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cesarean OR c-section_2022-04-22_06-14-39.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 22, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3OGkDPs
@msdarlin_
@mfazomnyama_
@daddyhope
@mancubeza
@gracaofdeus
@emilybanting1
@to_discussion
@unavailss
@imlauries
@bklynn5

Top hashtags:
#cesarean
#edinburgtx
#anesgr
#csection
#womenshealth

Description:
Description
The graph represents a network of 8,542 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, 22 April 2022 at 13:20 UTC.

The requested start date was Friday, 22 April 2022 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 10-day, 5-hour, 23-minute period from Monday, 11 April 2022 at 18:37 UTC to Friday, 22 April 2022 at 00:00 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 : 8542
Unique Edges : 4858
Edges With Duplicates : 10058
Total Edges : 14916
Number of Edge Types : 5
Tweet : 1367
Retweet : 4656
MentionsInRetweet : 5619
Replies to : 1412
Mentions : 1862
Self-Loops : 1394
Reciprocated Vertex Pair Ratio : 0.0108778143182393
Reciprocated Edge Ratio : 0.0215215215215215
Connected Components : 1966
Single-Vertex Connected Components : 897
Maximum Vertices in a Connected Component : 3016
Maximum Edges in a Connected Component : 7655
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.960572
Graph Density : 0.000109543644630548
Modularity : 0.555662
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,542 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, 22 April 2022 at 13:20 UTC.

The requested start date was Friday, 22 April 2022 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 10-day, 5-hour, 23-minute period from Monday, 11 April 2022 at 18:37 UTC to Friday, 22 April 2022 at 00:00 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:
[33] https://khn.org/news/article/high-cesarean-section-rates-plague-the-south/
[13] https://www.conservativewoman.co.uk/choice-is-ok-for-a-c-section-but-not-for-an-experimental-vaccine/
[9] https://www.acupuncturetoday.com/digital/index.php?i=771&Page=48
[8] https://twitter.com/sarahlugor/status/1513584608461266946
[7] https://twitter.com/musakhawula/status/1514256120465997824
[6] https://www.usatoday.com/story/news/health/2022/04/14/c-section-vs-natural-birth-rates-highest-south/7303668001/?gnt-cfr=1
[6] https://undark.org/2022/04/19/despite-scrutiny-high-c-section-rates-persist-in-the-south/
[6] https://twitter.com/mfazomnyama_/status/1514501989824180225
[6] https://www.physiciansweekly.com/persistent-problem-high-c-section-rates-plague-the-south/
[6] https://twitter.com/MusaKhawula/status/1514256120465997824

Top URLs in Tweet in G1:
[7] https://twitter.com/sarahlugor/status/1513584608461266946
[6] https://khn.org/news/article/high-cesarean-section-rates-plague-the-south/
[6] https://www.physiciansweekly.com/persistent-problem-high-c-section-rates-plague-the-south/
[5] https://twitter.com/musakhawula/status/1514256120465997824
[5] https://www.brassedon.com:443/
[4] http://www.medicinenet.com/script/main/art.asp?articlekey=274505&utm_source=dlvr.it&utm_medium=twitter
[4] https://twitter.com/MusaKhawula/status/1514256120465997824
[4] https://twitter.com/mfazomnyama_/status/1514501989824180225
[4] https://www.depression-youarenotalone.com/2022/04/persistent-problem-high-c-section-rates-plague-the-south/
[4] https://spitupandsitups.com/c-section-recovery-must-haves/

Top URLs in Tweet in G3:
[1] https://twitter.com/msdarlin_/status/1514659589039562754
[1] https://twitter.com/msdarlin_/status/1514659587936464901
[1] https://twitter.com/msdarlin_/status/1514659586434867208

Top URLs in Tweet in G4:
[2] https://twitter.com/MusaKhawula/status/1514256120465997824
[1] https://twitter.com/zala__/status/1514554603479650305
[1] http://bad.My
[1] https://twitter.com/musakhawula/status/1514256120465997824

Top URLs in Tweet in G5:
[6] https://undark.org/2022/04/19/despite-scrutiny-high-c-section-rates-persist-in-the-south/

Top URLs in Tweet in G6:
[1] https://khn.org/news/article/high-cesarean-section-rates-plague-the-south/
[1] https://redirect.viglink.com?u=https%3A%2F%2Fwww.bcbs.com%2Fthe-health-of-america%2Freports%2Ftrends-in-pregnancy-and-childbirth-complications-in-the-us&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[35] cesarean
[35] edinburgtx
[28] anesgr
[19] csection
[15] womenshealth
[13] cesareanawarenessmonth
[13] neopapers
[13] neotwitter
[13] emmerdale
[12] pregnancy



Top Hashtags in Tweet in G1:
[15] csection
[11] cesarean
[7] pregnancy
[7] birth
[5] cesareanawarenessmonth
[5] momlife
[4] cesareandelivery
[4] health
[4] vbac
[4] c

Top Hashtags in Tweet in G7:
[4] bsky
[3] bijuswasthyakalyanyojana
[2] susthaodisha

Top Hashtags in Tweet in G8:
[1] afsos

Top Words
Top Words in Tweet in Entire Graph:
[5341] section
[1237] didn
[1150] msdarlin_
[1137] cesarean
[824] don
[767] birth
[745] public
[744] hospitals
[737] given
[728] labor

Top Words in Tweet in G1:
[953] section
[170] cesarean
[163] baby
[147] birth
[80] having
[77] one
[76] emergency
[75] more
[69] weeks
[65] delivery

Top Words in Tweet in G2:
[700] gloves
[700] list
[699] daddyhope
[699] mentioned
[699] zimbabwean
[699] public
[699] hospitals
[699] don
[699] zanupf
[699] supporters

Top Words in Tweet in G3:
[1144] didn
[1133] msdarlin_
[1127] section
[589] told
[584] labor
[574] doctors
[572] listen
[572] concerns
[572] although
[570] push

Top Words in Tweet in G4:
[556] section
[528] mfazomnyama_
[444] bakuvula
[444] ungathi
[444] uyisikhaftini
[58] natural
[45] traumatic
[39] go
[37] experience
[36] nonkulycis_01

Top Words in Tweet in G5:
[235] term
[235] surgery
[235] instead
[234] drs
[234] plastic
[234] surgeons
[234] themselves
[234] use
[234] top
[234] child

Top Words in Tweet in G6:
[73] section
[21] abortion
[19] birth
[19] pregnancy
[15] baby
[12] lilagracerose
[10] weeks
[10] meljsaysso
[9] fetus
[9] unionwoman226

Top Words in Tweet in G7:
[416] khordha
[276] cesarean
[276] delivery
[276] done
[276] under
[274] district
[274] hospital
[274] free
[272] cmo_odisha
[142] rumi

Top Words in Tweet in G8:
[179] mahnooorcheema
[179] cesarean
[172] section
[166] first
[165] today
[165] primary
[165] surgeon
[4] prefer
[4] normal
[4] money

Top Words in Tweet in G9:
[170] section
[164] postopprincess
[162] days
[162] fmla
[161] littlebrod13
[160] daughter
[160] died
[160] 12
[160] old
[160] due

Top Words in Tweet in G10:
[228] men
[119] notcapnamerica
[117] pcrritesgood
[116] lizess19
[116] time_sensative
[114] unhinged
[114] lost
[114] count
[114] many
[114] come

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[708] public,hospitals
[708] list,given
[707] mentioned,zimbabwean
[707] zimbabwean,public
[707] hospitals,don
[707] don,gloves
[707] gloves,zanupf
[707] zanupf,supporters
[707] supporters,lied
[707] lied,list

Top Word Pairs in Tweet in G1:
[63] emergency,section
[47] cesarean,section
[36] section,scar
[35] section,rates
[34] awareness,month
[30] having,section
[28] high,section
[24] rates,plague
[24] plague,south
[22] give,birth

Top Word Pairs in Tweet in G2:
[699] mentioned,zimbabwean
[699] zimbabwean,public
[699] public,hospitals
[699] hospitals,don
[699] don,gloves
[699] gloves,zanupf
[699] zanupf,supporters
[699] supporters,lied
[699] lied,list
[699] list,given

Top Word Pairs in Tweet in G3:
[571] doctors,didn
[571] didn,listen
[571] listen,concerns
[571] concerns,although
[570] labor,told
[570] told,didn
[570] didn,push
[570] push,section
[570] section,doctors
[569] msdarlin_,labor

Top Word Pairs in Tweet in G4:
[450] mfazomnyama_,section
[444] section,bakuvula
[444] bakuvula,ungathi
[444] ungathi,uyisikhaftini
[36] mfazomnyama_,nonkulycis_01
[36] go,natural
[35] _pully,mfazomnyama_
[35] nonkulycis_01,childbirth
[35] childbirth,traumatic
[35] traumatic,experience

Top Word Pairs in Tweet in G5:
[234] drs,plastic
[234] plastic,surgeons
[234] surgeons,themselves
[234] themselves,use
[234] use,term
[234] term,top
[234] top,surgery
[234] surgery,child
[234] child,euphemism
[234] euphemism,instead

Top Word Pairs in Tweet in G6:
[7] removed,section
[7] birth,section
[7] chernobylurmom,unionwoman226
[7] unionwoman226,abortionchat
[6] dnlpgh60,lilagracerose
[4] end,pregnancy
[4] emergency,section
[4] punsunfunny,chernobylurmom
[4] perform,section
[4] ic_lib,theone20211

Top Word Pairs in Tweet in G7:
[276] cesarean,delivery
[276] delivery,done
[274] district,cesarean
[274] hospital,khordha
[274] khordha,free
[274] free,under
[142] rumi,begum
[142] begum,khordha
[142] khordha,district
[142] done,arogya

Top Word Pairs in Tweet in G8:
[169] cesarean,section
[166] first,cesarean
[165] section,today
[165] today,primary
[165] primary,surgeon
[164] mahnooorcheema,first
[3] normal,delivery
[3] shame,shame
[2] mahnooorcheema,ratio
[2] ratio,cesarean

Top Word Pairs in Tweet in G9:
[160] postopprincess,daughter
[160] daughter,died
[160] died,12
[160] 12,days
[160] days,old
[160] old,fmla
[160] fmla,due
[160] due,emergency
[160] emergency,section
[160] section,severe

Top Word Pairs in Tweet in G10:
[117] pcrritesgood,notcapnamerica
[116] lizess19,pcrritesgood
[115] time_sensative,lizess19
[114] notcapnamerica,men
[114] men,unhinged
[114] unhinged,lost
[114] lost,count
[114] count,many
[114] many,men
[114] men,come

Top Replied-To
Top Replied-To in Entire Graph:
@kirstiemallsopp
@mfazomnyama_
@mahnooorcheema
@traceymachona
@sarahlugor
@pulte
@moistenedtart
@duchesssexpert
@dr_lovelee
@cassssandraxo

Top Replied-To in G1:

Top Replied-To in G2:
@chikonamombe80

Top Replied-To in G3:
@msdarlin_
@felamast
@lifestarmedia
@imamom19
@twoxfeminist
@apocalypsechaos
@busi_m

Top Replied-To in G4:
@mfazomnyama_
@zala__
@kuhle_sa
@sphezi_
@fruitticakes
@boitumelolutha1
@vmanyandela
@ntimsjp
@zandiamazing
@nondumisong

Top Replied-To in G5:
@coolkiddo

Top Replied-To in G6:
@punsunfunny
@lukebauman42
@meljsaysso
@theladykatie
@chronic_chels
@kathwertheim
@karintocre
@epearso1
@roboloki
@kristanhawkins

Top Replied-To in G8:
@mahnooorcheema
@zainaconda

Top Replied-To in G9:
@postopprincess
@littlebrod13

Top Replied-To in G10:
@time_sensative
@lizess19
@draydra48461343
@290nunu
@notcapnamerica

Top Mentioned
Top Mentioned in Entire Graph:
@msdarlin_
@daddyhope
@mfazomnyama_
@cmo_odisha
@bklynn5
@mahnooorcheema
@postopprincess
@littlebrod13
@notcapnamerica
@pcrritesgood

Top Mentioned in G1:
@depression_yrna
@mayclare77
@yannleyka
@thepostsynaptic
@stigmabase
@theasianparent
@dd_odia

Top Mentioned in G2:
@daddyhope
@dmagombeyi
@traceymachona

Top Mentioned in G3:
@msdarlin_
@betsy_betsy2
@kmbk6g8vwf
@imamom19
@fiiipemo
@so_tabo_o
@littlebrod13
@postopprincess
@darjo65
@goldengateblond

Top Mentioned in G4:
@mfazomnyama_
@nonkulycis_01
@_pully
@kuhle_sa
@ntimsjp
@vmanyandela
@msdarlin_
@zandiamazing
@zala__
@radiogalme

Top Mentioned in G5:
@bklynn5
@undarkmag

Top Mentioned in G6:
@lilagracerose
@unionwoman226
@abortionchat
@redusa21
@emmajclemmons
@meljsaysso
@chernobylurmom
@pixelprotectors
@dnlpgh60
@tj_onfire

Top Mentioned in G7:
@cmo_odisha
@naveen_odisha
@bskyodisha

Top Mentioned in G8:
@mahnooorcheema
@farhanravian
@zainaconda
@irfanistweeting
@sindhivillager

Top Mentioned in G9:
@postopprincess
@littlebrod13
@msdarlin_
@_sincerelynads
@duvessa__xo
@deniselynne1966
@time_sensative
@lizess19
@pcrritesgood
@notcapnamerica

Top Mentioned in G10:
@notcapnamerica
@pcrritesgood
@lizess19
@time_sensative
@msdarlin_
@jfitzgeraldmd
@bklynn5

Top Tweeters
Top Tweeters in Entire Graph:
@victormanuelje1
@stephenoflyf
@zyitegadgets
@edinburghwatch
@andyvermaut
@jude_mugabi
@iwd12
@sddphoto
@mharvey816
@lesleygsmith3

Top Tweeters in G1:
@zyitegadgets
@andyvermaut
@sddphoto
@stigmabase
@rvp
@isearch247
@ok_magazine
@hindustantimes
@astoidbyterry
@wcpo

Top Tweeters in G2:
@maraenslin
@nqobile_mahungu
@bmrehwa
@sibandasibbs
@commentsonly
@mantshinga
@mbereko_c
@gwasirat
@tendaim65
@leejohnss_

Top Tweeters in G3:
@missnisha6849
@jdjongumzidenga
@espnfrankie
@angie_goodwood
@minotauresse
@aprylsmithts
@groovy_ky
@gracaofdeus
@hisstankness
@lesbianyog

Top Tweeters in G4:
@mohalemotaung_
@mancubeza
@its_kagiso
@gloriagold_
@meezy0688
@joan_mg
@u_cianoo
@_fentsem
@philan91
@doll__er

Top Tweeters in G5:
@lesleygsmith3
@porridgeisgood
@aukletqd
@lauramarsh70
@dophin11
@hullfair
@neurolawguy
@weecass1888
@tarisgal42
@mags0611

Top Tweeters in G6:
@abc
@nbcnews
@bumpstockbarbie
@buffsblg
@notmuchelse
@impeachqueen
@karenmhj
@lifenewstoo
@pevenly1
@allisonrfloyd

Top Tweeters in G7:
@bijoymish4
@aakash_765
@asishkumarsam15
@rajatpr61321750
@erhimansubiswal
@manojpa22242608
@chinmay67713993
@sunil_sahu20
@rajaaswain
@soumya98671695

Top Tweeters in G8:
@sjahanzaibzaidi
@hiteshm09
@__medicolegal
@amir19888611
@rafeyhaider
@zainaconda
@smileandletitg0
@doctorafghan
@sendtoadnan
@waqasbukhari15

Top Tweeters in G9:
@alizardx
@angelsscream
@sheiladecker19
@jeannie_hartley
@potentash
@tamtamsworld
@pixitannies
@gallerychapel
@sherrysmolders
@daisydoubled

Top Tweeters in G10:
@twillynavy246
@oreostansstuff
@sexygirl798
@oufenix
@ernestnuwagaba
@_jaylaaa
@notcapnamerica
@outofmyplanet
@rowdygirlinmt
@ceebeelah


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