cesarean OR c-section, Twitter, 10/23/2020 1:55:48 PM, 238568


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cesarean OR c-section_2020-10-23_06-14-38.xlsx
cesarean OR c-section_2020-10-23_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 23, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3kpv2zr
@neosxoul
@ash_kaashh
@derriqueen
@dre4mluvr
@theeotherlynn
@crispypunani
@its_bulbul
@the_bby__
@pomegranatecum
@medic_cosity

Top hashtags:
#90dayfiance
#endsars
#90dayfiancetheotherway
#microbiota
#texas

Description:
Description
The graph represents a network of 9,045 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, 23 October 2020 at 13:18 UTC.

The requested start date was Friday, 23 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 10-day, 21-hour, 7-minute period from Monday, 12 October 2020 at 02:53 UTC to Friday, 23 October 2020 at 00:00 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 : 9045
Unique Edges : 4506
Edges With Duplicates : 9736
Total Edges : 14242
Number of Edge Types : 5
Tweet : 1498
Retweet : 4413
MentionsInRetweet : 4966
Replies to : 1564
Mentions : 1801
Self-Loops : 1533
Reciprocated Vertex Pair Ratio : 0.0162211263950169
Reciprocated Edge Ratio : 0.0319244030136636
Connected Components : 2183
Single-Vertex Connected Components : 1024
Maximum Vertices in a Connected Component : 1933
Maximum Edges in a Connected Component : 4145
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.872494
Graph Density : 9.5730008857868E-05
Modularity : 0.5754
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 9,045 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, 23 October 2020 at 13:18 UTC.

The requested start date was Friday, 23 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 10-day, 21-hour, 7-minute period from Monday, 12 October 2020 at 02:53 UTC to Friday, 23 October 2020 at 00:00 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:
[22] https://people.com/pets/baby-gorilla-born-via-c-section-boston-zoo/?utm_campaign=peoplemagazine&utm_content=new&utm_medium=social&utm_source=twitter.com&utm_term=5f91ea684f522800015fcdef
[12] https://twitter.com/neosxoul/status/1315551146195529728
[9] https://lifewithfewgoodeggs.wordpress.com/2020/10/12/my-exciting-experience-with-c-section-how-to-prepare-for-it-and-recovery/
[9] https://twitter.com/ashleyyhickmann/status/1318243316367040512
[9] https://twitter.com/neosxoul/status/1315551150704406529
[8] https://twitter.com/MerriamWebster/status/1318208360978784256
[8] https://www.scarymommy.com/truths-c-section-mamas/?utm_content=buffer029fd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://twitter.com/martinwife2017/status/1317158196587450368
[5] https://www.wptv.com/news/world/baby-gorilla-born-by-c-section-at-zoo-in-boston
[5] https://www.amazon.com/dp/B08KYL1SYS

Top URLs in Tweet in G1:
[10] https://twitter.com/neosxoul/status/1315551146195529728
[9] https://twitter.com/ashleyyhickmann/status/1318243316367040512
[7] https://twitter.com/MerriamWebster/status/1318208360978784256
[6] https://twitter.com/neosxoul/status/1315551150704406529
[5] https://twitter.com/martinwife2017/status/1317158196587450368
[4] https://twitter.com/Martinwife2017/status/1317158196587450368
[3] https://twitter.com/neosxoul/status/1315703356049051648
[3] 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://twitter.com/chrlzmood/status/1317874112593682432
[3] https://www.smfm.org/publications/332-smfm-special-statement-checklist-for-thromboembolism-prophylaxis-after-cesarean-delivery

Top URLs in Tweet in G2:
[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 G7:
[3] https://www.dailymail.co.uk/news/article-8544075/Covid-19-mother-gave-birth-ventilator-dies-never-having-met-newborn-daughter.html
[2] https://www.theguardian.com/world/2020/apr/29/coronavirus-andrea-circle-bear-federal-prison-death
[2] https://www.goodmorningamerica.com/wellness/story/mom-died-due-covid-19-meets-newborn-son-71771513
[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
[1] https://www.samaritanfuneralhome.com/obituaries/Kimberly-David/#!/Obituary
[1] https://www.gofundme.com/f/wkzm4y-funeral-donations
[1] https://abcnews4.com/news/local/musc-nurse-improving-after-giving-birth-to-twins-while-positive-with-covid-19

Top URLs in Tweet in G8:
[1] https://www.nydailynews.com/news/national/ny-woman-arrested-protest-c-section-20201017-d5rr4rw2vzd4tms6tdokrkrjiy-story.html

Top URLs in Tweet in G9:
[3] https://www.motherjones.com/politics/2017/01/childbirth-injuries-prolapse-cesarean-section-natural-childbirth/
[1] https://twitter.com/SierraDeciduous/status/1317191829750767619
[1] https://www.karger.com/Article/Fulltext/365164

Top URLs in Tweet in G10:
[3] https://www.ajog.org/article/S0002-9378(20)30066-1/fulltext
[2] https://www.ajog.org/article/S0002-9378(20)30337-9/fulltext
[1] https://twitter.com/ron_george/status/1316943537339072512
[1] https://watermark.silverchair.com/20190600_0-00016.pdf?token=AQECAHi208BE49Ooan9kkhW_Ercy7Dm3ZL_9Cf3qfKAc485ysgAAAsIwggK-BgkqhkiG9w0BBwagggKvMIICqwIBADCCAqQGCSqGSIb3DQEHATAeBglghkgBZQMEAS4wEQQMRyL2hsqgo4CMfa9MAgEQgIICdeIiNJQfI8SA-WNZXW-x9GrUhQHYX0ujC5D22fE2EObsVcG5bXsi50oOacv6d9R_IC95qck4sXNyIqM7_TPoALwv2STtaJKbYXOGe4aRL0NqvumgipPJ0KwDnZ_K1NHIIXNVxmu636CedtqpBwykt6klzV4Udel20ptvzj0ZMMiElk_OqD4Nce2VtBLW-1BxkAC34mUWAcOJkIXLvCZcU72ZyGVN9pznGM2wvw6ZgPtOaaP9uhw5M2fnKZidq3LlZBpw2sleuj1WT4D3FvTaMeAIofTdAs1hDdIitCQHnGtTamVrtX-RAFDOUdYJ0HEOyogjVOFY3mUTLe74rOq_HXTikimxdbGuuTss7PaWwg7y6uf9Dp-DJyWTQdEWR4_TVn44YWzpLCM6rl29nVTu5efVE4sm4sYxfcXnY5qO4ZCjx8hSq77nYHPDMI8anDT34fe8MfuBU7eu3tHa4ROuP3lbP0pw5mU-MQsgd56ELct6DtC5najUwOpYm5AklNsKLrckbvlxBYZ1BjaBITQcq_NNgDnQoogF47YTCZksa9YWb93WVztfk4p2ulu5iovdrzVjeWZ0YLon3HTWOSXsp0niOc6IeZF9Bz-Fpos7um7hgLVhuml5TFPq8ImOLs_SekTRsh3JNsRqH1ECZhXF_b9sxenJco3ohIZDOvL0hxq_7KcX_EY9ArwyFk44YqYaNJp-3RbeOLAIpNLh4FDfUazCsrpteqXv1MbR4y4DbUI_3TOiQEjLsE7GC5vIgRTak9F7X8Ft_1bHhHJ29nlJX_-Xp_9bAgOKojbO-Zmr4foUvp6_fLBx6Wu_CoF1ErPYR2l9KM2y
[1] https://twitter.com/ron_george/status/1316947018963734528
[1] https://www.thieme-connect.com/products/ejournals/abstract/10.1055/s-0040-1718576
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https://link.springer.com/article/10.1007/s12630-020-01818-x

Top Domains
Top Domains in Tweet in Entire Graph:
[218] twitter.com
[32] youtube.com
[26] people.com
[20] co.uk
[17] inhalemama.com
[15] elsevierhealth.com
[11] amazon.com
[10] nih.gov
[9] wordpress.com
[9] the-scientist.com

Top Domains in Tweet in G1:
[159] twitter.com
[17] inhalemama.com
[12] youtube.com
[6] elsevierhealth.com
[6] nih.gov
[5] co.uk
[5] amazon.com
[5] instagram.com
[4] the-scientist.com
[3] bhaskar.com

Top Domains in Tweet in G2:
[4] twitter.com
[1] npr.org
[1] bostonglobe.com

Top Domains in Tweet in G7:
[3] co.uk
[2] theguardian.com
[2] goodmorningamerica.com
[1] news4jax.com
[1] samaritanfuneralhome.com
[1] gofundme.com
[1] abcnews4.com

Top Domains in Tweet in G8:
[1] nydailynews.com

Top Domains in Tweet in G9:
[3] motherjones.com
[1] twitter.com
[1] karger.com

Top Domains in Tweet in G10:
[5] ajog.org
[2] twitter.com
[1] silverchair.com
[1] thieme-connect.com
[1] springer.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[89] 90dayfiance
[85] endsars
[75] 90dayfiancetheotherway
[66] microbiota
[63] texas
[53] infants
[51] proof
[51] intestinal
[45] cesarean
[29] covid



Top Hashtags in Tweet in G1:
[62] 90dayfiance
[52] 90dayfiancetheotherway
[16] c
[10] pregnancy
[10] birth
[9] postnatal
[8] cesarean
[7] csection
[7] healing
[5] scar

Top Hashtags in Tweet in G7:
[63] texas
[29] covid
[21] covid19
[4] florida
[2] trumpkillsmoms
[1] rememberinnovember
[1] trumpkillsohio
[1] trumpknew
[1] trumpkillstennessee
[1] trump2020

Top Hashtags in Tweet in G10:
[23] cesarean
[15] ostheimer
[15] obanes
[14] medthread
[14] tweetorial
[14] soapam2020
[6] obgyn
[4] ga
[3] opioids
[3] endometrial

Top Words
Top Words in Tweet in Entire Graph:
[6021] section
[1530] birth
[1482] baby
[1308] cesarean
[1034] neosxoul
[998] ve
[989] told
[933] water
[929] seen
[924] easier

Top Words in Tweet in G1:
[1034] section
[211] baby
[198] cesarean
[126] birth
[114] emergency
[91] having
[79] born
[62] time
[62] #90dayfiance
[61] one

Top Words in Tweet in G2:
[1027] neosxoul
[996] section
[920] birth
[911] business
[906] water
[904] ve
[903] booming
[903] told
[901] easier
[901] faster

Top Words in Tweet in G3:
[449] section
[447] its_bulbul
[447] time
[447] getting
[446] plan
[446] going
[446] ahead
[446] trial
[446] normal
[446] delivery

Top Words in Tweet in G4:
[393] section
[392] imma
[392] baby
[392] nothing
[392] bout
[392] pussy
[391] dre4mluvr

Top Words in Tweet in G5:
[389] cesarean
[384] anatomy
[380] medic_cosity
[6] medical_healths
[5] rare
[5] video
[5] section
[5] newborn
[5] still
[5] inside

Top Words in Tweet in G6:
[385] section
[383] ash_kaashh
[311] scar
[311] isn
[310] actually
[310] drug
[310] smuggle
[310] gone
[310] wrong
[68] baby

Top Words in Tweet in G7:
[129] 30
[119] realdonaldtrump
[112] cleavon_md
[98] pregnant
[94] dead
[91] months
[63] andrea
[63] circle
[63] bear
[63] locked

Top Words in Tweet in G8:
[76] woman
[76] given
[76] weeks
[76] back
[75] missouri
[75] birth
[75] two
[75] hotly
[75] contested
[75] arrest

Top Words in Tweet in G9:
[21] section
[13] birth
[12] abortion
[7] woman
[6] child
[5] heather4amazon
[5] coxeanne
[5] sunsarataylor
[5] johncusack
[5] refusefascism

Top Words in Tweet in G10:
[177] placenta
[82] cesarean
[66] hysterectomy
[61] ajog_thegray
[60] blood
[59] minimizing
[59] surgical
[59] loss
[59] previa
[59] evidence

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[911] water,birth
[907] section,business
[906] business,easier
[906] easier,faster
[906] ve,told
[905] booming,section
[905] faster,ve
[905] told,seen
[905] seen,water
[904] neosxoul,booming

Top Word Pairs in Tweet in G1:
[97] emergency,section
[54] cesarean,section
[40] having,section
[31] section,baby
[25] section,scar
[25] give,birth
[23] born,section
[22] delivered,section
[21] cesarean,delivery
[21] #90dayfiance,#90dayfiancetheotherway

Top Word Pairs in Tweet in G2:
[902] water,birth
[901] section,business
[901] business,easier
[900] booming,section
[900] easier,faster
[900] faster,ve
[900] ve,told
[900] told,seen
[900] seen,water
[899] neosxoul,booming

Top Word Pairs in Tweet in G3:
[446] plan,going
[446] going,ahead
[446] ahead,trial
[446] trial,normal
[446] normal,delivery
[446] delivery,time
[446] time,hell
[446] hell,bent
[446] bent,getting
[446] getting,section

Top Word Pairs in Tweet in G4:
[392] imma,section
[392] section,baby
[392] baby,nothing
[392] nothing,bout
[392] bout,pussy
[391] dre4mluvr,imma

Top Word Pairs in Tweet in G5:
[384] anatomy,cesarean
[376] medic_cosity,anatomy
[6] medical_healths,anatomy
[5] rare,video
[5] video,cesarean
[5] cesarean,section
[5] section,newborn
[5] newborn,still
[5] still,inside
[5] inside,amniotic

Top Word Pairs in Tweet in G6:
[311] scar,isn
[310] isn,section
[310] section,actually
[310] actually,drug
[310] drug,smuggle
[310] smuggle,gone
[310] gone,wrong
[309] ash_kaashh,scar
[71] ash_kaashh,section
[68] section,baby

Top Word Pairs in Tweet in G7:
[106] cleavon_md,realdonaldtrump
[90] months,pregnant
[86] realdonaldtrump,dead
[63] dead,30
[63] 30,30
[63] 30,andrea
[63] andrea,circle
[63] circle,bear
[63] bear,months
[63] pregnant,locked

Top Word Pairs in Tweet in G8:
[75] missouri,woman
[75] woman,given
[75] given,birth
[75] birth,two
[75] two,weeks
[75] weeks,hotly
[75] hotly,contested
[75] contested,arrest
[75] arrest,wherein
[75] wherein,cop

Top Word Pairs in Tweet in G9:
[5] heather4amazon,coxeanne
[5] coxeanne,sunsarataylor
[5] sunsarataylor,johncusack
[5] johncusack,refusefascism
[3] birth,section
[2] mary_mary901,jmuilisntonsite
[2] jmuilisntonsite,feloneouscat
[2] feloneouscat,lisawinslow
[2] lisawinslow,maqart55
[2] maqart55,jojoalligator

Top Word Pairs in Tweet in G10:
[59] minimizing,surgical
[59] surgical,blood
[59] blood,loss
[59] loss,cesarean
[59] cesarean,hysterectomy
[59] hysterectomy,placenta
[59] placenta,previa
[59] previa,evidence
[59] evidence,placenta
[59] placenta,increta

Top Replied-To
Top Replied-To in Entire Graph:
@neosxoul
@purplemonkeyemy
@rvawonk
@pulte
@revkatebottley
@tshi_nakanyane
@90dayfiance
@viiicctoriaaaa
@jenjuxtapose
@ashleyyhickmann

Top Replied-To in G2:
@neosxoul
@jenjuxtapose
@iamdavia
@phoebeblayne
@datszb
@realangelaivana
@doughboii209
@darnacle
@massivetoe
@angieabih

Top Replied-To in G3:
@its_bulbul
@tweet_of_cobra

Top Replied-To in G6:
@ash_kaashh
@uziswhitetee

Top Replied-To in G7:
@realdonaldtrump
@caslernoel
@drdavidsamadi
@dfhappy
@amandavonriot
@donsata36931844
@thepackfive
@funder
@fireballlush
@burrningbrright

Top Replied-To in G8:
@ontheskrenf
@mskenman2008
@dawnkentucky
@marcia_sinclair
@bapt311
@lorettasueross

Top Replied-To in G9:
@spooky_mama13
@edmonddantes2
@lourdesovrall
@mary_mary901
@sierradeciduous
@amberkfraley1
@aprettyleaf
@hayzul_nut
@thetomtorrence
@obnoxiousfumes2

Top Replied-To in G10:
@nikunj21129
@imacuriosguy
@glsilvermanmd

Top Mentioned
Top Mentioned in Entire Graph:
@neosxoul
@its_bulbul
@dre4mluvr
@medic_cosity
@ash_kaashh
@realdonaldtrump
@cleavon_md
@crispypunani
@jenjuxtapose
@nydailynews

Top Mentioned in G1:
@inhalemama
@rinuraval
@joeythegreek1
@dracosrevenge
@shestheman
@fullonbaby

Top Mentioned in G2:
@neosxoul
@jenjuxtapose
@theejaqc
@megdancee
@iamdavia
@earthmamaselah
@_jasmineyallen
@emilyctrl_
@massivetoe
@ulovebri_

Top Mentioned in G3:
@its_bulbul
@sanatanistree
@rishisharmait

Top Mentioned in G4:
@dre4mluvr
@ash_kaashh

Top Mentioned in G5:
@medic_cosity
@medical_healths

Top Mentioned in G6:
@ash_kaashh
@uziswhitetee
@ricky40937044
@henrydel6
@neosxoul

Top Mentioned in G7:
@realdonaldtrump
@cleavon_md
@susanschutte2
@alanpattersonmd
@jasonmillerindc
@realcandaceo
@m_dicey
@govrondesantis
@govabbott
@potus

Top Mentioned in G8:
@nydailynews
@kamalaharris
@susanovans
@miryamlipper
@realdonaldtrump
@sendavidperdue
@catintexas1
@thehill
@hawleymo
@mirandaannet

Top Mentioned in G9:
@heather4amazon
@coxeanne
@sunsarataylor
@johncusack
@refusefascism
@tweettruth2me
@maqart55
@leo97894180
@emrazz
@ginnyscamander

Top Mentioned in G10:
@ajog_thegray
@imacuriosguy
@ron_george
@mfmsperling
@ruthi_landau
@amjperinatology
@jhelum8
@gforbes
@colinjmccartney
@carolynweiniger

Top Tweeters
Top Tweeters in Entire Graph:
@rlthingy
@jijmpel
@mr1738
@chantelldawnsny
@ulovevida
@twillynavy246
@stockguy61
@thehill
@_dharam_vir
@givemepie360

Top Tweeters in G1:
@ulovevida
@_globalcareers
@k0nnichiwaneko
@npazderski
@1feralkat
@__bhb__
@itsthebrandi
@cbs21news
@goygarland
@daily_record

Top Tweeters in G2:
@twillynavy246
@__georgieporgie
@blaaaaahhx3
@ohhsugaryouknow
@_jaylaaa
@cieranicole____
@mellowspicexo
@jesuisjai
@lex_orwhateva
@_petiteting

Top Tweeters in G3:
@_dharam_vir
@vinodshadija
@joshirakesh2004
@gurujeegayabh
@rajivnayan7
@hellboy300
@puravapakash
@arunsharma2304
@mukeshparmar146
@mamdhata

Top Tweeters in G4:
@_heyymal
@agnerissss
@heybri_
@demirve__
@deyonce131
@gyoumeis
@yarllz
@_andreasofiaa
@00kevin_
@theeotherlynn

Top Tweeters in G5:
@picochu89
@skeletonsensei
@ilikemaneyo
@nori_bukani
@thulani_dlamini
@lujan_pintos
@azhamvsvc
@__sihle
@alvarofrancogye
@chainshaftinc

Top Tweeters in G6:
@tito8ala
@musictaryn
@god_b0dy
@dosrivers
@tigolbitties01
@coach_miles_
@flowerrrrrrssss
@_lalak_
@ian_tweezy
@jaharha

Top Tweeters in G7:
@lorettabower3
@melodypuppydog
@detroit_rachel
@gingin21
@funder
@oldyella49
@hooplaoly
@tagsitqaf
@djtmentionsbot
@rddrg18

Top Tweeters in G8:
@thehill
@kmjeezy
@_griot_
@yoangel
@solomonmissouri
@mijomojo1
@iamsophianelson
@nydailynews
@akireshenri
@carrdiganbutton

Top Tweeters in G9:
@cbsnews
@davequast
@lisawinslow
@tweettruth2me
@bethanyshondark
@johncusack
@vento921
@heather4amazon
@feloneouscat
@paperfoxx

Top Tweeters in G10:
@evidencerobot
@gunillajovovich
@gforbes
@nikunj21129
@dramaldossary
@i_m_wat_i_am
@carolito83
@ddatta16
@ron_george
@shankaranjyothi


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