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cesarean OR c-section_2022-03-18_06-14-38.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2022
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3qiwLLI
@lemonsaltmum
@cheeseraven11
@awokerosearisen
@skepticspamton
@asynthesist
@pattymurray
@incompleteocean
@potus
@meljsaysso
@rvawonk

Top hashtags:
#chicagomed
#onechicago
#cesarean
#behindthescenes
#pain

Description:
Description
The graph represents a network of 9,562 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, 18 March 2022 at 13:22 UTC.

The requested start date was Friday, 18 March 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 13-day, 22-hour, 2-minute period from Friday, 04 March 2022 at 01:57 UTC to Thursday, 17 March 2022 at 23:59 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 : 9562
Unique Edges : 5375
Edges With Duplicates : 9174
Total Edges : 14549
Number of Edge Types : 5
Tweet : 1646
Replies to : 1610
Retweet : 4154
MentionsInRetweet : 4585
Mentions : 2554
Self-Loops : 1676
Reciprocated Vertex Pair Ratio : 0.0120962864400629
Reciprocated Edge Ratio : 0.0239034301422254
Connected Components : 2330
Single-Vertex Connected Components : 1090
Maximum Vertices in a Connected Component : 1021
Maximum Edges in a Connected Component : 1971
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 5.352588
Graph Density : 9.15203582426437E-05
Modularity : 0.607721
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 9,562 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, 18 March 2022 at 13:22 UTC.

The requested start date was Friday, 18 March 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 13-day, 22-hour, 2-minute period from Friday, 04 March 2022 at 01:57 UTC to Thursday, 17 March 2022 at 23:59 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:
[42] https://www.youtube.com/watch?v=nzzCYHDNEME&feature=youtu.be

[17] https://trib.al/ZHYAdrn
[15] https://www.itv.com/news/westcountry/2022-03-16/womans-unborn-baby-died-after-man-kicked-her-in-the-stomach
[14] https://pubmed.ncbi.nlm.nih.gov/33913639/
[12] https://restequation.com/how-to-sleep-after-c-section-delivery/
[10] https://www.youtube.com/watch?v=GC4P5c9S-N8&feature=youtu.be

[10] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085
[10] https://journals.lww.com/pain/Fulltext/2022/03000/Perioperative_factors_associated_with_persistent.5.aspx?context=FeaturedArticles&collectionId=2
[9] https://twitter.com/AP/status/1503251299999133700
[8] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085

Top URLs in Tweet in G1:
[8] https://journals.lww.com/pain/Fulltext/2022/03000/Perioperative_factors_associated_with_persistent.5.aspx?context=FeaturedArticles&collectionId=2
[5] https://www.mirror.co.uk/news/weird-news/i-put-full-face-make-26442044
[5] https://www.dailystar.co.uk/real-life/mum-criticised-wearing-makeup-after-26443660
[5] https://twitter.com/AP/status/1503251299999133700
[5] https://spitupandsitups.com/c-section-recovery-must-haves/
[4] https://www.mirror.co.uk/news/uk-news/pregnant-mentally-ill-woman-c-26439730
[4] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085
[3] https://twitter.com/2bezzat/status/1500593596722032648
[3] https://www.peacehealth.org/coronavirus/vaccine/weigh-the-risks?utm_source=twitter&utm_medium=hootsuite&utm_term=&utm_content=landing+page&utm_campaign=covid-19+vaccine
[3] https://www.bbc.co.uk/news/uk-england-london-60700325

Top URLs in Tweet in G3:
[1] https://nevadahumanesociety.org/donate/

Top URLs in Tweet in G4:
[2] https://twitter.com/idkmybffjill999/status/1503127499861024768
[1] https://www.nlm.nih.gov/exhibition/cesarean/part2.html
[1] https://www.motherjones.com/politics/2017/01/childbirth-injuries-prolapse-cesarean-section-natural-childbirth/
[1] https://acpeds.org/position-statements/when-human-life-begins

Top URLs in Tweet in G6:
[1] https://www.cbsnews.com/news/ukraine-mariana-vishegirskaya-injured-russia-hospital-shelling-mariupol-gives-birth-daughter/

Top URLs in Tweet in G7:
[1] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085

Top URLs in Tweet in G8:
[2] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085
[1] https://apnews.com/article/russia-ukraine-war-maternity-hospital-pregnant-woman-dead-c0f2f859296f9f02be24fc9edfca1085
[1] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085?utm_source=Twitter&utm_campaign=SocialFlow&utm_medium=AP

Top URLs in Tweet in G10:
[1] https://apnews.com/article/russia-ukraine-health-europe-c0f2f859296f9f02be24fc9edfca1085

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] chicagomed
[28] onechicago
[27] cesarean
[22] behindthescenes
[17] pain
[14] csection
[12] birth
[11] maternity
[10] internationalwomensday
[10] hysterectomy



Top Hashtags in Tweet in G1:
[19] cesarean
[12] pain
[12] csection
[9] birth
[8] hysterectomy
[8] prostatectomy
[8] nephrectomy
[6] pregnancy
[6] momlife
[4] postsurgical

Top Hashtags in Tweet in G5:
[1] catholictwitter

Top Hashtags in Tweet in G6:
[1] standwithukraine

Top Hashtags in Tweet in G8:
[2] ap
[2] warcrimes
[2] putin
[2] russia
[1] ukrainewar
[1] america
[1] cesarean
[1] littlecorporal
[1] crimeagainsthumanity
[1] drafted

Top Words
Top Words in Tweet in Entire Graph:
[5027] section
[2406] birth
[1722] baby
[1278] one
[1196] first
[1195] cesarean
[1123] woman
[1057] give
[1038] going
[1010] week

Top Words in Tweet in G1:
[1127] section
[260] baby
[254] cesarean
[148] birth
[101] woman
[88] life
[87] emergency
[81] having
[79] hospital
[77] pregnant

Top Words in Tweet in G2:
[1853] birth
[946] lemonsaltmum
[932] give
[925] first
[924] second
[924] paid
[924] around
[920] going
[920] one
[919] next

Top Words in Tweet in G3:
[326] section
[322] always
[322] tell
[322] woman
[322] waxing
[322] asked
[322] lol
[321] cheeseraven11
[5] babies
[4] clinic

Top Words in Tweet in G4:
[91] section
[30] birth
[28] abortion
[25] meljsaysso
[20] fetus
[20] constance_1844
[19] kristanhawkins
[16] vaginal
[15] murmalerm
[14] emergency

Top Words in Tweet in G5:
[230] mom
[174] section
[161] baby
[136] having
[115] received
[115] urgent
[115] prayer
[115] request
[115] girl
[115] born

Top Words in Tweet in G6:
[82] pelvis
[81] shock
[79] mother
[79] hospital
[78] drhooverc
[78] carried
[78] bombed
[78] mariupol
[78] hips
[78] smashed

Top Words in Tweet in G7:
[173] cesarean
[171] baby
[170] pelvis
[170] hip
[170] detached
[169] doctors
[169] section
[168] found
[168] performed
[168] emergency

Top Words in Tweet in G8:
[158] woman
[156] ap
[152] baby
[151] surgeon
[150] pelvis
[150] hip
[149] crushed
[148] detached
[148] delivered
[106] hospital

Top Words in Tweet in G9:
[6] mcfunny
[6] skepticalmutant
[6] section
[5] doritmi
[5] richykirsh
[5] andrewlazarus4
[5] provaxtexan
[5] wendyorent
[5] mstrixter
[5] cesarean

Top Words in Tweet in G10:
[133] baby
[133] medics
[132] happened
[132] realizing
[132] losing
[132] cried
[132] kill
[132] surgeon
[132] found
[131] erinburnett

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1008] give,birth
[925] next,week
[922] second,one
[921] birth,second
[921] first,birth
[920] going,give
[919] one,next
[919] week,first
[919] birth,singapore
[919] singapore,paid

Top Word Pairs in Tweet in G1:
[114] cesarean,section
[74] emergency,section
[42] signs,life
[39] section,scar
[39] pelvis,crushed
[38] showed,signs
[36] crushed,hip
[36] hip,detached
[35] section,baby
[35] section,showed

Top Word Pairs in Tweet in G2:
[932] give,birth
[919] going,give
[919] birth,second
[919] second,one
[919] one,next
[919] next,week
[919] week,first
[919] first,birth
[919] birth,singapore
[919] singapore,paid

Top Word Pairs in Tweet in G3:
[322] always,tell
[322] tell,woman
[322] woman,waxing
[322] waxing,asked
[322] asked,section
[322] section,lol
[321] cheeseraven11,always
[4] clinic,team
[4] team,performed
[4] performed,emergency

Top Word Pairs in Tweet in G4:
[12] sierradeciduous,constance_1844
[12] constance_1844,meljsaysso
[12] meljsaysso,murmalerm
[12] murmalerm,kristanhawkins
[10] emergency,section
[8] coolmom169,nikkifried
[7] section,abortion
[7] stephfeminist,frodri_023
[7] frodri_023,coolmom169
[5] vaginal,birth

Top Word Pairs in Tweet in G5:
[115] received,urgent
[115] urgent,prayer
[115] prayer,request
[115] request,baby
[115] baby,girl
[115] girl,born
[115] born,morning
[115] morning,diabetic
[115] diabetic,mom
[115] mom,section

Top Word Pairs in Tweet in G6:
[78] mother,carried
[78] carried,bombed
[78] bombed,hospital
[78] hospital,mariupol
[78] mariupol,shock
[78] shock,pelvis
[78] pelvis,hips
[78] hips,smashed
[77] kierstenwarren,mother
[77] smashed,th

Top Word Pairs in Tweet in G7:
[168] pelvis,hip
[168] hip,found
[168] found,detached
[168] detached,doctors
[168] doctors,performed
[168] performed,emergency
[168] emergency,cesarean
[168] cesarean,section
[168] section,try
[168] try,save

Top Word Pairs in Tweet in G8:
[148] crushed,hip
[146] pelvis,crushed
[146] hip,detached
[103] baby,delivered
[101] rushed,another
[101] another,hospital
[101] detached,baby
[100] woman,rushed
[100] hospital,surgeon
[100] surgeon,pelvis

Top Word Pairs in Tweet in G9:
[3] provaxtexan,skepticalmutant
[3] skepticalmutant,krebiozen
[3] krebiozen,reacharoundu
[3] reacharoundu,swedishchf
[3] swedishchf,tocktick1776
[3] tocktick1776,tony__heller
[3] tony__heller,richykirsh
[3] richykirsh,lam37820433
[3] lam37820433,mcfunny
[3] mcfunny,jbcoots3

Top Word Pairs in Tweet in G10:
[132] happened,realizing
[132] realizing,losing
[132] losing,baby
[132] baby,medics
[132] medics,cried
[132] cried,kill
[132] kill,surgeon
[132] surgeon,found
[131] erinburnett,happened

Top Replied-To
Top Replied-To in Entire Graph:
@lebatardshow
@newbmaster8
@joebangles11
@padmapande
@mrs_g_rider
@butterrespecter
@emergmeddr
@nicunurselifee
@pulte
@parkerjones904

Top Replied-To in G2:
@lemonsaltmum
@ashiqin69
@nelovef4
@iambaby1981
@miss_marz
@abdulqayum_

Top Replied-To in G4:
@newbmaster8
@idkmybffjill999
@dianeknight717
@ounderfolder
@thiohna
@sierradeciduous
@incompleteocean
@ozgoofyprincess
@1314_bruce
@jsethrhinehart1

Top Replied-To in G6:
@drhooverc
@lingxianglu
@kyivindependent
@willsing4tp
@jb62947052
@jayme_claire
@cyberelster

Top Replied-To in G8:
@ap
@mcdowallrose
@caveman_fury
@quellyquokka
@maryellengosse
@stevieorstephen
@poll20odd6
@tracysbeach

Top Replied-To in G9:
@rhmck1
@aussiemamma89
@tonybaduy
@stephenoxborro1
@whisker12899908
@dumbdumbmm
@jennifer_arcuri
@louise30086556
@mstrixter

Top Mentioned
Top Mentioned in Entire Graph:
@lemonsaltmum
@cheeseraven11
@rvawonk
@ap
@erinburnett
@aries1953
@irikefe_ogaga
@kierstenwarren
@mehdirhasan
@youtube

Top Mentioned in G1:
@jacobcreates1
@felicity_m2
@destiny_cortez7
@scivisionpub
@rafaelaespirita
@chetanoia
@cinnataz17
@msbless2013

Top Mentioned in G2:
@lemonsaltmum
@samadsaidwhaaat
@nelovef4
@ismailsinno
@aimanpsikologi

Top Mentioned in G3:
@cheeseraven11
@nvhumanesociety

Top Mentioned in G4:
@meljsaysso
@constance_1844
@kristanhawkins
@murmalerm
@sierradeciduous
@stephfeminist
@toplobsta_
@coolmom169
@nikkifried
@janekn0wsbest

Top Mentioned in G5:
@aries1953
@timmonsknipp
@versadie
@maggiem24_

Top Mentioned in G6:
@kierstenwarren
@drhooverc
@kyivindependent
@kfile
@chrislhayes
@patinkinmandy
@nexta_tv
@lingxianglu
@kyivpost
@ap

Top Mentioned in G7:
@rvawonk
@larsjohanl
@ap

Top Mentioned in G8:
@ap
@brandilynn4ever
@pippacrerar
@karvictho
@maryellengosse
@megjameslat
@rvawonk
@peterstefanovi2
@olgatokariuk
@voa_wandera

Top Mentioned in G9:
@mcfunny
@skepticalmutant
@doritmi
@richykirsh
@andrewlazarus4
@provaxtexan
@wendyorent
@geoffschuler
@krebiozen
@swedishchf

Top Mentioned in G10:
@erinburnett

Top Tweeters
Top Tweeters in Entire Graph:
@dogandwinelover
@knewz_currently
@mrdjones
@odio_nao
@yuuji_k1
@sarah052794
@mattmurph24
@robre62
@british_airways
@independent

Top Tweeters in G1:
@knewz_currently
@mrdjones
@dailystar
@dailymirror
@laki0814
@sarang143u
@_globalcareers
@malaysiandaily
@isearch247
@philippinestar

Top Tweeters in G2:
@luqmannyamiin
@marlinaayu
@itshnamir
@atiqahrhm
@sakinah_yahya
@farraaaron
@q1_3_1q
@unkelzack
@pinkyanasui
@michellelanious

Top Tweeters in G3:
@shasta_otter
@dhcalifornicus
@alexagudelo10
@aaron_____davis
@awerechicken
@theleftyleftie
@jada_deshell
@stphaniethebest
@alexanotherone
@thatidomagirl

Top Tweeters in G4:
@tamzilla_52
@snowstormyou
@vickie627
@____roar____
@pattysmattyvt
@jencages
@randomnobody86
@theladyjane
@medwoman1
@notmuchelse

Top Tweeters in G5:
@oldsalz
@elimelech_ring
@catholiclisa
@ktyrky1
@elohim_gadol
@phys878
@wboonehedgepeth
@spumoni011112
@sassyladyfromva
@wrow51

Top Tweeters in G6:
@dhinakaranrajan
@beverly21811568
@cblazblaz
@phendricks71
@joanisparkles
@stacymichelleb
@rudyglove27
@jeannie_hartley
@breakingkind
@kcolaizzo

Top Tweeters in G7:
@katcapps
@ansisegle
@briangrnotabot
@m5b1tch
@jinxy_minxy
@morr_1980
@urocklive1
@gmarie55
@_strate
@torirob11

Top Tweeters in G8:
@odio_nao
@mattmurph24
@robre62
@allchanges
@govkhan
@bleu5961
@tinamorphis
@deathtocrazy
@tigerbeat
@jot_au

Top Tweeters in G9:
@lizditz
@doritmi
@scepticalaussie
@_mamadeb
@tony__heller
@monstercoyliar
@takethatct
@kath2cats
@mcfunny
@frankdelia7

Top Tweeters in G10:
@spencz1997
@noybsk2017
@agitatorsneeded
@buzzedition
@potenspuella
@chestnut_daniel
@joshdamage
@madocleonard
@peaceliberty
@tmbrown327


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