749738328064

Top URLs in Tweet in G3:
[1] https://m.facebook.com/story.php?story_fbid=871734760257937&id=252823608411640&m_entstream_source=video_home&player_suborigin=entry_point&player_format=permalink
[1] https://www.nlm.nih.gov/exhibition/cesarean/part1.html
[1] https://www.abc12.com/2021/01/18/mother-dies-from-covid-19-weeks-after-giving-birth-to-3rd-child/
[1] https://www.gofundme.com/f/shaw-family-memorial-fund
[1] https://www.wistv.com/2021/01/22/year-old-lexington-mother-children-dies-covid-/
[1] https://www.dignitymemorial.com/obituaries/columbia-sc/ashley-bennett-9992772
[1] https://www.dailymail.co.uk/news/article-8544075/Covid-19-mother-gave-birth-ventilator-dies-never-having-met-newborn-daughter.html
[1] https://twitter.com/SusanSchutte2/status/1353441720197758976

Top URLs in Tweet in G7:
[1] https://apnews.com/article/health-madison-us-news-wisconsin-coronavirus-pandemic-d79ec585736dc2aed6a78eb313f3e9b6?utm_source=Twitter&utm_campaign=SocialFlow&utm_medium=AP
[1] https://www.cbsnews.com/news/new-york-covid-19-nursing-home-deaths-undercounted-by-as-much-as-50-attorney-general-says/

Top URLs in Tweet in G9:
[1] https://www.jointcommission.org/resources/news-and-multimedia/news/2021/02/the-joint-commission-begins-public-reporting-for-two-hospital-perinatal-care-measures-in-2021/
[1] https://health.usnews.com/health-news/blogs/second-opinion/articles/2016-08-02/next-best-hospitals-for-childbirth
[1] https://www.usnews.com/news/healthiest-communities/articles/2019-10-07/whats-my-communitys-c-section-rate
[1] https://twitter.com/benharder/status/1356382705139785728
[1] https://twitter.com/aht_org/status/1356526392406646785
[1] https://www.parents.com/pregnancy/giving-birth/preparing-for-labor/what-to-expect-in-childbirth-classes/
[1] https://twitter.com/benharder/status/1356389013721145352
[1] https://www.obgproject.com/2018/08/29/acog-guidance-antibiotic-prophylaxis-during-labor-and-delivery/
[1] https://creogsovercoffee.com/notes/2021/1/3/the-standardized-cesarean-section
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2820%2930038-7%2Ffulltext&rc=0

Top URLs in Tweet in G10:
[1] https://healthcare.utah.edu/womenshealth/pregnancy-birth/preterm-birth/when-is-it-safe-to-deliver.php

Top Domains
Top Domains in Tweet in Entire Graph:
[373] twitter.com
[111] co.uk
[44] people.com
[39] nih.gov
[22] posthaven.com
[17] yahoo.com
[16] trib.al
[15] youtube.com
[15] sky.com
[12] citinewsroom.com

Top Domains in Tweet in G1:
[272] twitter.com
[35] nih.gov
[34] co.uk
[8] msn.com
[8] apple.news
[8] people.com
[8] blogspot.com
[6] yahoo.com
[6] buzzfeed.com
[6] glamour.com

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

Top Domains in Tweet in G3:
[1] facebook.com
[1] nih.gov
[1] abc12.com
[1] gofundme.com
[1] wistv.com
[1] dignitymemorial.com
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G7:
[1] apnews.com
[1] cbsnews.com

Top Domains in Tweet in G9:
[4] twitter.com
[2] usnews.com
[2] elsevierhealth.com
[1] jointcommission.org
[1] parents.com
[1] obgproject.com
[1] creogsovercoffee.com
[1] lww.com
[1] cesareanrates.org
[1] wiley.com

Top Domains in Tweet in G10:
[1] utah.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[348] covid19
[52] cesarean
[44] smfm21
[33] vaccines
[26] neopapers
[23] csection
[14] birth
[14] caesareansection
[11] citicbs
[11] obgyn



Top Hashtags in Tweet in G1:
[26] neopapers
[13] cesarean
[8] pregnancy
[8] ask_doctors
[7] csection
[7] birth
[6] unexpectedtlc
[6] amyschumer
[5] childbirth
[5] obgyn

Top Hashtags in Tweet in G2:
[1] trumpcrimefamily
[1] donthecon
[1] covid19

Top Hashtags in Tweet in G3:
[333] covid19
[3] medievaltwitter
[3] covid_19
[3] yestonocovid
[3] nocovid
[2] covid
[1] healthcareheroes
[1] nocovidday
[1] nocovideurope
[1] nocovidworld

Top Hashtags in Tweet in G4:
[3] sb19
[3] sb19_tilaluha_20kviews

Top Hashtags in Tweet in G7:
[2] covid19

Top Hashtags in Tweet in G9:
[43] smfm21
[16] cesarean
[9] misoprostol
[6] impsci
[4] meded
[4] maternalhealth
[4] txa
[4] iowa
[3] yaeleliner
[3] antibiotic

Top Hashtags in Tweet in G10:
[1] repression

Top Words
Top Words in Tweet in Entire Graph:
[5764] section
[1407] baby
[1354] cesarean
[1036] emergency
[856] birth
[749] miss
[618] being
[563] having
[496] born
[493] scar

Top Words in Tweet in G1:
[1364] section
[276] cesarean
[218] baby
[184] birth
[178] scar
[132] lil
[96] emergency
[92] amy
[88] schumer
[85] born

Top Words in Tweet in G2:
[728] miss
[369] section
[367] kris_sacrebleu
[367] bamboo
[366] root
[366] canal
[364] yah
[364] ll
[364] having
[364] fucking

Top Words in Tweet in G3:
[381] died
[345] ashley
[336] section
[333] #covid19
[332] ca
[326] gornick
[326] gomez
[326] 30yo
[326] nurse
[326] nursing

Top Words in Tweet in G4:
[213] ang
[212] ng
[212] sa
[211] a'tin
[211] mga
[211] buntis
[211] panganay
[210] kaloka
[210] matapos
[210] soft

Top Words in Tweet in G5:
[178] baldilocks__
[178] woman
[178] less
[178] deliver
[178] cs
[177] wish
[177] more
[177] nigerian
[177] churches
[177] stop

Top Words in Tweet in G6:
[111] woman
[97] cesarean
[96] sections
[94] birth
[93] baby
[92] 1780
[92] before
[92] large
[92] pass
[92] canal

Top Words in Tweet in G7:
[132] first
[132] wisconsin
[132] met
[132] months
[110] section
[107] time
[107] cesarean
[106] ap
[106] mother
[106] baby

Top Words in Tweet in G8:
[120] friend
[120] delivery
[119] hello
[119] everyone
[119] emergency
[119] cesarean
[119] section
[119] baby
[119] born
[119] prematurely

Top Words in Tweet in G9:
[75] cesarean
[52] rates
[43] #smfm21
[39] section
[36] rate
[36] mysmfm
[31] hospitals
[31] tjcommission
[26] today
[26] reporting

Top Words in Tweet in G10:
[38] section
[14] rantyamycurtis
[12] ttwi5ted
[9] baby
[8] drjengunter
[8] people
[7] abortion
[7] birth
[7] labor
[6] pain

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[860] emergency,section
[425] cesarean,section
[371] section,scar
[369] canal,section
[368] root,canal
[368] section,bamboo
[367] ll,miss
[366] yah,ll
[366] miss,miss
[366] miss,having

Top Word Pairs in Tweet in G1:
[151] section,scar
[88] cesarean,section
[88] amy,schumer
[83] emergency,section
[77] lil,section
[53] need,section
[47] anything,youtube
[46] youtube,hmu
[46] hmu,need
[45] learn,anything

Top Word Pairs in Tweet in G2:
[366] root,canal
[366] canal,section
[366] section,bamboo
[364] yah,ll
[364] ll,miss
[364] miss,miss
[364] miss,having
[364] having,fucking
[364] fucking,root
[364] bamboo,shoved

Top Word Pairs in Tweet in G3:
[333] died,#covid19
[332] ca,died
[326] ashley,gornick
[326] gornick,gomez
[326] gomez,30yo
[326] 30yo,nurse
[326] nurse,nursing
[326] nursing,home
[326] home,nuys
[326] nuys,ca

Top Word Pairs in Tweet in G4:
[210] kaloka,a'tin
[210] a'tin,matapos
[210] matapos,ang
[210] ang,soft
[210] soft,hours
[210] hours,mga
[210] mga,kanta
[210] kanta,ng
[210] ng,sb19
[210] sb19,inihahantulad

Top Word Pairs in Tweet in G5:
[177] wish,more
[177] more,nigerian
[177] nigerian,churches
[177] churches,stop
[177] stop,demonizing
[177] demonizing,cesarean
[177] cesarean,sections
[177] sections,re
[177] re,less
[177] less,woman

Top Word Pairs in Tweet in G6:
[96] cesarean,sections
[92] 1780,before
[92] before,cesarean
[92] sections,baby
[92] baby,large
[92] large,pass
[92] pass,birth
[92] birth,canal
[92] canal,parts
[92] parts,pelvis

Top Word Pairs in Tweet in G7:
[107] first,time
[106] time,wisconsin
[106] wisconsin,mother
[106] mother,met
[106] met,baby
[106] baby,delivered
[106] delivered,nearly
[106] nearly,three
[106] three,months
[106] months,ago

Top Word Pairs in Tweet in G8:
[119] hello,everyone
[119] everyone,friend
[119] friend,emergency
[119] emergency,delivery
[119] delivery,cesarean
[119] cesarean,section
[119] section,baby
[119] baby,born
[119] born,prematurely
[118] pjmxynjn,hello

Top Word Pairs in Tweet in G9:
[21] section,rates
[19] cesarean,rates
[16] cesarean,delivery
[15] high,dose
[14] reporting,hospital
[14] long,time
[13] publicly,reporting
[13] mysmfm,#smfm21
[12] public,reporting
[12] hospital,cesarean

Top Word Pairs in Tweet in G10:
[9] rantyamycurtis,ttwi5ted
[4] emergency,section
[3] ginnyscamander,guttmacher
[3] whole,lot
[3] hours,labor
[3] drjengunter,gopleader
[3] gopleader,sensasse
[3] sensasse,marcorubio
[3] ttwi5ted,wife
[3] wife,didn

Top Replied-To
Top Replied-To in Entire Graph:
@leonardcowalski
@ijaadee
@chrissyteigen
@aita_reddit
@kierstenbrunn
@cernovich
@chrissyfarr
@beylegion
@jawn_d0e
@genevievemitch

Top Replied-To in G1:

Top Replied-To in G2:
@kris_sacrebleu

Top Replied-To in G3:
@uberfacts
@rankesthearsay

Top Replied-To in G5:
@3scoopsofchilin
@baldilocks__
@sammyphat

Top Replied-To in G7:
@efi2nr

Top Replied-To in G9:
@tjcommission
@mfmsperling
@fbwill_williams

Top Replied-To in G10:
@rantyamycurtis
@bethanyshondark
@maestra_momma
@lprochoiceradl
@studentjay_
@abbylcannon
@jennbinis
@robertgknowlton
@pdxdanean
@drjengunter

Top Mentioned
Top Mentioned in Entire Graph:
@kris_sacrebleu
@ctzebra
@jahbetis
@baldilocks__
@pjmxynjn
@ap
@penicillin_info
@ihuezemd
@cobbkitties
@yeolthe0ne

Top Mentioned in G1:
@dealsaffi
@alyzesam
@bashirkhattak
@southerngemgal
@jessie_misty
@brguest20
@bmcmedicine
@urgrlkc
@peconiclady
@mzstarrburst

Top Mentioned in G2:
@kris_sacrebleu
@barronibaloney
@wallisweaver
@ctzebra

Top Mentioned in G3:
@ctzebra
@susanschutte2
@losttocovid
@monicamedhist
@mschmutzkind
@cdcdirector
@cleavon_md
@realstevecox

Top Mentioned in G4:
@jahbetis
@sb19official
@stellajero_
@imszmc

Top Mentioned in G5:
@baldilocks__
@greaterbayo

Top Mentioned in G6:
@ihuezemd
@mythandfact
@baldilocks__
@aproko_doctor
@likitankauye

Top Mentioned in G7:
@ap
@cbseveningnews
@ctzebra
@cbsmireya
@tcunterblast
@harmonicseries
@ap_europe

Top Mentioned in G8:
@pjmxynjn

Top Mentioned in G9:
@mysmfm
@tjcommission
@benharder
@katybkoz
@pennldi
@pisce_ldi
@rebeccahammmd
@jcohenmd
@rsbeidas
@wcm_obgyn

Top Mentioned in G10:
@ttwi5ted
@rantyamycurtis
@drjengunter
@ginnyscamander
@gopleader
@guttmacher
@virginia_house
@maestra_momma
@sensasse
@marcorubio

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@tesco
@rashidaldosari
@dichristine
@robre62
@independent
@iwd12
@joleonbusby
@5fec93919a544d3
@andyvermaut

Top Tweeters in G1:
@andyvermaut
@pairsonnalitesn
@thedextazlab
@ok_magazine
@johnapp63499667
@taa_stee
@southerngemgal
@aspiemum
@venusmantrap22
@kashankashae

Top Tweeters in G2:
@kak089
@eykis
@sar_oso
@solusnan1
@breakingnewzman
@joanisparkles
@tartancobweb
@choclablover
@trumpgot2go
@granny_st

Top Tweeters in G3:
@dichristine
@b1e56df9ce6549f
@katcapps
@melissajpeltier
@lorettabower3
@viralvideovlogs
@klovesnature
@avonan
@vmbritsch
@cindyceemerson

Top Tweeters in G4:
@jahstforu
@kenrenalo
@gitzshella
@jjahzzling_kt
@dontmindme_okay
@madame_kilay
@stellberrynette
@sejunized_atin
@elaiken_sb19
@pokmarusasb19

Top Tweeters in G5:
@jayromee_
@koluwasegun_
@ololademe
@_ad3x
@smallfops
@mystiquethaboss
@ay0miide
@enii_oluwa
@auntyriri
@imoemi_

Top Tweeters in G6:
@officialudiboy
@nerdy_dami
@coveredinwords
@soguayodeji
@taiwasc
@harieson
@iammrzone
@small__madam
@janettalkss
@confessormissy

Top Tweeters in G7:
@rashidaldosari
@robre62
@joleonbusby
@ken_crichlow
@rebellegrrl
@debsomewhere
@henjoeschmoe
@wkndgirl
@protectingterra
@dardar1126

Top Tweeters in G8:
@elliments
@parksunghooning
@taehyungtrbl
@gguksbuns
@ksjxzzia
@omelajjk_yjw
@bwi9597
@monocatalyst
@kooluvsbot
@lab9597

Top Tweeters in G9:
@usnews
@robinpregnancy
@mountsinainyc
@dr_somyagupta
@drtomori
@methodisthosp
@drsuegross
@drsimpsonhsr
@theobgproject
@alemschulte

Top Tweeters in G10:
@physicsgeek
@rantyamycurtis
@drjengunter
@yashar
@jennbinis
@blackandgold43
@bethanyshondark
@ozgoofyprincess
@raiderute
@davehluchy


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