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cesarean OR c-section_2021-02-07_06-29-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 08, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3pX5oEV
@ctzebra
@kris_sacrebleu
@lauraseriously1
@ap
@lauree_lauralee
@cindyb1333
@cobbkitties
@sachikoko
@patinkinmandy
@leslielee327

Top hashtags:
#covid19
#cesarean
#smfm21
#vaccines
#csection
#neopapers
#citicbs

Description:
Description
The graph represents a network of 9,092 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 Sunday, 07 February 2021 at 14:36 UTC.

The requested start date was Friday, 05 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, 10-hour, 54-minute period from Friday, 22 January 2021 at 14:04 UTC to Friday, 05 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 : 9092
Unique Edges : 5122
Edges With Duplicates : 7910
Total Edges : 13032
Number of Edge Types : 5
Tweet : 2077
Replies to : 1755
Retweet : 3589
MentionsInRetweet : 3895
Mentions : 1716
Self-Loops : 2105
Reciprocated Vertex Pair Ratio : 0.0173476702508961
Reciprocated Edge Ratio : 0.0341037204058625
Connected Components : 2781
Single-Vertex Connected Components : 1384
Maximum Vertices in a Connected Component : 1148
Maximum Edges in a Connected Component : 2323
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 4.81547
Graph Density : 8.58504393398653E-05
Modularity : 0.598412
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 9,092 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 Sunday, 07 February 2021 at 14:36 UTC.

The requested start date was Friday, 05 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, 10-hour, 54-minute period from Friday, 22 January 2021 at 14:04 UTC to Friday, 05 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:
[74] https://twitter.com/leonardcowalski/status/1352048723895832576
[25] https://citinewsroom.com/2021/02/monkey-delivers-baby-through-c-section-at-kumasi-zoo-photos/
[25] https://www.dailystar.co.uk/showbiz/amy-schumer-praised-showing-cute-23419321
[22] https://mtws.posthaven.com/cesarean-births-should-be-avoided-if-possible-advice-from-shaykh-uthaymeen
[20] https://twitter.com/phillipnandez/status/1356218767697559556
[15] https://people.com/human-interest/mom-of-10-dies-covid-week-after-emergency-c-section-deliver-baby/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=600b4a05e8fa030001a3cca7
[14] https://www.dailymail.co.uk/news/article-9197847/Adorable-baby-gibbon-snuggles-blanket-born-C-section-Chinese-zoo.html?ito=social-twitter_mailonline
[12] https://www.dailystar.co.uk/showbiz/dani-dyer-felt-like-failure-23439697
[10] https://news.sky.com/story/amy-schumer-shares-naked-instagram-selfie-to-normalise-c-section-scars-left-after-pregnancy-12205310
[9] https://www.adomonline.com/monkey-delivered-of-a-baby-through-c-section-at-kumasi-zoo-photos/

Top URLs in Tweet in G1:
[70] https://twitter.com/leonardcowalski/status/1352048723895832576
[20] https://twitter.com/phillipnandez/status/1356218767697559556
[8] https://apple.news/AYOPfntlCQOmERBKwwUZj0g
[7] https://twitter.com/cannamomm/status/1354438724080312326
[7] https://musingsofawinsomeheart.blogspot.com/2019/03/manasseh-cesarean-sections-abortion.html
[6] https://twitter.com/beylegion/status/1355697591896461315
[6] https://www.glamour.com/story/amy-schumer-shared-a-photo-of-her-cute-c-section-scar-and-moms-are-loving-it
[5] https://people.com/human-interest/mom-of-10-dies-covid-week-after-emergency-c-section-deliver-baby/
[4] http://www.msn.com/en-us/music/celebrity/sc-mom-of-10-dies-from-covid-a-week-after-undergoing-emergency-c-section-to-deliver-her-baby/ar-BB1d0A8k?ocid=st
[4] https://twitter.com/sydneybattle/status/1357433358372925440

Top URLs in Tweet in G2:
[1] https://twitter.com/acyn/status/1356791749738328064

Top URLs in Tweet in G3:
[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://www.nlm.nih.gov/exhibition/cesarean/part1.html
[1] https://www.abc12.com/2021/01/18/mother-dies-from-covid-19-weeks-after-giving-birth-to-3rd-child/
[1] https://www.gofundme.com/f/shaw-family-memorial-fund
[1] https://www.wistv.com/2021/01/22/year-old-lexington-mother-children-dies-covid-/
[1] https://www.dignitymemorial.com/obituaries/columbia-sc/ashley-bennett-9992772
[1] https://www.dailymail.co.uk/news/article-8544075/Covid-19-mother-gave-birth-ventilator-dies-never-having-met-newborn-daughter.html
[1] https://twitter.com/SusanSchutte2/status/1353441720197758976

Top URLs in Tweet in G7:
[1] https://apnews.com/article/health-madison-us-news-wisconsin-coronavirus-pandemic-d79ec585736dc2aed6a78eb313f3e9b6?utm_source=Twitter&utm_campaign=SocialFlow&utm_medium=AP

Top URLs in Tweet in G8:
[1] https://www.jointcommission.org/resources/news-and-multimedia/news/2021/02/the-joint-commission-begins-public-reporting-for-two-hospital-perinatal-care-measures-in-2021/
[1] https://health.usnews.com/health-news/blogs/second-opinion/articles/2016-08-02/next-best-hospitals-for-childbirth
[1] https://twitter.com/greenjrnl/status/1357343831478312968
[1] https://twitter.com/NICHDPress/status/1354855776402034689
[1] https://www.usnews.com/news/healthiest-communities/articles/2019-10-07/whats-my-communitys-c-section-rate
[1] https://twitter.com/benharder/status/1356382705139785728
[1] https://twitter.com/aht_org/status/1356526392406646785
[1] https://www.parents.com/pregnancy/giving-birth/preparing-for-labor/what-to-expect-in-childbirth-classes/
[1] https://twitter.com/benharder/status/1356389013721145352
[1] https://www.obgproject.com/2018/08/29/acog-guidance-antibiotic-prophylaxis-during-labor-and-delivery/

Top URLs in Tweet in G9:
[1] https://healthcare.utah.edu/womenshealth/pregnancy-birth/preterm-birth/when-is-it-safe-to-deliver.php

Top URLs in Tweet in G10:
[2] https://www.youtube.com/watch?v=2TsKzpWBCUw&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[346] twitter.com
[122] co.uk
[45] people.com
[38] nih.gov
[26] citinewsroom.com
[22] posthaven.com
[17] youtube.com
[17] yahoo.com
[15] sky.com
[11] today.com

Top Domains in Tweet in G1:
[249] twitter.com
[36] co.uk
[34] nih.gov
[8] msn.com
[8] apple.news
[8] people.com
[8] blogspot.com
[6] yahoo.com
[6] glamour.com
[6] dailynewsgh.com

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

Top Domains in Tweet in G3:
[1] facebook.com
[1] nih.gov
[1] abc12.com
[1] gofundme.com
[1] wistv.com
[1] dignitymemorial.com
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G7:
[1] apnews.com

Top Domains in Tweet in G8:
[5] twitter.com
[2] usnews.com
[2] elsevierhealth.com
[1] jointcommission.org
[1] parents.com
[1] obgproject.com
[1] creogsovercoffee.com
[1] cesareanrates.org
[1] wiley.com

Top Domains in Tweet in G9:
[1] utah.edu

Top Domains in Tweet in G10:
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[345] covid19
[50] cesarean
[44] smfm21
[33] vaccines
[26] csection
[25] neopapers
[24] citicbs
[16] birth
[15] obgyn
[14] caesareansection



Top Hashtags in Tweet in G1:
[25] neopapers
[11] cesarean
[9] csection
[8] birth
[8] ask_doctors
[7] obgyn
[7] pregnancy
[6] unexpectedtlc
[6] amyschumer
[5] childbirth

Top Hashtags in Tweet in G2:
[1] trumpcrimefamily
[1] donthecon

Top Hashtags in Tweet in G3:
[332] covid19
[3] medievaltwitter
[3] covid_19
[3] yestonocovid
[3] nocovid
[2] covid
[1] healthcareheroes
[1] nocovidday
[1] nocovideurope
[1] nocovidworld

Top Hashtags in Tweet in G4:
[3] sb19
[3] sb19_tilaluha_20kviews

Top Hashtags in Tweet in G7:
[2] covid19

Top Hashtags in Tweet in G8:
[43] smfm21
[16] cesarean
[9] misoprostol
[6] impsci
[4] maternalhealth
[4] txa
[4] meded
[4] iowa
[3] yaeleliner
[3] antibiotic

Top Hashtags in Tweet in G9:
[1] repression

Top Hashtags in Tweet in G10:
[1] penicillin
[1] hakuei
[1] 千聖
[1] o_jiro
[1] chiyu
[1] ぺにしりん
[1] ペニシリン
[1] はくえい
[1] ハクエイ
[1] はくえー

Top Words
Top Words in Tweet in Entire Graph:
[5782] section
[1439] baby
[1240] cesarean
[1033] emergency
[887] birth
[760] miss
[746] weâ
[619] being
[575] having
[487] born

Top Words in Tweet in G1:
[1362] section
[271] cesarean
[230] baby
[187] birth
[169] scar
[98] emergency
[91] amy
[89] lil
[88] schumer
[80] need

Top Words in Tweet in G2:
[736] miss
[726] weâ
[372] section
[371] kris_sacrebleu
[371] bamboo
[370] root
[370] canal
[368] yah
[368] ll
[368] having

Top Words in Tweet in G3:
[380] died
[347] ashley
[339] section
[332] #covid19
[331] ca
[328] ctzebra
[328] gornick
[328] gomez
[328] 30yo
[328] nurse

Top Words in Tweet in G4:
[213] ang
[211] a'tin
[211] ng
[211] sa
[211] buntis
[211] panganay
[210] kaloka
[210] matapos
[210] soft
[210] hours

Top Words in Tweet in G5:
[107] woman
[93] birth
[92] cesarean
[92] baby
[91] 1780
[91] before
[91] sections
[91] large
[91] pass
[91] canal

Top Words in Tweet in G6:
[120] friend
[120] delivery
[119] hello
[119] everyone
[119] emergency
[119] cesarean
[119] section
[119] baby
[119] born
[119] prematurely

Top Words in Tweet in G7:
[115] section
[112] ap
[112] first
[112] time
[112] wisconsin
[112] mother
[112] met
[112] baby
[112] delivered
[112] nearly

Top Words in Tweet in G8:
[75] cesarean
[52] rates
[43] #smfm21
[40] section
[36] rate
[36] mysmfm
[32] tjcommission
[31] hospitals
[26] today
[26] reporting

Top Words in Tweet in G9:
[40] section
[14] rantyamycurtis
[12] ttwi5ted
[9] drjengunter
[9] baby
[8] labor
[8] birth
[8] people
[7] abortion
[6] maestra_momma

Top Words in Tweet in G10:
[95] youtube
[95] hakuei
[95] birthday
[95] heart
[95] 16
[95] 2020
[95] section
[95] number53
[94] penicillin
[94] december

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[795] emergency,section
[434] cesarean,section
[374] canal,section
[373] root,canal
[373] section,bamboo
[372] ll,miss
[371] miss,having
[371] having,fucking
[371] fucking,root
[371] bamboo,shoved

Top Word Pairs in Tweet in G1:
[132] section,scar
[88] cesarean,section
[88] amy,schumer
[83] emergency,section
[59] need,section
[52] anything,youtube
[52] youtube,hmu
[51] hmu,need
[50] learn,anything
[49] lil,section

Top Word Pairs in Tweet in G2:
[370] root,canal
[370] canal,section
[370] section,bamboo
[368] ll,miss
[368] miss,having
[368] having,fucking
[368] fucking,root
[368] bamboo,shoved
[368] shoved,nailbeds
[368] nailbeds,being

Top Word Pairs in Tweet in G3:
[332] died,#covid19
[331] ca,died
[328] ashley,gornick
[328] gornick,gomez
[328] gomez,30yo
[328] 30yo,nurse
[328] nurse,nursing
[328] nursing,home
[328] home,nuys
[328] nuys,ca

Top Word Pairs in Tweet in G4:
[210] kaloka,a'tin
[210] a'tin,matapos
[210] matapos,ang
[210] ang,soft
[210] soft,hours
[210] hours,mga
[210] mga,kanta
[210] kanta,ng
[210] ng,sb19
[210] sb19,inihahantulad

Top Word Pairs in Tweet in G5:
[91] 1780,before
[91] before,cesarean
[91] cesarean,sections
[91] sections,baby
[91] baby,large
[91] large,pass
[91] pass,birth
[91] birth,canal
[91] canal,parts
[91] parts,pelvis

Top Word Pairs in Tweet in G6:
[119] hello,everyone
[119] everyone,friend
[119] friend,emergency
[119] emergency,delivery
[119] delivery,cesarean
[119] cesarean,section
[119] section,baby
[119] baby,born
[119] born,prematurely
[118] pjmxynjn,hello

Top Word Pairs in Tweet in G7:
[112] first,time
[112] time,wisconsin
[112] wisconsin,mother
[112] mother,met
[112] met,baby
[112] baby,delivered
[112] delivered,nearly
[112] nearly,three
[112] three,months
[112] months,ago

Top Word Pairs in Tweet in G8:
[21] section,rates
[19] cesarean,rates
[16] cesarean,delivery
[15] high,dose
[14] reporting,hospital
[14] long,time
[13] publicly,reporting
[13] mysmfm,#smfm21
[12] section,rate
[12] public,reporting

Top Word Pairs in Tweet in G9:
[9] rantyamycurtis,ttwi5ted
[4] drjengunter,gopleader
[4] gopleader,sensasse
[4] sensasse,marcorubio
[4] emergency,section
[3] ginnyscamander,guttmacher
[3] whole,lot
[3] hours,labor
[3] ttwi5ted,wife
[3] wife,didn

Top Word Pairs in Tweet in G10:
[95] hakuei,birthday
[94] penicillin,hakuei
[94] december,16
[94] 16,2020
[94] 2020,m1
[94] m1,section
[94] section,m2
[94] m2,number53
[93] penicillin_info,youtube
[89] birthday,live

Top Replied-To
Top Replied-To in Entire Graph:
@ijaadee
@leonardcowalski
@chrissyteigen
@aita_reddit
@kierstenbrunn
@cernovich
@chrissyfarr
@beylegion
@jawn_d0e
@genevievemitch

Top Replied-To in G1:

Top Replied-To in G2:
@kris_sacrebleu

Top Replied-To in G3:
@uberfacts
@rankesthearsay

Top Replied-To in G7:
@efi2nr

Top Replied-To in G8:
@benharder
@tjcommission
@mfmsperling
@fbwill_williams

Top Replied-To in G9:
@rantyamycurtis
@bethanyshondark
@maestra_momma
@lprochoiceradl
@basedhoopart
@xtspec
@robertgknowlton
@pdxdanean
@abbylcannon
@jennbinis

Top Mentioned
Top Mentioned in Entire Graph:
@kris_sacrebleu
@ctzebra
@jahbetis
@pjmxynjn
@ap
@penicillin_info
@cobbkitties
@ihuezemd
@yeolthe0ne
@baldilocks__

Top Mentioned in G1:
@dealsaffi
@alyzesam
@bashirkhattak
@southerngemgal
@jessie_misty
@brguest20
@bmcmedicine
@urgrlkc
@peconiclady
@mzstarrburst

Top Mentioned in G2:
@kris_sacrebleu
@barronibaloney
@wallisweaver

Top Mentioned in G3:
@ctzebra
@susanschutte2
@losttocovid
@monicamedhist
@mschmutzkind
@kris_sacrebleu
@cdcdirector
@cleavon_md
@realstevecox

Top Mentioned in G4:
@jahbetis
@sb19official

Top Mentioned in G5:
@ihuezemd
@mythandfact
@aproko_doctor
@likitankauye

Top Mentioned in G6:
@pjmxynjn

Top Mentioned in G7:
@ap
@ctzebra
@tcunterblast
@harmonicseries
@ap_europe

Top Mentioned in G8:
@mysmfm
@tjcommission
@benharder
@katybkoz
@pennldi
@pisce_ldi
@rebeccahammmd
@jcohenmd
@crobinsonmfm
@rsbeidas

Top Mentioned in G9:
@ttwi5ted
@drjengunter
@rantyamycurtis
@ginnyscamander
@gopleader
@maestra_momma
@sensasse
@marcorubio
@lliaelwynn
@virginia_house

Top Mentioned in G10:
@penicillin_info

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@tesco
@rashidaldosari
@dichristine
@robre62
@independent
@iwd12
@joleonbusby
@5fec93919a544d3
@andyvermaut

Top Tweeters in G1:
@andyvermaut
@pairsonnalitesn
@thedextazlab
@realmamaeagle
@ok_magazine
@johnapp63499667
@taa_stee
@southerngemgal
@aspiemum
@venusmantrap22

Top Tweeters in G2:
@kak089
@eykis
@sar_oso
@solusnan1
@breakingnewzman
@joanisparkles
@tartancobweb
@choclablover
@trumpgot2go
@boris3324

Top Tweeters in G3:
@dichristine
@b1e56df9ce6549f
@katcapps
@melissajpeltier
@lorettabower3
@viralvideovlogs
@klovesnature
@avonan
@vmbritsch
@persistentpengn

Top Tweeters in G4:
@jahstforu
@kenrenalo
@gitzshella
@jjahzzling_kt
@dontmindme_okay
@madame_kilay
@stellberrynette
@sejunized_atin
@elaiken_sb19
@pokmarusasb19

Top Tweeters in G5:
@officialudiboy
@nerdy_dami
@coveredinwords
@soguayodeji
@taiwasc
@harieson
@iammrzone
@small__madam
@janettalkss
@confessormissy

Top Tweeters in G6:
@elliments
@parksunghooning
@taehyungtrbl
@gguksbuns
@ksjxzzia
@omelajjk_yjw
@bwi9597
@monocatalyst
@lab9597
@kooluvsbot

Top Tweeters in G7:
@rashidaldosari
@robre62
@joleonbusby
@ken_crichlow
@rebellegrrl
@henjoeschmoe
@wkndgirl
@protectingterra
@dardar1126
@rockshrimp

Top Tweeters in G8:
@usnews
@robinpregnancy
@mountsinainyc
@dr_somyagupta
@drtomori
@methodisthosp
@drsuegross
@drsimpsonhsr
@theobgproject
@alemschulte

Top Tweeters in G9:
@physicsgeek
@rantyamycurtis
@drjengunter
@yashar
@jennbinis
@blackandgold43
@bethanyshondark
@ozgoofyprincess
@raiderute
@davehluchy

Top Tweeters in G10:
@s_mah
@_momokabi
@saya_ch6
@hiyorina
@masa_p_x_520
@jujang_j
@ame02080113
@yamandoll
@keikoami
@ageha_haduki


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