cesarean OR c-section, Twitter, 12/21/2019 6:20:47 AM, 219330


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cesarean OR c-section_2019-12-20_21-01-26.xlsx
cesarean OR c-section_2019-12-20_21-01-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 21, 2019
Short Description:
cesarean OR c-section via NodeXL http://bit.ly/2PIBnJ8
@anne_theriault
@medialawprof
@curiouserly_
@seasonedhottake
@raymaynay
@leahntorres
@frankyleannm
@aita_reddit
@downeyangel
@donaupiratin

Top hashtags:
#cesarean
#review
#nerveblocks
#analgesia
#paravertebral

Description:
Description
The graph represents a network of 5,706 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 Saturday, 21 December 2019 at 05:02 UTC.

The requested start date was Saturday, 21 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 5-hour, 16-minute period from Sunday, 15 December 2019 at 14:09 UTC to Friday, 20 December 2019 at 19:25 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 : 5706
Unique Edges : 6047
Edges With Duplicates : 1137
Total Edges : 7184
Number of Edge Types : 4
MentionsInRetweet : 4105
Tweet : 817
Replies to : 704
Mentions : 1558
Self-Loops : 817
Reciprocated Vertex Pair Ratio : 0.017419125488802
Reciprocated Edge Ratio : 0.0342417889587701
Connected Components : 1063
Single-Vertex Connected Components : 543
Maximum Vertices in a Connected Component : 2976
Maximum Edges in a Connected Component : 4149
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.752617
Graph Density : 0.000175837786876861
Modularity : 0.738175
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 5,706 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 Saturday, 21 December 2019 at 05:02 UTC.

The requested start date was Saturday, 21 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 5-hour, 16-minute period from Sunday, 15 December 2019 at 14:09 UTC to Friday, 20 December 2019 at 19:25 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:
[89] https://www.youtube.com/watch?v=IwV41-6bV7I&feature=youtu.be

[21] https://twitter.com/anne_theriault/status/1207402199678103554
[18] https://twitter.com/curiouserly_/status/1207862500189986816
[15] https://www.bloodandmilk.com/everything-you-need-to-know-about-getting-pregnant-after-a-c-section/
[15] https://twitter.com/smithinamerica/status/1205546782425538561
[11] https://twitter.com/frankyleannm/status/1207844868543918080
[9] https://twitter.com/medical_healths/status/1206551031309406208
[9] https://twitter.com/ladygaga/status/1105619299572432897
[8] http://shareasale.com/r.cfm?b=1044391&m=73374&u=19766&afftrack=pg
[8] swimwear&urllink=beachcandyswimwear%2Ecom%2Fshop%2Fswimwear%2Fno%2Dsqueeze%2Dhipster%2Dbikini%2Dbottom%2F&lplid=KRJCnp%2BbUeRCxqv499a10w%3D%3D

Top URLs in Tweet in G2:
[12] https://twitter.com/anne_theriault/status/1207402199678103554
[9] https://twitter.com/curiouserly_/status/1207862500189986816
[8] https://twitter.com/medical_healths/status/1206551031309406208
[6] https://www.youtube.com/watch?v=4A9Gd89DIoE&feature=share

[5] https://lailasnews.com/woman-dies-during-childbirth-because-pastor-said-c-section-is-a-sin/
[4] https://www.greenmedinfo.health/blog/there-no-evidence-justify-cesarean-or-vacuum-prolonged-pushing
[3] http://www.gdigemma.com/ayybkn4251/tantan2027372/
[2] https://www.baby-chick.com/c-section-recovery-must-haves/
[2] https://orientaltimes.co/2019/12/17/pregnant-mother-dies-at-childbirth-after-pastor-told-husband-not-to-allow-her-undergo-c-section/
[2] https://www.reddit.com/r/atheism/comments/ebwv48/pregnant_mother_dies_at_childbirth_because_her/

Top URLs in Tweet in G4:
[11] https://twitter.com/frankyleannm/status/1207844868543918080
[9] https://twitter.com/curiouserly_/status/1207862500189986816
[1] https://twitter.com/EJLuna/status/1206983100154228736

Top URLs in Tweet in G6:
[2] https://twitter.com/drstevejacobs/status/1206934626549280768
[1] https://www.wisconsinwatch.org/2019/12/catholics-run-one-third-of-wisconsin-hospitals-putting-many-reproductive-procedures-off-limits/
[1] https://twitter.com/fundiesAREevil/status/1205645134790045702?s=19

Top URLs in Tweet in G7:
[89] https://www.youtube.com/watch?v=IwV41-6bV7I&feature=youtu.be


Top URLs in Tweet in G9:
[2] https://twitter.com/usnews/status/1205903512179216384
[2] https://www.contemporaryobgyn.net/complications-pregnancy/how-diagnose-and-treat-cesarean-scar-pregnancy
[1] https://www.youtube.com/watch?v=9-X-S8EHkFg

[1] https://www.usnews.com/news/healthiest-communities/articles/2019-09-25/the-rise-of-c-sections-and-what-it-means?utm_source=usn_tw
[1] https://pqcnc-documents.s3.amazonaws.com/sivbIIIdoc/PQCNCSIVBIIIUnequal20121028.pdf
[1] https://www.cmqcc.org/focus-areas/quality-metrics/ntsv-c-sections-specifications
[1] https://www.ahrq.gov/sites/default/files/wysiwyg/policymakers/chipra/factsheets/chipra_1415-p009-5-ef.pdf
[1] https://www.jointcommission.org/-/media/tjc/idev-imports/topics-assets/the-joint-commission-will-begin-publicly-reporting-cesarean-section-rates-by-july-2020/peformance_measure_pc-02_jcp1218pdf.pdf?db=web&hash=0B6188162756DF430763686A4CC3276C
[1] https://www.perinatalqi.org/news/461810/Reducing-the-NTSV-Cesarean-Birth-Rate-by-Implementing-Intermittent-Auscultation.htm#.XfocTiuCI6I.twitter
[1] https://www.ncbi.nlm.nih.gov/books/NBK218656/

Top URLs in Tweet in G10:
[1] https://rapm.bmj.com/content/45/1/52?utm_source=twitter&utm_medium=hootsuite&utm_term=&utm_content=SME&utm_campaign=editors
[1] https://www.metajournal.com/articles/855529/local-anesthetics-regional-anesthesia-versus-conventional-analgesia
[1] https://journals.lww.com/anesthesia-analgesia/Fulltext/2020/01000/Dose_Response_Study_of_4_Weight_Based.25.aspx/?cid=eTOC
[1] Issues.2019-anesthesia-analgesia-00000539-202001000-00000&rid=V_0000000001111294&TargetID=&EjpToken=0nJnRRKVQgIRmQU3Uj0741xzL8P__jD4lTZX_U8LRVy6rGkHmOKZ3XhkB2XF0cU9Fg7ElTpMzIc&mkt_tok=eyJpIjoiTVdaak16WTJOVFZqWlRoayIsInQiOiJNVE1xTWRJYmxOZHIzWm5EWUlkUlRTZ243T3htV1Y5WGpNOEhEY0dsbityXC9iaGFcLzQ2b01HcThCV2VPS0pcL21kQXRDZEc3QXBSNExQRVE3RzNLaWFYcFJxdHkwMEg2eVNKSmtsWHJxeCt3WDlKaFpEY0h1OUhaczJtcXE4dkdvRSJ9
[1] https://journals.lww.com/anesthesia-analgesia/Abstract/2020/01000/Efficacy_of_Intrathecal_Fentanyl_for_Cesarean.18.aspx
[1] https://jamanetwork.com/journals/jama/fullarticle/2755613

Top Domains
Top Domains in Tweet in Entire Graph:
[202] twitter.com
[111] youtube.com
[15] bloodandmilk.com
[14] devdiscourse.com
[13] greenmedinfo.health
[12] instagram.com
[9] facebook.com
[9] nih.gov
[8] shareasale.com
[8] orientaltimes.co

Top Domains in Tweet in G2:
[87] twitter.com
[13] greenmedinfo.health
[9] youtube.com
[7] instagram.com
[7] facebook.com
[6] dlvr.it
[6] co.uk
[5] lailasnews.com
[4] vilabin.com
[4] inhalemama.com

Top Domains in Tweet in G4:
[21] twitter.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] wisconsinwatch.org

Top Domains in Tweet in G7:
[89] youtube.com

Top Domains in Tweet in G9:
[2] twitter.com
[2] perinatalqi.org
[2] contemporaryobgyn.net
[1] youtube.com
[1] usnews.com
[1] amazonaws.com
[1] cmqcc.org
[1] ahrq.gov
[1] jointcommission.org
[1] nih.gov

Top Domains in Tweet in G10:
[2] lww.com
[1] bmj.com
[1] metajournal.com
[1] jamanetwork.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[41] cesarean
[29] review
[29] nerveblocks
[29] analgesia
[29] paravertebral
[29] tap
[29] ql
[29] iliohypogastric
[20] mothernotpatient
[9] csection



Top Hashtags in Tweet in G1:
[1] shakespearesays

Top Hashtags in Tweet in G2:
[5] pregnancy
[4] birth
[4] cesarean
[4] csection
[4] healthandfitness
[4] healthandwell
[4] c
[3] 90dayfiance
[3] postpartum
[3] cancer

Top Hashtags in Tweet in G5:
[1] bornprivilege

Top Hashtags in Tweet in G9:
[4] anaesthesia
[4] accreta
[4] cesarean
[2] cesareanrates
[2] mybirthmatters
[1] ptsafety
[1] tweetiatrician
[1] ebm
[1] perinatalqi
[1] preventaccreta

Top Hashtags in Tweet in G10:
[30] cesarean
[29] review
[29] nerveblocks
[29] analgesia
[29] paravertebral
[29] tap
[29] ql
[29] iliohypogastric
[6] obanes
[1] ilioinguinal

Top Words
Top Words in Tweet in Entire Graph:
[3561] Words in Sentiment List#1: Positive
[2619] Words in Sentiment List#2: Negative
[39] Words in Sentiment List#3: Angry/Violent
[121309] Non-categorized Words
[127489] Total Words
[4113] birth
[2663] section
[1933] people
[1930] anne_theriault
[1928] vaginal

Top Words in Tweet in G1:
[3679] birth
[1907] anne_theriault
[1831] natural
[1830] people
[1828] vaginal
[1825] free
[1823] saying
[1822] mean
[1822] drug
[1822] going

Top Words in Tweet in G2:
[528] section
[121] cesarean
[100] birth
[86] baby
[46] during
[45] pregnant
[43] childbirth
[43] pastor
[42] one
[41] having

Top Words in Tweet in G3:
[411] medialawprof
[405] section
[264] kid
[240] wife
[239] insurance
[232] bill
[229] home
[228] recovery
[228] ve
[228] isn

Top Words in Tweet in G4:
[322] section
[178] curiouserly_
[148] moms
[139] baby
[138] more
[136] bad
[134] ass
[134] pushed
[133] lot
[133] flaunt

Top Words in Tweet in G5:
[22] section
[12] momoascrunchie
[11] daxafina
[11] rapewhistle3
[10] liamdan36816827
[10] coxeanne
[10] danime414
[10] lisabrenner2
[10] cadoerfler
[10] janemarch888

Top Words in Tweet in G6:
[34] section
[25] doctor
[21] leahntorres
[20] pregnant
[19] labor
[19] doesn
[18] re
[18] inducing
[18] person
[17] having

Top Words in Tweet in G7:
[89] 帝王切開の動画
[89] 4分
[89] expert
[89] obstetrician
[89] section
[89] live
[89] mins
[89] 赤ちゃんが出てくるのはお腹を切り始めて数分
[89] そこから
[88] syutoken_sanka

Top Words in Tweet in G8:
[85] baby
[84] wendyfry_
[84] susan_hennessey
[84] hurts
[84] heart
[84] cried
[84] separated
[84] mere
[84] hours
[83] gullywasher

Top Words in Tweet in G9:
[46] harvardchansph
[44] more
[44] birth
[43] complications
[42] mothers
[42] such
[42] hemorrhage
[42] infection
[42] organ
[42] injury

Top Words in Tweet in G10:
[44] delivery
[36] rapmonline
[36] cesarean
[32] free
[30] #cesarean
[29] #review
[29] peripheral
[29] #nerveblocks
[29] #analgesia
[29] #paravertebral

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1884] vaginal,birth
[1873] natural,birth
[1843] drug,free
[1840] going,start
[1839] saying,natural
[1839] birth,mean
[1839] free,vaginal
[1839] birth,going
[1838] people,keep
[1838] keep,insisting

Top Word Pairs in Tweet in G1:
[1823] natural,birth
[1823] vaginal,birth
[1822] drug,free
[1821] saying,natural
[1821] free,vaginal
[1820] people,keep
[1820] keep,insisting
[1820] insisting,saying
[1820] birth,mean
[1820] mean,drug

Top Word Pairs in Tweet in G2:
[34] cesarean,section
[34] childbirth,pastor
[30] emergency,section
[23] section,scar
[23] during,childbirth
[21] pastor,section
[19] woman,dies
[19] dies,during
[15] pregnant,mother
[15] mother,dies

Top Word Pairs in Tweet in G3:
[227] bill,wife
[227] wife,recovery
[227] recovery,section
[227] section,otherwise
[227] otherwise,ve
[227] ve,gone
[227] gone,home
[227] home,isn
[227] isn,insurance
[227] medialawprof,bill

Top Word Pairs in Tweet in G4:
[144] section,moms
[134] more,bad
[134] bad,ass
[133] flaunt,face
[132] opinion,section
[132] moms,lot
[132] lot,more
[132] ass,flaunt
[132] face,pushed
[132] pushed,baby

Top Word Pairs in Tweet in G5:
[10] dsipaint,again_jenn
[10] again_jenn,isthisthingon31
[10] isthisthingon31,happywife151
[10] egads_man,tunicornelius
[10] tunicornelius,mikeythefireman
[10] mikeythefireman,twister_ringer
[10] twister_ringer,xanadu297
[10] madams8n,jasonebeling
[10] samarasbritt,sass_political
[10] sass_political,cary_zeitlin

Top Word Pairs in Tweet in G6:
[18] inducing,labor
[18] pregnant,person
[17] re,doctor
[17] doctor,inducing
[17] labor,having
[17] having,section
[17] section,requires
[17] requires,remaining
[17] remaining,pregnant
[17] person,doesn

Top Word Pairs in Tweet in G7:
[89] 帝王切開の動画,4分
[89] 4分,expert
[89] expert,obstetrician
[89] obstetrician,section
[89] section,live
[89] live,mins
[89] mins,赤ちゃんが出てくるのはお腹を切り始めて数分
[89] 赤ちゃんが出てくるのはお腹を切り始めて数分,そこから
[88] syutoken_sanka,帝王切開の動画
[88] そこから,子宮や皮膚を縫って元

Top Word Pairs in Tweet in G8:
[84] wendyfry_,susan_hennessey
[84] susan_hennessey,hurts
[84] hurts,heart
[84] heart,cried
[84] cried,separated
[84] separated,baby
[84] baby,mere
[84] mere,hours
[83] gullywasher,wendyfry_

Top Word Pairs in Tweet in G9:
[42] mothers,birth
[42] birth,complications
[42] complications,such
[42] such,hemorrhage
[42] hemorrhage,infection
[42] infection,organ
[42] organ,injury
[42] injury,three
[42] three,times
[42] times,more

Top Word Pairs in Tweet in G10:
[29] free,#review
[29] #review,peripheral
[29] peripheral,#nerveblocks
[29] #nerveblocks,#cesarean
[29] #cesarean,delivery
[29] delivery,#analgesia
[29] #analgesia,#paravertebral
[29] #paravertebral,#tap
[29] #tap,#ql
[29] #ql,#iliohypogastric

Top Replied-To
Top Replied-To in Entire Graph:
@anne_theriault
@medialawprof
@curiouserly_
@namshine
@michjak
@ghonetv
@thatpoetclem
@stephbeautiful
@jmoosman
@sbmpediatrics

Top Replied-To in G1:
@anne_theriault
@namshine
@vivianglick
@jenhope24
@1tsundere_child
@marawilson
@deseraestage
@nerdytal
@caolanm
@dm_clover

Top Replied-To in G3:
@medialawprof
@jmoosman
@teeluckycat
@irishnorsewoman
@artistgails

Top Replied-To in G4:
@curiouserly_
@frankyleannm
@prizziiia
@zoeyy227
@sameiboo18
@urroyaldopeness
@alysiamackk
@cheycook10
@jensengoode
@onlyanderson_

Top Replied-To in G5:
@prayingmrs
@owlfoxvt
@momoascrunchie
@summeroftokio
@bunnycandud
@liamdan36816827
@mwforhr
@drashsaleh
@truth_thumper
@rithcheng

Top Replied-To in G6:
@lilagracerose
@drstevejacobs
@leahntorres
@judyhaggerty1
@trumpcult_45
@bnuckols
@panofseamen
@perfektnicht

Top Replied-To in G8:
@wendyfry_

Top Replied-To in G9:
@michjak
@cesareanrates
@melissawongmd
@ava
@usnews

Top Replied-To in G10:
@emilysharpe
@rapmonline

Top Mentioned
Top Mentioned in Entire Graph:
@anne_theriault
@medialawprof
@curiouserly_
@llisakoby
@jmoosman
@frankyleannm
@syutoken_sanka
@susan_hennessey
@gullywasher
@wendyfry_

Top Mentioned in G1:
@anne_theriault
@marawilson
@namshine
@harrywatson1988
@s_insley_h
@r_a_barr
@alexandramilsom
@1tsundere_child
@literature_lady
@simplyjennifer

Top Mentioned in G2:
@muscwomenscare

Top Mentioned in G3:
@medialawprof
@llisakoby
@jmoosman
@drewmagary
@pheindel
@bonniesue65
@ec_kosters
@anne_theriault
@claudiakincaid
@haylesben

Top Mentioned in G4:
@curiouserly_
@frankyleannm
@mrs_j624
@sandandcities
@xoallyyyy
@assherlikay
@kendrakaewarden
@lisseeuh
@casidialaniz
@itsbobbijean96

Top Mentioned in G5:
@daxafina
@rapewhistle3
@coxeanne
@danime414
@lisabrenner2
@momoascrunchie
@cadoerfler
@janemarch888
@de_eramos
@downeyangel

Top Mentioned in G6:
@leahntorres
@grrnow
@paperfoxx
@crislabossiere
@downeyangel
@womenschoicean1
@pro_life_ancap
@dsipaint
@leftistkuk
@pixelprotectors

Top Mentioned in G7:
@syutoken_sanka

Top Mentioned in G8:
@susan_hennessey
@gullywasher
@wendyfry_
@medialawprof

Top Mentioned in G9:
@harvardchansph
@neel_shah
@ariadnelabs
@cesareanrates
@usnews
@ahrqnews
@perinatalqi
@mediatjc
@thelovelydoula
@contempobgyn

Top Mentioned in G10:
@rapmonline
@mfmagarwal
@limgrapes
@emilysharpe
@themetajournal
@ron_george
@mdorebaugh
@pittanes
@eschwenkmd
@iars_journals

Top Tweeters
Top Tweeters in Entire Graph:
@lifetechnology1
@leratomannya
@ginalawriw
@chipotletweets
@politicalhedge
@life_sciences_
@tempodotco
@backstorymom1
@paxnostrum
@ligayaloyola

Top Tweeters in G1:
@alizardx
@watermelondriia
@elknight20
@mechwarriorny
@geeoharee
@troublesomegabe
@samhainnight
@principia
@becs
@revivedsin

Top Tweeters in G2:
@lifetechnology1
@politicalhedge
@sofokleous10
@deedeeugly_
@tsikimabala
@ineedja_kadeeja
@__bhb__
@nofnews_ghana
@cheriflavour
@kyaxcheeks

Top Tweeters in G3:
@paxnostrum
@lisakbromley
@mayirmamay14
@eddarrell
@janiecestaton
@antipandemonium
@ken_crichlow
@zumaxy
@frecklesxx20
@arcticfox_am_i

Top Tweeters in G4:
@_moonferguson
@thatsmoni3__
@haleymonty
@x_yourfav
@drewskiii33
@mrsplugg
@runningg__arons
@katzxo_
@dosesofcynae
@seasonedhottake

Top Tweeters in G5:
@mwforhr
@michellmybell1
@davestewart4444
@lalanamour
@mirandadied4u
@sariel2005
@zalphaprime
@nra_tacobowl_ms
@jackiebarbosa
@standbackup2

Top Tweeters in G6:
@kevincarson1
@csra_prsn
@lisawinslow
@davequast
@deirdriu
@kathleenwoodw17
@radcrochetqueer
@nikasnook
@mhpoison1
@realjammur

Top Tweeters in G7:
@ruuki0
@subarashitea
@_50px
@imam_non
@tomotyaaahn
@8mmtn
@mymy9627
@dmt0ds
@drastic_takane
@kurotasousuke

Top Tweeters in G8:
@ligayaloyola
@marthalynneowe1
@betterw05759703
@jambie61
@18diannem
@roxann_minerals
@idreamin4d
@tweetmalena
@cindyceemerson
@grracy

Top Tweeters in G9:
@backstorymom1
@cynicalvision50
@usnews
@monitor_ph
@khariahc
@desirreandrews
@margaretdudley1
@owntv
@scieducation1
@vincristine

Top Tweeters in G10:
@releaseteam
@ron_george
@armandoaburto
@maplesonf
@drcjohn
@manasigh
@pallopdr
@jamanetwork
@abelgavino
@ooscar_88


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