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cesarean OR c-section_2021-10-08_06-14-39.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 08, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3Bp9hZ9
@aoc
@ruqayyafuad
@cbcnews
@gkielec
@vickie627
@janekn0wsbest
@cbcsask
@mr_kennethclark
@katsimkhovitch
@picardonhealth

Top hashtags:
#covid19
#gynpath
#pathology
#cesarean
#ahrq
#cdnpoli
#polcan
#pregnancy

Description:
Description
The graph represents a network of 8,267 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, 08 October 2021 at 13:26 UTC.

The requested start date was Friday, 08 October 2021 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 5-day, 7-hour, 5-minute period from Saturday, 02 October 2021 at 16:52 UTC to Thursday, 07 October 2021 at 23:58 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 : 8267
Unique Edges : 2334
Edges With Duplicates : 13053
Total Edges : 15387
Number of Edge Types : 5
Retweet : 6242
MentionsInRetweet : 6706
Replies to : 606
Mentions : 1177
Tweet : 656
Self-Loops : 669
Reciprocated Vertex Pair Ratio : 0.00627615062761506
Reciprocated Edge Ratio : 0.0124740124740125
Connected Components : 970
Single-Vertex Connected Components : 441
Maximum Vertices in a Connected Component : 2859
Maximum Edges in a Connected Component : 6115
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.323385
Graph Density : 0.000119660457561571
Modularity : 0.510373
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,267 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, 08 October 2021 at 13:26 UTC.

The requested start date was Friday, 08 October 2021 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 5-day, 7-hour, 5-minute period from Saturday, 02 October 2021 at 16:52 UTC to Thursday, 07 October 2021 at 23:58 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://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943?cmp=rss
[103] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943?__vfz=medium%3Dsharebar
[40] https://www.cbc.ca/news/canada/saskatchewan/pregnant-woman-covid-death-1.6198943
[12] https://psnet.ahrq.gov/issues
[12] https://www.cbc.ca/news/canada/saskatchewan/pregnant-woman-covid-death-1.6198943?cmp=rss
[11] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943
[9] https://twitter.com/medicaltaiks/status/1445300481530613760
[7] http://www.cbc.ca/
[6] http://www.msn.com/en-ca/health/medical/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section/ar-AAP8tqw?ocid=st
[4] https://www.health.com/condition/infectious-diseases/coronavirus/ohio-mom-dies-of-covid-after-giving-birth

Top URLs in Tweet in G1:
[2] https://funnygod.wordpress.com/2021/02/23/funny_god_book_complete/
[2] https://sillymickel.blogspot.com/2021/02/funny-god-tao-of-funny-god-minds-true.html
[1] https://twitter.com/citizencohn/status/1445928421180252160

Top URLs in Tweet in G3:
[15] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943?__vfz=medium%3Dsharebar
[14] https://www.cbc.ca/news/canada/saskatchewan/pregnant-woman-covid-death-1.6198943
[8] https://twitter.com/medicaltaiks/status/1445300481530613760
[4] https://www.health.com/condition/infectious-diseases/coronavirus/ohio-mom-dies-of-covid-after-giving-birth
[3] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943?cmp=rss
[3] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943
[3] https://apple.news/AjIg4RQSQQuCpajuwphdAXQ
[3] https://twitter.com/sfergs_/status/1445206133786939398
[2] https://www.medicalnewstoday.com/articles/323229#9-tips-for-a-faster-recovery
[2] https://twitter.com/m_jaywilliams/status/1444097420359520258

Top URLs in Tweet in G8:
[101] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943?cmp=rss
[16] https://www.cbc.ca/news/canada/saskatchewan/sask-pregnant-woman-dies-from-covid-19-in-edmonton-after-emergency-c-section-1.6198943?__vfz=medium%3Dsharebar
[2] https://www.cbc.ca/news/canada/saskatchewan/pregnant-woman-covid-death-1.6198943

Top URLs in Tweet in G9:
[3] https://www.motherjones.com/politics/2017/01/childbirth-injuries-prolapse-cesarean-section-natural-childbirth/
[1] https://twitter.com/EmilyBanting1/status/1445455144477286402

Top URLs in Tweet in G10:
[1] https://twitter.com/sinmiaraoye/status/1445900088916668419
[1] https://twitter.com/torqui111/status/1445222482240225283
[1] https://twitter.com/lisix__/status/1442954909704278017

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[82] covid19
[42] gynpath
[42] pathology
[22] cesarean
[21] ahrq
[21] cdnpoli
[20] polcan
[13] pregnancy
[12] adverseevents
[12] surgical



Top Hashtags in Tweet in G1:
[2] patriarchy
[2] psyche
[2] mystic
[2] fbr
[2] misogyny
[2] racism
[1] psy
[1] spiritual
[1] spirituality
[1] matriarchy

Top Hashtags in Tweet in G3:
[6] pregnancy
[6] csection
[5] cesarean
[5] thegooddoctor
[4] canada
[3] birth
[3] ahsdoublefeature
[3] albertadoctors
[3] alberta
[2] healthcare

Top Hashtags in Tweet in G8:
[6] ableg
[2] monster
[1] covid19sk

Top Words
Top Words in Tweet in Entire Graph:
[6395] section
[2426] emergency
[2287] doctor
[2261] baby
[2145] go
[2111] yes
[2099] recover
[2092] kid
[2091] position
[2087] aoc

Top Words in Tweet in G1:
[2080] section
[2079] aoc
[2079] go
[2078] recover
[2077] ah
[2077] yes
[2077] conservative
[2077] position
[2077] feed
[2077] kid

Top Words in Tweet in G2:
[1842] emergency
[1842] section
[1842] baby
[1841] ruqayyafuad
[1841] during
[1841] operation
[1841] doctor
[1841] colleagues
[1841] cycle
[445] cheâ

Top Words in Tweet in G3:
[415] section
[91] emergency
[79] baby
[77] cesarean
[67] pregnant
[67] covid
[60] birth
[60] woman
[51] 19
[47] ø

Top Words in Tweet in G4:
[349] pha
[349] muang
[349] force
[349] coordinated
[349] medical
[349] team
[349] sky
[349] doctor
[349] help
[349] full

Top Words in Tweet in G5:
[488] ม
[247] topazine
[247] cesarean
[247] section
[246] selfcircled
[244] ทำไมชาวคณะสล
[244] มเร
[244] ยกปห
[244] ว
[244] าจ

Top Words in Tweet in G6:
[211] 1800's
[211] dr
[211] francois
[211] marie
[211] prevost
[211] father
[211] cesarian
[211] section
[211] tried
[211] perfect

Top Words in Tweet in G7:
[173] momma
[173] section
[173] nothing
[173] pussy
[173] bout
[172] frvrfranco

Top Words in Tweet in G8:
[162] covid
[162] 19
[162] edmonton
[161] pregnant
[161] woman
[161] dies
[160] sask
[146] section
[143] emergency
[101] cbcsask

Top Words in Tweet in G9:
[37] section
[15] meljonesladadee
[14] chronic_chels
[11] birth
[11] notabrokenthing
[11] stevieanntas
[11] quidrises
[11] smashli1228
[11] vradke
[11] atriana

Top Words in Tweet in G10:
[125] section
[113] having
[94] elisea
[83] very
[82] stop
[82] fucking
[82] scrolling
[82] 23
[82] days
[82] gotten

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2349] emergency,section
[2092] recover,section
[2085] ah,yes
[2085] position,feed
[2085] feed,kid
[2085] kid,recover
[2085] section,childcare
[2085] childcare,go
[2084] yes,conservative
[2084] conservative,position

Top Word Pairs in Tweet in G1:
[2078] recover,section
[2077] ah,yes
[2077] yes,conservative
[2077] conservative,position
[2077] position,feed
[2077] feed,kid
[2077] kid,recover
[2077] section,childcare
[2077] childcare,go
[2076] aoc,ah

Top Word Pairs in Tweet in G2:
[1842] emergency,section
[1841] section,baby
[1841] baby,during
[1841] during,operation
[1841] operation,doctor
[1841] doctor,colleagues
[1841] colleagues,cycle
[1840] ruqayyafuad,emergency
[445] cycle,cheâ

Top Word Pairs in Tweet in G3:
[86] emergency,section
[50] covid,19
[46] 19,edmonton
[44] pregnant,woman
[44] dies,covid
[43] sask,pregnant
[43] woman,dies
[42] edmonton,emergency
[27] cesarean,section
[24] section,cbc

Top Word Pairs in Tweet in G4:
[349] pha,muang
[349] muang,force
[349] force,coordinated
[349] coordinated,medical
[349] medical,team
[349] team,sky
[349] sky,doctor
[349] doctor,help
[349] help,full
[349] full,term

Top Word Pairs in Tweet in G5:
[247] cesarean,section
[244] ทำไมชาวคณะสล,มเร
[244] มเร,ยกปห
[244] ยกปห,topazine
[244] topazine,ว
[244] ว,าจ
[244] าจ,ม
[244] ม,ม
[244] ม,ท
[244] ท,มาย

Top Word Pairs in Tweet in G6:
[211] 1800's,dr
[211] dr,francois
[211] francois,marie
[211] marie,prevost
[211] prevost,father
[211] father,cesarian
[211] cesarian,section
[211] section,tried
[211] tried,perfect
[211] perfect,cesarean

Top Word Pairs in Tweet in G7:
[173] momma,section
[173] section,nothing
[173] nothing,pussy
[173] pussy,bout
[172] frvrfranco,momma

Top Word Pairs in Tweet in G8:
[162] covid,19
[162] 19,edmonton
[161] pregnant,woman
[161] woman,dies
[161] dies,covid
[160] sask,pregnant
[143] edmonton,emergency
[143] emergency,section
[100] cbcsask,sask
[19] story,heartbreaking

Top Word Pairs in Tweet in G9:
[11] eyesore99848340,morpheouso
[11] morpheouso,ronlabarre
[11] ronlabarre,traveler3906
[11] traveler3906,balalogy
[11] balalogy,1quetzalcoatl1
[11] 1quetzalcoatl1,alkivari
[11] alkivari,meljonesladadee
[11] meljonesladadee,ladyfey12
[10] prolife_sam,aimeehixauthor
[10] genderdysphori3,badams820

Top Word Pairs in Tweet in G10:
[106] having,section
[82] stop,fucking
[82] fucking,scrolling
[82] scrolling,elisea
[82] elisea,having
[82] section,23
[82] 23,days
[82] days,gotten
[82] gotten,very
[82] very,little

Top Replied-To
Top Replied-To in Entire Graph:
@wentrogue
@marissabriscoe_
@badmedicaltakes
@benshapiro
@ace_archist
@midwifemarley
@thevavrosfamily
@thisha_omuhle
@alyssagoodwitch
@mj_leaver

Top Replied-To in G1:
@aoc
@badb0ysp00ky

Top Replied-To in G2:
@ruqayyafuad

Top Replied-To in G3:

Top Replied-To in G5:
@selfcircled

Top Replied-To in G8:
@terrilltf

Top Replied-To in G9:
@ace_archist
@cheezburger13r
@quidrises
@thelostoddity
@jrr_vincent
@medwoman1
@jgainsbourgh
@perriconeeric
@anarcloco
@haroldowessex

Top Replied-To in G10:
@lillexi_lex
@missbeebright

Top Mentioned
Top Mentioned in Entire Graph:
@aoc
@ruqayyafuad
@armyspoke_news
@topazine
@selfcircled
@africanarchives
@frvrfranco
@cbcsask
@cbcnews
@roseybloom25

Top Mentioned in G1:
@aoc
@sillymickel

Top Mentioned in G2:
@ruqayyafuad

Top Mentioned in G3:
@orangefreddyg
@kabirsir
@navahochick56
@hannahposts
@2minmed

Top Mentioned in G4:
@armyspoke_news

Top Mentioned in G5:
@topazine
@selfcircled
@mrsantruay

Top Mentioned in G6:
@africanarchives

Top Mentioned in G7:
@frvrfranco

Top Mentioned in G8:
@cbcsask
@bonnieallencbc
@carolyndunncbc
@angelasterritt
@ahiddycbc
@jantafrench
@cbcnews
@peterdfokes

Top Mentioned in G9:
@meljonesladadee
@chronic_chels
@notabrokenthing
@stevieanntas
@smashli1228
@vradke
@atriana
@m_dewinter1844
@ahrehead
@vixmcintyre

Top Mentioned in G10:
@roseybloom25
@missbeebright
@tiffanyjewel10
@lillexi_lex

Top Tweeters
Top Tweeters in Entire Graph:
@kat4obama
@drocktrot
@amenonikki
@toicitiesnews
@carmillalusta
@lizditz
@dancas2
@fornte
@decemberkidx
@viralvideovlogs

Top Tweeters in G1:
@drocktrot
@marthalynneowe1
@mementh
@sar_oso
@beverly21811568
@amyayers16
@rowast
@linda1746
@jayoung1892
@purplegarter1

Top Tweeters in G2:
@luqmannyamiin
@tenoq
@syahidarzzz
@nrhdx
@atiqahrhm
@unkelzack
@malequearrasyid
@_hannanlm
@aliea_natasha
@oojiley

Top Tweeters in G3:
@_globalcareers
@only4rm
@mile_by_mile
@marcosarellano
@scotty_doesit
@spiceradioca
@ladieslovelauny
@alberta411
@iweller_health
@uh_huh_honey

Top Tweeters in G4:
@bcr1g
@ssoicom
@dwa5ramh3yzxowz
@matulee_9
@somchai2250
@go777771
@byjundra
@joe50535977
@300e22
@1857nattapong

Top Tweeters in G5:
@amenonikki
@fornte
@decemberkidx
@ts_youngjae333
@allmybias
@delphinus_x
@nomoremovennr
@lwannaslep
@kahonoii
@linfujoshi

Top Tweeters in G6:
@carmillalusta
@blueflower1096
@jdjongumzidenga
@60sparkle
@bugsgroove
@eweredavid
@azania_magwala
@njokingumi
@rulzkay1_
@nigelheal

Top Tweeters in G7:
@hitlers_homeboy
@peachxs___x
@bekstfu_
@ayocali_
@arielnickolee
@verygudbadtguy
@ruhgeenah
@dejasmostdope
@eaz_kd
@_callmetriggs

Top Tweeters in G8:
@frazzling
@ticgran
@terrilltf
@geoffypjohnston
@smittycanada1
@macgyyver
@copperbronzed
@casualcactii
@totigerlilly
@grandma_hockey

Top Tweeters in G9:
@msvanillarose
@vickie627
@ap
@jencages
@vincegottalotta
@medwoman1
@cynical_tutu
@katsimkhovitch
@hedwiggraymalk
@laurawhitt32

Top Tweeters in G10:
@sofie_lovee
@noyahking
@_turnblad
@queenofkaraokee
@chelzzayy
@anniabonita
@thomasahester2
@milibxnd
@kianajwilson
@respectedzhenga


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