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cesarean OR c-section_2021-02-19_06-29-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3bqhrnY
@nbcnews
@susanschutte2
@satiristas
@fakelisaforeal
@wearamaskdumy
@shekharmoona
@danpriceseattle
@moshik_temkin
@theburnerunit
@canadiandoodle

Top hashtags:
#covid19
#cesarean
#who
#pregnancy
#dkbk
#birth

Description:
Description
The graph represents a network of 8,489 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, 19 February 2021 at 14:35 UTC.

The requested start date was Friday, 19 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, 23-hour, 51-minute period from Friday, 05 February 2021 at 01:07 UTC to Friday, 19 February 2021 at 00:58 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 : 8489
Unique Edges : 5835
Edges With Duplicates : 6334
Total Edges : 12169
Number of Edge Types : 5
Tweet : 2035
Retweet : 2638
MentionsInRetweet : 3450
Replies to : 1884
Mentions : 2162
Self-Loops : 2076
Reciprocated Vertex Pair Ratio : 0.0186752261453166
Reciprocated Edge Ratio : 0.0366657118304211
Connected Components : 2862
Single-Vertex Connected Components : 1414
Maximum Vertices in a Connected Component : 324
Maximum Edges in a Connected Component : 857
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.458022
Graph Density : 9.68986976437545E-05
Modularity : 0.632611
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 8,489 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, 19 February 2021 at 14:35 UTC.

The requested start date was Friday, 19 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, 23-hour, 51-minute period from Friday, 05 February 2021 at 01:07 UTC to Friday, 19 February 2021 at 00:58 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:
[71] https://twitter.com/sydneybattle/status/1357433358372925440
[67] https://www.wsj.com/articles/how-much-does-a-c-section-cost-at-one-hospital-anywhere-from-6-241-to-60-584-11613051137
[56] https://twitter.com/kvslt/status/1359499620338962437
[45] https://twitter.com/SydneyBattle/status/1357433358372925440
[40] https://apple.news/AbIwpoCH-RYOl36aGD0lLJA
[26] https://thekashmirwalla.com/2021/02/doctors-perform-unnecessary-cesarean-deliveries-for-money-dak/
[16] https://www.mirror.co.uk/news/uk-news/new-mum-forced-permanently-lie-23482469
[16] https://www.wsj.com/articles/how-much-does-a-c-section-cost-at-one-hospital-anywhere-from-6-241-to-60-584-11613051137?mod=hp_lead_pos5
[15] https://people.com/royals/princess-eugenie-doing-well-after-c-section-scoliosis-surgery/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=602e65c47b82180001f79be5
[15] https://www.wsj.com/articles/how-much-does-a-c-section-cost-at-one-hospital-anywhere-from-6-241-to-60-584-11613051137?reflink=desktopwebshare_twitter

Top URLs in Tweet in G1:
[67] https://twitter.com/sydneybattle/status/1357433358372925440
[54] https://twitter.com/kvslt/status/1359499620338962437
[41] https://twitter.com/SydneyBattle/status/1357433358372925440
[37] https://www.wsj.com/articles/how-much-does-a-c-section-cost-at-one-hospital-anywhere-from-6-241-to-60-584-11613051137
[35] https://apple.news/AbIwpoCH-RYOl36aGD0lLJA
[6] https://people.com/royals/princess-eugenie-doing-well-after-c-section-scoliosis-surgery/
[5] https://www.wsj.com/articles/how-much-does-a-c-section-cost-at-one-hospital-anywhere-from-6-241-to-60-584-11613051137?mod=hp_lead_pos4
[4] https://elephantinthewomb.ca/2021/02/14/new-podcast-episode-c-section-birth-experience-a-few-points-on-placenta-previa/
[4] https://spitupandsitups.com/c-section-recovery-must-haves/
[4] https://spectrumlocalnews.com/nc/triad/news/2021/02/15/hospitals-work-to-reduce-c-sections

Top URLs in Tweet in G2:
[1] https://twitter.com/sydneybattle/status/1357433358372925440

Top URLs in Tweet in G3:
[1] https://trib.al/vHeutZ7
[1] https://trib.al/3tuFv5s
[1] https://trib.al/cvTUqfS

Top URLs in Tweet in G4:
[26] https://thekashmirwalla.com/2021/02/doctors-perform-unnecessary-cesarean-deliveries-for-money-dak/
[1] https://twitter.com/tkwmag/status/1357992197333786627
[1] https://www.youtube.com/watch?v=qqdyef8l370&feature=youtu.be

[1] https://twitter.com/rj_vijdan/status/1358092493225562112
[1] https://twitter.com/_Ishfaq_/status/1358169589536813058
[1] https://twitter.com/rj_vijdan/status/1358097938635919361
[1] https://kashmirbylines.com/2021/02/06/birth-has-become-a-lucrative-business-in-kashmir-doctors-perform-unnecessary-cesarean-deliveries-for-money-dak/

Top URLs in Tweet in G5:
[6] https://www.wsj.com/articles/how-much-does-a-c-section-cost-at-one-hospital-anywhere-from-6-241-to-60-584-11613051137?st=2z5hcc0orktv1h4&reflink=article_copyURL_share
[2] https://www.obgproject.com/2021/01/31/further-analysis-of-arrive-what-are-the-perinatal-outcomes-associated-with-expectant-management-in-low-risk-nulliparous-individuals/
[1] https://pubmed.ncbi.nlm.nih.gov/26996986/
[1] https://csp-registry.com/
[1] https://www.scan.academy/future-event
[1] https://twitter.com/JudetteLouis/status/959100256066719746
[1] https://www.nejm.org/doi/full/10.1056/NEJMoa1800566
[1] https://twitter.com/jfitzgeraldMD/status/1361856765374173187
[1] https://obgconnect.com/library/category/labor-and-delivery/
[1] https://journals.lww.com/greenjournal/Fulltext/9900/Disease_Severity_and_Perinatal_Outcomes_of.121.aspx

Top URLs in Tweet in G9:
[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://twitter.com/SusanSchutte2/status/1359644855463366657

Top URLs in Tweet in G10:
[1] https://twitter.com/Sponsoredbyjeez/status/1359301045743149061

Top Domains
Top Domains in Tweet in Entire Graph:
[386] twitter.com
[118] wsj.com
[64] co.uk
[41] apple.news
[27] people.com
[26] youtube.com
[26] thekashmirwalla.com
[24] nih.gov
[17] indiatimes.com
[9] lww.com

Top Domains in Tweet in G1:
[310] twitter.com
[49] wsj.com
[36] apple.news
[23] nih.gov
[14] co.uk
[12] people.com
[7] youtube.com
[6] linkedin.com
[6] careers.global
[5] indiatimes.com

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

Top Domains in Tweet in G3:
[3] trib.al

Top Domains in Tweet in G4:
[26] thekashmirwalla.com
[4] twitter.com
[1] youtube.com
[1] kashmirbylines.com

Top Domains in Tweet in G5:
[6] wsj.com
[4] lww.com
[2] twitter.com
[2] obgproject.com
[1] nih.gov
[1] csp-registry.com
[1] scan.academy
[1] nejm.org
[1] obgconnect.com
[1] springer.com

Top Domains in Tweet in G9:
[1] facebook.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[133] covid19
[50] cesarean
[41] who
[25] pregnancy
[23] dkbk
[21] birth
[20] westdarfur
[19] csection
[17] alhol
[16] goldmidwifery2021



Top Hashtags in Tweet in G1:
[20] cesarean
[17] csection
[17] pregnancy
[13] neopapers
[11] birth
[8] momlife
[8] delivery
[6] albertadoctors
[6] alberta
[6] canada

Top Hashtags in Tweet in G2:
[1] mommastrong
[1] noapologiesneeded
[1] thanksma
[1] sorry
[1] csectionstories

Top Hashtags in Tweet in G4:
[41] who
[7] kashmir

Top Hashtags in Tweet in G5:
[6] obgyn
[4] cesarean
[3] ob
[2] grandrounds
[2] pregnancy
[2] obstetrics
[1] supportingphysiology
[1] meded
[1] foamed
[1] foamob

Top Hashtags in Tweet in G9:
[105] covid19
[1] healthcareheroes
[1] nursetwitter

Top Words
Top Words in Tweet in Entire Graph:
[5152] section
[1033] cesarean
[819] one
[813] baby
[639] birth
[590] emergency
[552] need
[519] hospital
[494] born
[361] being

Top Words in Tweet in G1:
[1369] section
[273] cesarean
[207] baby
[176] one
[155] birth
[141] hospital
[126] born
[124] much
[104] emergency
[97] 60

Top Words in Tweet in G2:
[125] sydneybattle
[107] section
[41] weeks
[36] mom
[35] born
[34] late
[26] days
[24] early
[21] lbs
[20] labor

Top Words in Tweet in G3:
[135] section
[134] two
[133] men
[133] arrested
[133] florida
[133] tiktok
[133] video
[133] allegedly
[133] showed
[133] one

Top Words in Tweet in G4:
[112] cesarean
[81] deliveries
[64] doctors
[55] perform
[52] rj_vijdan
[44] rates
[42] 10
[42] more
[42] percent
[41] #who

Top Words in Tweet in G5:
[56] cesarean
[55] risk
[36] delivery
[36] patients
[29] gt
[28] birth
[28] covid
[27] 12
[27] pregnant
[27] developed

Top Words in Tweet in G6:
[117] sariahwilson
[115] guess
[115] fake
[115] geek
[115] girl
[115] one
[115] clearly
[115] remembers
[115] being
[115] enthralled

Top Words in Tweet in G7:
[117] section
[116] dead
[116] ass
[116] learn
[116] anything
[116] youtube
[116] hmu
[116] need
[115] jason____p
[2] giving

Top Words in Tweet in G8:
[105] section
[104] kvslt
[4] uh
[3] help
[2] ok
[2] okay

Top Words in Tweet in G9:
[105] #covid19
[97] susanschutte2
[71] died
[69] ca
[65] larissa
[65] beloved
[65] mother
[64] sons
[64] 2021
[63] hickey

Top Words in Tweet in G10:
[89] section
[86] deadass
[86] learn
[86] anything
[86] youtube
[86] hmu
[86] need
[85] hjr_bae
[6] push
[3] y'all

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[515] emergency,section
[375] need,section
[301] learn,anything
[301] anything,youtube
[267] youtube,hmu
[264] hmu,need
[218] cesarean,section
[214] section,cost
[209] much,section
[209] one,hospital

Top Word Pairs in Tweet in G1:
[94] 60,584
[93] emergency,section
[93] much,section
[92] section,cost
[90] one,hospital
[90] anywhere,241
[90] 241,60
[88] cost,one
[88] hospital,anywhere
[71] cesarean,section

Top Word Pairs in Tweet in G2:
[19] emergency,section
[15] due,date
[14] weeks,late
[13] sanorific,sydneybattle
[11] sydneybattle,four
[11] four,pound
[11] pound,broke
[11] broke,water
[11] water,35
[11] 35,weeks

Top Word Pairs in Tweet in G3:
[133] two,men
[133] men,arrested
[133] arrested,florida
[133] florida,tiktok
[133] tiktok,video
[133] video,allegedly
[133] allegedly,showed
[133] showed,one
[133] one,performing
[133] performing,unlicensed

Top Word Pairs in Tweet in G4:
[41] #who,states
[41] states,cesarean
[41] cesarean,rates
[41] rates,more
[41] more,10
[41] 10,percent
[41] percent,total
[41] total,deliveries
[41] deliveries,performed
[40] rj_vijdan,#who

Top Word Pairs in Tweet in G5:
[27] cesarean,delivery
[27] 12,pregnant
[27] pregnant,covid
[27] covid,patients
[27] patients,developed
[27] developed,severe
[27] severe,critical
[27] critical,disease
[27] disease,gt
[27] gt,3x

Top Word Pairs in Tweet in G6:
[115] guess,fake
[115] fake,geek
[115] geek,girl
[115] girl,one
[115] one,clearly
[115] clearly,remembers
[115] remembers,being
[115] being,enthralled
[115] enthralled,rotj
[115] rotj,theaters

Top Word Pairs in Tweet in G7:
[116] dead,ass
[116] ass,learn
[116] learn,anything
[116] anything,youtube
[116] youtube,hmu
[116] hmu,need
[116] need,section
[115] jason____p,dead

Top Word Pairs in Tweet in G8:
[100] kvslt,section
[4] section,uh
[3] section,help
[2] section,ok

Top Word Pairs in Tweet in G9:
[70] died,#covid19
[69] ca,died
[63] larissa,hickey
[63] hickey,30
[63] 30,beloved
[63] beloved,wife
[63] wife,mother
[63] mother,four
[63] four,young
[63] young,sons

Top Word Pairs in Tweet in G10:
[86] deadass,learn
[86] learn,anything
[86] anything,youtube
[86] youtube,hmu
[86] hmu,need
[86] need,section
[85] hjr_bae,deadass
[3] y'all,think
[3] think,section
[3] section,push

Top Replied-To
Top Replied-To in Entire Graph:
@kvslt
@sydneybattle
@hilaryagro
@portraitinflesh
@onlyoneteeta
@chrissyteigen
@_ishfaq_
@nickistreamteam
@tiptoebumblebee
@maggyvaneijk

Top Replied-To in G1:

Top Replied-To in G2:
@sydneybattle
@dontlickchalk
@abigailhannahs
@sanorific
@foamingnonsense
@raging_banshee
@rachelquenzer
@pinkhairlife
@ccsullivan8
@haruchans

Top Replied-To in G3:
@nbcnews

Top Replied-To in G4:
@_ishfaq_
@rj_vijdan
@what_the_thrath
@drmohdyounis1
@haiqanowsheen

Top Replied-To in G5:
@rebchern
@neel_shah
@catchthebaby
@cclaremdmph
@annaleeatia
@venetiasb
@mclemoremr
@jackie_parchem
@fionamattatall
@sheena_byrom

Top Replied-To in G6:
@sariahwilson
@louellawilla

Top Replied-To in G7:
@thareal_vee

Top Replied-To in G8:
@kvslt

Top Mentioned
Top Mentioned in Entire Graph:
@nbcnews
@sariahwilson
@jason____p
@susanschutte2
@hjr_bae
@moshik_temkin
@canadiandoodle
@theburnerunit
@daysabloom
@cohocollective

Top Mentioned in G1:
@nursekateern
@tameelirshadage
@tlegitimate
@grace_quantock
@perioperativem2
@arabian_dina
@drjonesaa
@rottengerm77
@praxglobal

Top Mentioned in G2:
@sydneybattle
@sanorific
@1tayyyy
@haruchans
@evelynaekokokay
@murfam4
@colebrookross
@legendsofmia
@imaginaryerika
@marie_farmer_mm

Top Mentioned in G3:
@nbcnews

Top Mentioned in G4:
@rj_vijdan
@tkwmag
@ullahi_
@ranvi_1814
@kashmirbylines
@_ishfaq_
@burgerrkhan
@shiqwaa
@_inshamajeed
@oncologycorner_

Top Mentioned in G5:
@breinerson
@neel_shah
@greenjrnl
@gynaecologyus
@theobgproject
@bmus_ultrasound
@catchthebaby
@theb
@henrylugobe
@sutterhealth

Top Mentioned in G6:
@sariahwilson
@lastcrusadeleft

Top Mentioned in G7:
@jason____p
@malumerichie

Top Mentioned in G8:
@ahgaxl
@rosehazz
@kthcltr
@prettysavgemix

Top Mentioned in G9:
@susanschutte2
@ctzebra

Top Mentioned in G10:
@hjr_bae
@itsyaboydevo

Top Tweeters
Top Tweeters in Entire Graph:
@salvesayson
@wengcookie
@pinkyfaye
@mariachonatabe1
@derick04kt1772
@coramarcelo1
@averillanena
@s9tmt
@applesupport
@jacekwierzbicki

Top Tweeters in G1:
@jacekwierzbicki
@rachel_mcrea
@cooldealca
@yesbananas
@_globalcareers
@flashbloglive
@blackrepublican
@song_title
@vbspurs
@hulkwidows

Top Tweeters in G2:
@unlewis
@janet_yackle
@libyaliberty
@sixpersistsblue
@imaginaryerika
@jgumbel
@thisniss
@rachelquenzer
@bustalime91
@kidcasteel

Top Tweeters in G3:
@lechatnoire4
@42kmi
@sachikoko
@straitarrow10
@charlenegapeach
@masky_jay_hoody
@jazmasigan_2
@no2hitting
@carolymorrisse1
@nbcnews

Top Tweeters in G4:
@mantaqii
@haiderworld
@mpakeez7
@aamman22
@ktassociationn
@owaisbhat41
@hukusbukus1
@hariskoshur
@fzbtweets
@nazeyamanzoor

Top Tweeters in G5:
@lizditz
@tylasade
@polit2k
@jennythem
@psb_dc
@mlgg2
@libbyextra
@catchthebaby
@serge__md
@leitovr

Top Tweeters in G6:
@astwisa
@mvbrat91
@nicholasjlevi
@mesaoirse
@ginna_driver
@honeymoons_over
@mediawatcher36
@leocavilhoni
@rossbossarts
@xwisegirl

Top Tweeters in G7:
@kele_tebza
@nkosivumileduma
@kingdomofpoetry
@azania_kal
@progieminnie
@bonzz04
@cwesilyfstyle
@sir_tjovitjoh
@_iamriseman
@nneliwe

Top Tweeters in G8:
@rosehazz
@cypherjdb
@louietblood
@kaiserg0th
@ahgaxl
@parkspinkiee
@kageyamalftv
@yoongljimin
@silenttsun
@avocadooooe

Top Tweeters in G9:
@viralvideovlogs
@moniselseward
@carriesweet2017
@howyofwi
@carstarr6
@louisa_faux
@igneousidol
@marymarybrogdon
@thevaluesvoter
@craykain

Top Tweeters in G10:
@deybeonanigga_
@ikemagnifico
@tunaep_
@mrgoldpackxl
@zmthebrand
@krazzik09
@roxzysofoxy
@sendmemyangel
@_butterpecantan
@itsyaboydevo