cesarean OR c-section, Twitter, 8/14/2020 6:50:32 PM, 232634


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cesarean OR c-section_2020-08-14_06-04-49.xlsx
cesarean OR c-section_2020-08-14_06-04-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 14, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3aoDISm
@abc7
@extraaudrey1
@gigigraciette
@ktla
@mlangenimbuyis2
@aidenwolfe
@joanna_grace21
@rcjparry
@bindelj
@dat1kidwayne

Top hashtags:
#sindhgovt
#cesarean
#mx
#cdmx
#islamicemirate
#farah
#mumbai
#blood
#sos

Description:
Description
The graph represents a network of 8,957 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, 14 August 2020 at 13:09 UTC.

The requested start date was Friday, 14 August 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 9-day, 10-hour, 53-minute period from Tuesday, 04 August 2020 at 06:42 UTC to Thursday, 13 August 2020 at 17:36 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 : 8957
Unique Edges : 3917
Edges With Duplicates : 10313
Total Edges : 14230
Number of Edge Types : 5
Retweet : 4824
MentionsInRetweet : 5331
Tweet : 1254
Replies to : 1386
Mentions : 1435
Self-Loops : 1280
Reciprocated Vertex Pair Ratio : 0.0147725800181418
Reciprocated Edge Ratio : 0.0291150555484612
Connected Components : 1890
Single-Vertex Connected Components : 835
Maximum Vertices in a Connected Component : 1584
Maximum Edges in a Connected Component : 3174
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.273066
Graph Density : 9.76203959536115E-05
Modularity : 0.566414
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,957 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, 14 August 2020 at 13:09 UTC.

The requested start date was Friday, 14 August 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 9-day, 10-hour, 53-minute period from Tuesday, 04 August 2020 at 06:42 UTC to Thursday, 13 August 2020 at 17:36 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:
[35] https://ktla.com/news/local-news/anaheim-police-id-23-year-old-pregnant-woman-who-was-fatally-hit-by-alleged-dui-driver-on-sidewalk/
[33] https://yukonishiyama.com/cesarean-age-safety/
[28] https://twitter.com/ndlelankosi/status/1292466517897023490
[20] https://people.com/crime/pregnant-pedestrial-killed-suspected-dui-driver-baby-delivered-c-section/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=5f349720d7d51b0001635ede
[20] https://www.nlm.nih.gov/exhibition/cesarean/part2.html
[11] https://www.scarymommy.com/truths-c-section-mamas/?utm_content=buffer003b0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.nlm.nih.gov/exhibition/cesarean/part1.html
[7] https://www.vitalant.org/
[6] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/07-20/Managing-an-Elective-Cesarean-Delivery-in-a-Patient-With-COVID-19/58895?utm_source=Social&utm_medium=twitter&utm_campaign=0807frost
[6] https://www.kentonline.co.uk/herne-bay/news/mum-20-died-after-c-section-231631/

Top URLs in Tweet in G1:
[1] https://abc7.com/pregnant-woman-idd-after-being-fatally-struck-by-dui-suspect/6367542/

Top URLs in Tweet in G2:
[21] https://twitter.com/ndlelankosi/status/1292466517897023490
[5] https://www.vitalant.org/
[4] https://twitter.com/MlangeniMbuyis2/status/1292708007080595458
[3] https://twitter.com/tuhhroy/status/1292294264781758465
[3] https://spitupandsitups.com/c-section-recovery-must-haves/
[3] http://www.inhalemama.com/pelvic-floor-after-c-section/
[3] https://people.com/crime/pregnant-pedestrial-killed-suspected-dui-driver-baby-delivered-c-section/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article
[2] https://www.gofundme.com/f/yolanda-quotshiphrahquot-kadima039s-legacy?utm_source=twitter&utm_medium=social&utm_campaign=m_pd+share-sheet
[2] https://twitter.com/TheEconomist/status/1290673877476085766
[2] https://twitter.com/Browtweaten/status/1290715229429665806

Top URLs in Tweet in G4:
[1] https://twitter.com/mami_manii/status/1292662124087521281
[1] https://twitter.com/MlangeniMbuyis2/status/1292708007080595458
[1] https://twitter.com/MissNthabeleng/status/1292760458299158529
[1] https://twitter.com/khayeLK/status/1292784639992647681
[1] https://twitter.com/mabotse2005/status/1292915825427587073
[1] https://twitter.com/Lorna_Maneli/status/1292788527831437312
[1] https://www.timeslive.co.za/news/south-africa/2016-03-12-private-healthcare-in-south-africa-a-sick-situation-says-motsoaledi/
[1] https://twitter.com/_AfricanSoil/status/1292712582437130241

Top URLs in Tweet in G8:
[5] https://twitter.com/iars_journals/status/1291705929147256833
[4] https://www.anesthesiologynews.com/Clinical-Anesthesiology/Article/07-20/Managing-an-Elective-Cesarean-Delivery-in-a-Patient-With-COVID-19/58895?utm_source=Social&utm_medium=twitter&utm_campaign=0807frost
[2] https://journals.lww.com/anesthesia-analgesia/Abstract/2020/08000/A_Prospective,_Randomized,_Double_Blinded_Study_of.34.aspx
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ajog.org%2Farticle%2FS0002-9378%2816%2930002-3%2Fpdf&rc=0
[1] https://twitter.com/ijoa_journal/status/1293642098013609986
[1] https://fetalmedicine.org/courses-n-congress/fmf-webinars
[1] https://journals.lww.com/anesthesia-analgesia/Abstract/9000/Transversus_Abdominis_Plane_Block_With_Liposomal.95511.aspx
[1] https://journals.lww.com/aacr/Abstract/2020/07000/Rare_but_Fatal_Subdural_Hematoma_Following_Spinal.18.aspx
[1] https://www.painmedicinenews.com/Online-First/Article/07-20/Careful-Planning-Can-Reduce-Post-Cesarean-Oxycodone-Use/59120?utm_source=Social&utm_medium=twitter&utm_campaign=x0812cesarean
[1] https://www.obstetanesthesia.com/article/S0959-289X(20)30072-8/fulltext

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[232] sindhgovt
[125] cesarean
[58] mx
[58] cdmx
[47] islamicemirate
[47] farah
[45] mumbai
[45] blood
[43] sos
[21] casting



Top Hashtags in Tweet in G2:
[16] csection
[16] c
[13] cesarean
[11] birth
[7] pregnancy
[7] healing
[7] postnatal
[6] momlife
[5] scar
[4] worldbreastfeedingweek

Top Hashtags in Tweet in G3:
[1] zimbabweanslivesmatter
[1] zanupfmustgo
[1] zimbabweanlivesmatter
[1] babieslivesmatter

Top Hashtags in Tweet in G6:
[223] sindhgovt

Top Hashtags in Tweet in G8:
[96] cesarean
[18] obanes
[6] ponv
[5] neuraxial
[4] ondasetron
[4] phenylephrine
[4] preeclampsia
[3] paraplegia
[2] oxycodone
[2] ijoa

Top Words
Top Words in Tweet in Entire Graph:
[4199] section
[1866] old
[1754] pregnant
[1651] months
[1601] year
[1592] 23
[1563] yesenia
[1558] dui
[1532] aguilar
[1528] lisette

Top Words in Tweet in G1:
[1489] aguilar
[1488] yesenia
[1488] lisette
[1488] months
[1488] pregnant
[1488] struck
[1488] dui
[1488] suspect
[1488] anaheim
[1488] police

Top Words in Tweet in G2:
[834] section
[164] baby
[160] cesarean
[133] birth
[76] emergency
[63] having
[62] delivery
[55] born
[53] scar
[52] pregnant

Top Words in Tweet in G3:
[391] section
[357] remember
[357] sister
[357] take
[357] water
[357] visit
[357] bath
[357] use
[357] toilet
[356] extraaudrey1

Top Words in Tweet in G4:
[284] section
[252] mlangenimbuyis2
[195] private
[194] recommend
[191] hospitals
[191] always
[30] population
[30] control
[30] children
[24] babies

Top Words in Tweet in G5:
[241] men
[240] sweet
[240] fucking
[240] lucifer
[240] look
[240] tomi
[240] lahren
[240] talk
[240] pussification
[240] rich

Top Words in Tweet in G6:
[224] mchc
[223] pictures
[223] mirpur
[223] mathelo
[223] ghotki
[223] funded
[223] #sindhgovt
[223] run
[223] pphi
[223] 20

Top Words in Tweet in G7:
[186] prayer
[186] request
[186] urgent
[186] please
[186] pray
[186] 27
[186] week
[186] old
[186] baylor
[186] being

Top Words in Tweet in G8:
[107] iars_journals
[103] delivery
[96] #cesarean
[93] ondansetron
[87] ed50
[87] infusion
[86] using
[85] during
[84] reduced
[83] 4mg

Top Words in Tweet in G9:
[142] section
[136] child
[136] bindelj
[135] another
[135] told
[135] insisted
[135] surrogate
[135] giving
[135] birth
[135] go

Top Words in Tweet in G10:
[116] europeans
[115] section
[114] wasn
[114] scientists
[114] discovered
[114] surgeries
[114] save
[114] mothers
[114] ugandan
[114] surgeons

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1571] year,old
[1551] 23,year
[1528] yesenia,lisette
[1528] lisette,aguilar
[1513] months,pregnant
[1496] aguilar,months
[1496] pregnant,struck
[1496] struck,dui
[1496] dui,suspect
[1496] anaheim,police

Top Word Pairs in Tweet in G1:
[1488] yesenia,lisette
[1488] lisette,aguilar
[1488] aguilar,months
[1488] months,pregnant
[1488] pregnant,struck
[1488] struck,dui
[1488] dui,suspect
[1488] suspect,anaheim
[1488] anaheim,police
[1488] police,23

Top Word Pairs in Tweet in G2:
[65] emergency,section
[43] cesarean,section
[35] section,scar
[26] section,baby
[21] cesarean,delivery
[20] give,birth
[19] gave,birth
[19] having,section
[18] born,section
[16] #c,section

Top Word Pairs in Tweet in G3:
[357] remember,sister
[357] sister,section
[357] section,take
[357] take,water
[357] water,visit
[357] visit,bath
[357] bath,use
[357] use,toilet
[356] extraaudrey1,remember
[351] toilet,becausâ

Top Word Pairs in Tweet in G4:
[194] recommend,section
[190] private,hospitals
[189] hospitals,always
[189] always,recommend
[188] mlangenimbuyis2,private
[30] population,control
[17] children,sa
[17] sa,highest
[17] highest,country
[17] country,world

Top Word Pairs in Tweet in G5:
[240] sweet,fucking
[240] fucking,lucifer
[240] lucifer,look
[240] look,tomi
[240] tomi,lahren
[240] lahren,talk
[240] talk,pussification
[240] pussification,men
[240] men,rich
[240] rich,considering

Top Word Pairs in Tweet in G6:
[223] pictures,mchc
[223] mchc,mirpur
[223] mirpur,mathelo
[223] mathelo,ghotki
[223] ghotki,funded
[223] funded,#sindhgovt
[223] #sindhgovt,run
[223] run,pphi
[223] pphi,20
[223] 20,bedded

Top Word Pairs in Tweet in G7:
[186] prayer,request
[186] request,urgent
[186] urgent,please
[186] please,pray
[186] pray,27
[186] 27,week
[186] week,old
[186] old,baylor
[186] baylor,being
[186] being,born

Top Word Pairs in Tweet in G8:
[87] #cesarean,delivery
[83] ondansetron,4mg
[83] 4mg,reduced
[83] reduced,ed50
[83] ed50,prophylactic
[83] prophylactic,phenylephrine
[83] phenylephrine,infusion
[83] infusion,during
[83] during,#cesarean
[83] delivery,using

Top Word Pairs in Tweet in G9:
[135] another,told
[135] told,insisted
[135] insisted,surrogate
[135] surrogate,giving
[135] giving,birth
[135] birth,section
[135] section,child
[135] child,go
[134] bindelj,another
[3] atheistengineer,socialnomadrach

Top Word Pairs in Tweet in G10:
[114] wasn,scientists
[114] scientists,europeans
[114] europeans,discovered
[114] discovered,section
[114] section,surgeries
[114] surgeries,save
[114] save,mothers
[114] mothers,ugandan
[114] ugandan,surgeons
[113] hellaugandans,wasn

Top Replied-To
Top Replied-To in Entire Graph:
@lyzl
@ndlelankosi
@mlangenimbuyis2
@aliner
@rachelmckibbens
@cbeebieshq
@sheologian
@jennybk74
@andoviews
@gmawowowin

Top Replied-To in G4:
@mlangenimbuyis2
@_africansoil
@pinkykhoabane
@lorna_maneli
@forpink_hlatsi
@chabe_kgalalelo
@edarellano
@relo25lgk
@whezhira

Top Replied-To in G5:
@dadthatwrites
@ihave42ofthem

Top Replied-To in G8:
@ash_bo21
@amitgoyalmd

Top Replied-To in G9:
@atheistengineer
@8dreammeme
@sarahjsuk
@sarahlbyer
@ex_slur
@radfem_kat

Top Replied-To in G10:
@bigtobz8

Top Mentioned
Top Mentioned in Entire Graph:
@abc7
@extraaudrey1
@aidenwolfe
@mlangenimbuyis2
@murtazawahab1
@prayerharbor
@bindelj
@hellaugandans
@iars_journals
@pacificc22

Top Mentioned in G1:
@abc7

Top Mentioned in G2:
@inhalemama
@b0bkierz
@drthomaspaul
@girrlmom78
@mitigatepartner

Top Mentioned in G3:
@extraaudrey1
@sparkles_05
@patty__grace

Top Mentioned in G4:
@mlangenimbuyis2
@pinkykhoabane
@_africansoil
@lakhilakhi5
@khandanim
@modimamaphuti
@relo25lgk
@missnokcy
@edarellano
@queen_tsholo8

Top Mentioned in G5:
@aidenwolfe
@dadthatwrites
@sharan28987218

Top Mentioned in G6:
@murtazawahab1

Top Mentioned in G7:
@prayerharbor

Top Mentioned in G8:
@iars_journals
@emilysharpe
@ijoa_journal
@ruthi_landau
@soaphq
@els_anesthes
@anesthesianews
@_anesthesiology
@cpsolvers
@thecurbsiders

Top Mentioned in G9:
@bindelj
@socialnomadrach
@gridlore
@anniepev
@lesliechannon
@hogotheforsaken
@woman4w
@atheistengineer
@sarahlbyer
@rachelk01840150

Top Mentioned in G10:
@hellaugandans

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@ma_updates
@pairsonnalitesa
@allstocknews
@life_sciences_
@meisafairy
@thehill
@amoltikam
@inabsentia9
@eurekamag

Top Tweeters in G1:
@bathgod_
@dorita0001
@sparrowontheeye
@shorealonefilms
@husjojola
@craigmatsuda
@thee_javi
@edogg24
@tracymayy
@danibabe__

Top Tweeters in G2:
@ma_updates
@pairsonnalitesa
@allstocknews
@_globalcareers
@dailymirror
@groovy_ky
@blackrepublican
@artbyhthlnd
@flashalert_me
@gntlman

Top Tweeters in G3:
@gracaofdeus
@mavellahh
@wanehanda
@les_thegreat
@miss__hove
@the_mixologist_
@jayjaej_
@uzomariano
@shonachakrahun
@_milla_s

Top Tweeters in G4:
@jdjongumzidenga
@mtamerri
@ndux_m
@fifi_originals
@lakhilakhi5
@nelzie101
@benjiseitlhamo
@guguladim
@clint_mentality
@kgosietsile_012

Top Tweeters in G5:
@lindacollins11
@sar_oso
@markfromhalsey
@jocowboys87
@amor_vuelvetx
@cheryl_marlin
@rockyintx
@mikereesem
@stanspak
@rosiem1919

Top Tweeters in G6:
@khaskhel_aijaz
@humairiqbal1
@pppsocialmedia1
@salmangopi
@syedallahdinos3
@comredjewanbhel
@kaleriashraf
@azamjoyoppp
@pak4rule1
@chacharfayaz

Top Tweeters in G7:
@inabsentia9
@saminhim
@lrod49
@kathyfiscelli
@tpdeod32
@krisbrbr93
@alpstwt
@browngravy_93
@epeterd916
@qlover18

Top Tweeters in G8:
@ketaminh
@viralvideovlogs
@drferdowsi
@mdiazfuentes
@drmarthagulati
@bhadresh61
@asiritrauma1
@iamritu
@rauf_khalid
@isoelectriceeg

Top Tweeters in G9:
@magicdmw
@guriko_
@umbrios
@gencritgreen
@63_susan
@trumpstertrash
@agnesefiducia
@atheistengineer
@song_logical
@mousehole1

Top Tweeters in G10:
@1ncognito___
@anissssaaaa_
@angelanakiyingi
@treeens_
@clairee3_xo
@apeisback
@billie_michaela
@na_mara_k
@realnaija4lyfe
@_realitype