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cesarean OR c-section_2020-10-16_06-14-38.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 16, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3nWtQpl
@themedicaivideo
@neosxoul
@itsmedicalworld
@ldidnotknowthat
@msuneelkumar9
@stargazingdaisy
@kateracelis
@realdonaldtrump
@its_bulbul
@medical_healths

Top hashtags:
#texas
#covid19
#covid
#ascendingnayapakistan

Description:
Description
The graph represents a network of 9,101 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, 16 October 2020 at 13:18 UTC.

The requested start date was Friday, 16 October 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, 21-hour, 55-minute period from Monday, 05 October 2020 at 23:35 UTC to Thursday, 15 October 2020 at 21:30 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 : 9101
Unique Edges : 4459
Edges With Duplicates : 10209
Total Edges : 14668
Number of Edge Types : 5
Retweet : 4619
MentionsInRetweet : 5291
Tweet : 1343
Replies to : 1511
Mentions : 1904
Self-Loops : 1381
Reciprocated Vertex Pair Ratio : 0.0136189179150675
Reciprocated Edge Ratio : 0.0268718700378649
Connected Components : 2050
Single-Vertex Connected Components : 924
Maximum Vertices in a Connected Component : 1355
Maximum Edges in a Connected Component : 2717
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 2.97841
Graph Density : 9.88540083145072E-05
Modularity : 0.577661
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 9,101 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, 16 October 2020 at 13:18 UTC.

The requested start date was Friday, 16 October 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, 21-hour, 55-minute period from Monday, 05 October 2020 at 23:35 UTC to Thursday, 15 October 2020 at 21:30 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:
[12] https://twitter.com/neosxoul/status/1315551146195529728
[10] https://www.dailymail.co.uk/news/article-2781712/Drunk-doctor-C-section-death-British-mum-Anaesthetist-three-times-drink-drive-limit-wrongly-inserted-tube-causing-mother-suffer-heart-attack.html?ito=amp_twitter_share-top
[9] https://twitter.com/neosxoul/status/1315551150704406529
[9] https://www.thesun.co.uk/news/12877620/doc-killed-brit-mum-cesarean-over-drink-drive/?utm_medium=Social&utm_campaign=sunmaintwitter&utm_source=Twitter#Echobox=1602164771
[8] https://www.nottinghampost.com/news/local-news/queens-medical-centre-childbirth-wynter-4585207
[8] https://www.ncbi.nlm.nih.gov/pubmed/20478942
[8] https://twitter.com/onlineryn/status/1314025611447488514
[7] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2820%2931089-8&rc=0
[6] https://twitter.com/realDonaldTrump/status/1313445293912920064
[5] https://www.newsbreak.com/news/0XAXWbv4/man-sues-kentucky-hospital-for-12m-after-doctors-accidentally-performed-c-section-on-him?s=oldSite&ss=i2

Top URLs in Tweet in G1:
[1] https://twitter.com/10lettersdeep/status/1316019530460610562
[1] https://twitter.com/neosxoul/status/1315551150704406529
[1] https://www.npr.org/sections/health-shots/2014/02/20/280199498/doctors-urge-patience-and-longer-labor-to-reduce-c-sections
[1] https://twitter.com/theejaqc/status/1315752978251493376
[1] https://www.bostonglobe.com/magazine/2011/10/29/section-boom/Uq6YiseGIEziBXGuq19lFN/story.html?event=event25
[1] https://twitter.com/neosxoul/status/1315551146195529728

Top URLs in Tweet in G2:
[10] https://twitter.com/neosxoul/status/1315551146195529728
[8] https://twitter.com/onlineryn/status/1314025611447488514
[6] https://twitter.com/neosxoul/status/1315551150704406529
[5] https://twitter.com/realDonaldTrump/status/1313445293912920064
[4] https://www.amazon.com/Midwives-Vintage-Contemporaries-Chris-Bohjalian-ebook/dp/B000QCSAD6/ref=as_li_ss_tl?dchild=1&keywords=Midwives+by+Chris+Bohjalian.&qid=1584296607&sr=8-1&linkCode=sl1&tag=oprahsuggests-20&linkId=c9df720616a00a7f0605c41a69e7a45f&language=en_US
[3] https://sokodirectory.com/2020/10/nwh-mombasa-expands-services-to-include-operating/
[3] https://www.kinunplugged.com/c-section-awareness-month-8-epidural-attempts/
[3] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2820%2931089-8&rc=0
[3] https://twitter.com/neosxoul/status/1315703356049051648
[3] https://spitupandsitups.com/c-section-recovery-must-haves/

Top URLs in Tweet in G4:
[3] https://gf.me/u/y2rhx7
[2] https://www.theguardian.com/world/2020/apr/29/coronavirus-andrea-circle-bear-federal-prison-death
[1] https://abcnews4.com/news/local/musc-nurse-improving-after-giving-birth-to-twins-while-positive-with-covid-19
[1] https://www.samaritanfuneralhome.com/obituaries/Kimberly-David/#!/Obituary
[1] https://www.gofundme.com/f/wkzm4y-funeral-donations
[1] https://www.dailymail.co.uk/news/article-8544075/Covid-19-mother-gave-birth-ventilator-dies-never-having-met-newborn-daughter.html
[1] https://www.news4jax.com/news/local/2020/09/07/husband-mourns-wife-who-died-of-covid-19-after-giving-birth-to-son/?fbclid=IwAR3sZcu986VUAOcNZCD0iILsAygN-dLZuVfR04UKr0b1N6voZudEB7sEskc

Top URLs in Tweet in G9:
[3] https://my.clevelandclinic.org/patient-stories/409-surgery-removes-large-mass-on-babys-lung-before-birth
[1] https://consultqd.clevelandclinic.org/following-cesarean-delivery-postoperative-pain-affects-likelihood-of-in-hospital-breastfeeding/?utm_medium=social&utm_source=twitter&utm_campaign=qd+tweets

Top URLs in Tweet in G10:
[1] https://twitter.com/CoxeAnne/status/1315151220693032961
[1] https://www.sciencemag.org/news/2020/10/eating-tiny-bit-mom-s-poop-could-give-c-section-babies-immune-primer

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[131] texas
[98] covid19
[26] covid
[26] ascendingnayapakistan
[22] pregnancy
[21] cesarean
[17] c
[15] florida
[14] 90dayfiancetheotherway
[13] birth



Top Hashtags in Tweet in G2:
[17] pregnancy
[16] c
[11] birth
[11] 90dayfiancetheotherway
[9] cesarean
[8] 90dayfiance
[8] healing
[8] postnatal
[7] csection
[7] vpdebate

Top Hashtags in Tweet in G4:
[131] texas
[95] covid19
[26] covid
[15] florida
[1] trumpkillsohio
[1] trumpknew
[1] rememberinnovember
[1] trumpkilltexans
[1] abortionismurder
[1] trumplies

Top Words
Top Words in Tweet in Entire Graph:
[4676] section
[2404] cesarean
[1613] anatomy
[1466] birth
[1029] neosxoul
[1001] baby
[992] ve
[977] told
[927] seen
[926] water

Top Words in Tweet in G1:
[1027] neosxoul
[993] section
[918] birth
[909] business
[904] water
[902] ve
[901] booming
[901] told
[900] easier
[899] faster

Top Words in Tweet in G2:
[912] section
[173] cesarean
[157] baby
[130] birth
[97] emergency
[85] ø
[83] having
[68] born
[66] iâ
[66] delivery

Top Words in Tweet in G3:
[863] themedicaivideo
[861] cesarean
[860] anatomy
[9] baby
[8] section
[6] check
[6] those
[6] little
[6] kicks
[6] seey

Top Words in Tweet in G4:
[278] realdonaldtrump
[237] cleavon_md
[236] pregnant
[216] 30
[159] months
[131] andrea
[131] circle
[131] bear
[131] locked
[131] drug

Top Words in Tweet in G5:
[341] section
[339] its_bulbul
[339] plan
[339] going
[339] ahead
[339] trial
[339] normal
[339] delivery
[339] time
[339] hell

Top Words in Tweet in G6:
[260] anatomy
[260] cesarean
[259] medical_healths

Top Words in Tweet in G7:
[256] cesarean
[252] itsmedicalworld
[249] anatomy
[7] mother
[7] room
[7] recovered
[7] following
[7] complications
[7] due
[7] section

Top Words in Tweet in G8:
[231] anatomy
[231] cesarean
[229] ldidnotknowthat

Top Words in Tweet in G9:
[244] weeks
[125] mass
[122] 27
[122] pregnancy
[122] adrianna
[122] learned
[122] baby
[122] life
[122] threatening
[122] lung

Top Words in Tweet in G10:
[41] section
[38] onlineryn
[19] baby
[17] cesarean
[15] abortion
[12] birth
[10] mother
[9] life
[9] itâ
[8] know

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1602] anatomy,cesarean
[904] water,birth
[902] section,business
[902] ve,told
[901] business,easier
[901] easier,faster
[900] booming,section
[900] faster,ve
[900] told,seen
[900] seen,water

Top Word Pairs in Tweet in G1:
[900] water,birth
[899] section,business
[899] business,easier
[898] booming,section
[898] easier,faster
[898] faster,ve
[898] ve,told
[898] told,seen
[898] seen,water
[897] neosxoul,booming

Top Word Pairs in Tweet in G2:
[90] emergency,section
[46] cesarean,section
[38] ø,ø
[34] ì,ì
[33] section,scar
[32] having,section
[28] ù,ø
[27] ø,ù
[23] section,baby
[20] born,section

Top Word Pairs in Tweet in G3:
[860] anatomy,cesarean
[857] themedicaivideo,anatomy
[6] check,those
[6] those,little
[6] little,kicks
[6] kicks,seey
[6] seey,section
[6] section,baby
[6] baby,born
[6] born,caul

Top Word Pairs in Tweet in G4:
[222] cleavon_md,realdonaldtrump
[155] months,pregnant
[131] 30,andrea
[131] andrea,circle
[131] circle,bear
[131] bear,months
[131] pregnant,locked
[131] locked,drug
[131] drug,charge
[131] charge,#texas

Top Word Pairs in Tweet in G5:
[339] plan,going
[339] going,ahead
[339] ahead,trial
[339] trial,normal
[339] normal,delivery
[339] delivery,time
[339] time,hell
[339] hell,bent
[339] bent,getting
[339] getting,section

Top Word Pairs in Tweet in G6:
[260] anatomy,cesarean
[259] medical_healths,anatomy

Top Word Pairs in Tweet in G7:
[249] anatomy,cesarean
[246] itsmedicalworld,anatomy
[7] mother,room
[7] room,recovered
[7] recovered,following
[7] following,complications
[7] complications,due
[7] due,cesarean
[7] cesarean,section
[7] section,dad's

Top Word Pairs in Tweet in G8:
[231] anatomy,cesarean
[229] ldidnotknowthat,anatomy

Top Word Pairs in Tweet in G9:
[122] 27,weeks
[122] weeks,pregnancy
[122] pregnancy,adrianna
[122] adrianna,learned
[122] learned,baby
[122] baby,life
[122] life,threatening
[122] threatening,mass
[122] mass,lung
[122] lung,ten

Top Word Pairs in Tweet in G10:
[5] called,section
[5] chargedbyspite,mynameiscdm
[5] mynameiscdm,onlineryn
[4] 21,weeks
[4] perform,cesarean
[4] onlineryn,know
[4] broganmc,chargedbyspite
[3] birth,section
[3] weeks,try
[3] try,keep

Top Replied-To
Top Replied-To in Entire Graph:
@neosxoul
@realdonaldtrump
@onlineryn
@revkatebottley
@tshi_nakanyane
@jenjuxtapose
@drjengunter
@mssakshinarula
@viiicctoriaaaa
@bouffantbecky

Top Replied-To in G1:
@neosxoul
@jenjuxtapose
@malexameen
@iamdavia
@phoebeblayne
@realangelaivana
@darnacle
@massivetoe
@angieabih
@peachesschalien

Top Replied-To in G2:

Top Replied-To in G3:
@teamsmallz1

Top Replied-To in G4:
@realdonaldtrump
@hkrassenstein
@drdavidsamadi
@opalwhiteley
@y_callie
@rothbard1776
@funder
@fireballlush
@caslernoel
@donsata36931844

Top Replied-To in G5:
@tweet_of_cobra

Top Replied-To in G10:
@onlineryn
@codenamebongo
@jgainsbourgh
@llavandulla
@broganmc
@mclogicness
@amberkfraley1
@rootdenied
@rayannd21
@rccurmudgeon

Top Mentioned
Top Mentioned in Entire Graph:
@neosxoul
@themedicaivideo
@its_bulbul
@realdonaldtrump
@medical_healths
@itsmedicalworld
@cleavon_md
@ldidnotknowthat
@jenjuxtapose
@cleclinicnews

Top Mentioned in G1:
@neosxoul
@jenjuxtapose
@theejaqc
@megdancee
@iamdavia
@earthmamaselah
@_jasmineyallen
@massivetoe
@darnacle
@kimdamaris323

Top Mentioned in G2:
@inhalemama
@isnoprincess
@dupeoladada
@2minmed
@shimmersing
@rinuraval

Top Mentioned in G3:
@themedicaivideo
@the_wheeknd

Top Mentioned in G4:
@realdonaldtrump
@cleavon_md
@susanschutte2
@meadowgood
@hkrassenstein
@grandma4all
@buffy0531
@cjtruth
@katiecaspermd
@govabbott

Top Mentioned in G5:
@its_bulbul
@sanatanistree
@rishisharmait

Top Mentioned in G6:
@medical_healths

Top Mentioned in G7:
@itsmedicalworld
@themedicaivideo

Top Mentioned in G8:
@ldidnotknowthat
@itsmedicalworld

Top Mentioned in G9:
@cleclinicnews
@clevelandclinic
@cleclinickids
@jenniferleaton
@cleclinicmd

Top Mentioned in G10:
@onlineryn
@mynameiscdm
@chargedbyspite
@mblaqfangirl
@chaoize
@tedcruz
@heather4amazon
@obianuju
@thatgiirl30
@theprolifetrain

Top Tweeters
Top Tweeters in Entire Graph:
@rlthingy
@dichristine
@rk70534
@hanna_demetria
@leratomannya
@janromes
@southwestair
@debilu2
@chantelldawnsny
@twillynavy246

Top Tweeters in G1:
@twillynavy246
@__georgieporgie
@blaaaaahhx3
@ohhsugaryouknow
@_jaylaaa
@cieranicole____
@mellowspicexo
@jesuisjai
@lex_orwhateva
@_petiteting

Top Tweeters in G2:
@leratomannya
@toicitiesnews
@_globalcareers
@charlee_buns
@v_shakthi
@aspiemum
@sokoanalyst
@__bhb__
@kellylmckevitt
@goygarland

Top Tweeters in G3:
@o_tunj
@kimmolee
@ellinadear
@theemarilee
@geminymph
@blessberrie
@eddygurll
@clucluxclan
@edingggg
@aaqilmurat

Top Tweeters in G4:
@dichristine
@geegeebythesea
@cnbsnana
@lorettabower3
@foxnews
@upchuck66
@viralvideovlogs
@laurahennesse11
@susankbradford
@jerri47

Top Tweeters in G5:
@_dharam_vir
@vinodshadija
@joshirakesh2004
@gurujeegayabh
@rajivnayan7
@hellboy300
@arunsharma2304
@mukeshparmar146
@visaradah
@jusclickme

Top Tweeters in G6:
@notnormancuizon
@sminaev2015
@mead_n_mjolnir
@thediscomonkey
@keeeyt_
@lonercat12
@aisyah019
@tsukishiloh
@mvk_budvk
@_djibraa

Top Tweeters in G7:
@lonsdaleslim
@ulisesabraham
@plentyyyyyyy
@princetogram
@shark_kenya
@landansl_sac
@mish_leah
@dvistrtl
@lakabyledetizi
@yamiladriaa

Top Tweeters in G8:
@250praveen
@ayamatmabrahm
@scepticalaussie
@nurulbalqis
@ayrshirebog
@isabel3harrison
@mirzadaniel0711
@wallyl4ever
@vilambaram
@fwordnuman

Top Tweeters in G9:
@janromes
@adunlea
@sampleatl
@tmmckinney777
@abeautifulpanda
@ondemanned216
@maryjanekeao
@mokong101
@barry_bargz
@parreshia

Top Tweeters in G10:
@eerookah
@johncusack
@abbaela_
@heather4amazon
@anderseigen
@tha_mikeb_show
@lorcadamon
@kettlepotsky
@thaily
@mblaqfangirl