cesarean OR c-section, Twitter, 12/7/2019 8:10:04 AM, 218312


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cesarean OR c-section_2019-12-06_21-01-26.xlsx
cesarean OR c-section_2019-12-06_21-01-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2019
Short Description:
cesarean OR c-section via NodeXL http://bit.ly/2rlPP0k
@kgeee
@becccobain
@who
@abortionchat
@kzambon
@shrillandchill
@lilmotherhooker
@arjunjadhav_
@drjengunter
@catcherofbabies

Top hashtags:
#womenempowermentprogramsbybapuji
#southerncameroon
#westcameroon

Description:
Description
The graph represents a network of 6,033 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, 07 December 2019 at 05:03 UTC.

The requested start date was Saturday, 07 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, 10-hour, 51-minute period from Saturday, 30 November 2019 at 08:28 UTC to Thursday, 05 December 2019 at 19:19 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 : 6033
Unique Edges : 6683
Edges With Duplicates : 797
Total Edges : 7480
Number of Edge Types : 3
Tweet : 1172
Mentions : 5303
Replies to : 1005
Self-Loops : 1172
Reciprocated Vertex Pair Ratio : 0.00910027472527473
Reciprocated Edge Ratio : 0.0180364131359537
Connected Components : 1574
Single-Vertex Connected Components : 838
Maximum Vertices in a Connected Component : 1343
Maximum Edges in a Connected Component : 2810
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.39378
Graph Density : 0.000161495725762946
Modularity : 0.814272
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 6,033 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, 07 December 2019 at 05:03 UTC.

The requested start date was Saturday, 07 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, 10-hour, 51-minute period from Saturday, 30 November 2019 at 08:28 UTC to Thursday, 05 December 2019 at 19:19 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:
[246] https://twitter.com/_waleedshahid/status/1201888480223285249
[23] https://twitter.com/ioanmarcjones/status/1201842545724145664
[21] https://twitter.com/mdbuckley/status/1201839057652858882
[20] https://twitter.com/_sjpeace_/status/1201953257914085377
[19] https://roaring.earth/sloth-born-c-section/?utm_source=ofb&utm_medium=pa&utm_campaign=7208
[17] https://twitter.com/PoliticsJOE_UK/status/1201826927520161792
[14] https://www.insider.com/baby-pregnant-with-sibling-needed-c-section-fetus-in-fetu-2019-11
[14] https://people.com/sports/allyson-felix-breaks-usain-bolt-record-after-giving-birth/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article&utm_term=7331611
[12] https://twitter.com/darlingdevin/status/1201918379348488195
[11] https://twitter.com/politicsjoe_uk/status/1201826927520161792

Top URLs in Tweet in G1:
[91] https://twitter.com/_waleedshahid/status/1201888480223285249
[21] https://twitter.com/ioanmarcjones/status/1201842545724145664
[19] https://roaring.earth/sloth-born-c-section/?utm_source=ofb&utm_medium=pa&utm_campaign=7208
[14] https://www.insider.com/baby-pregnant-with-sibling-needed-c-section-fetus-in-fetu-2019-11
[14] https://twitter.com/_sjpeace_/status/1201953257914085377
[13] https://twitter.com/PoliticsJOE_UK/status/1201826927520161792
[8] https://twitter.com/darlingdevin/status/1201918379348488195
[7] https://twitter.com/kgeee/status/1201915702069858312
[6] https://twitter.com/yeehawyasokar/status/1200792716864569344
[6] https://twitter.com/politicsjoe_uk/status/1201826927520161792

Top URLs in Tweet in G3:
[2] https://twitter.com/themrsspear/status/1200491295527100416
[2] https://twitter.com/_waleedshahid/status/1201888480223285249
[2] https://twitter.com/mimithemama/status/1201184412563623937
[1] https://twitter.com/berniesanders/status/1173027398356545537

Top URLs in Tweet in G4:
[1] https://www.nbcsandiego.com/news/local/15-Ounce-Micro-Preemie-Raising-Awareness-for-Holiday-Blood-Donations-565622722.html

Top URLs in Tweet in G6:
[3] https://www.statnews.com/2017/04/11/birthing-center-how-to-pick/
[2] https://www.magzter.com/article/Fashion/Cosmopolitan/Why-C-Section-Rates-Are-Crazy-High
[2] https://www.hsph.harvard.edu/news/multimedia-article/csections-delivery-risk-podcast/?utm_source=Twitter&utm_medium=Social&utm_campaign=Chan-Twitter-General
[1] https://twitter.com/icddr_b/status/939111089106808833
[1] http://www.newyorker.com/tech/elements/video-unnecessary-cut
[1] https://twitter.com/Vilavaite/status/1129408278168002563
[1] https://www.self.com/story/black-pregnant-birth-plan
[1] http://bit.ly/1Z3A1TW

Top URLs in Tweet in G7:
[1] https://animalforum.net/maria-dachshund-pregnant

Top URLs in Tweet in G8:
[1] https://twitter.com/Public_Citizen/status/1201894644478545920
[1] https://twitter.com/KGeee/status/1201915702069858312

Top URLs in Tweet in G9:
[1] https://twitter.com/PoliticsJOE_UK/status/1201826927520161792

Top URLs in Tweet in G10:
[1] https://twitter.com/kgeee/status/1201915702069858312

Top Domains
Top Domains in Tweet in Entire Graph:
[516] twitter.com
[43] insider.com
[27] trib.al
[22] roaring.earth
[14] devdiscourse.com
[14] people.com
[13] timescolonist.com
[12] instagram.com
[10] inhalemama.com
[9] lww.com

Top Domains in Tweet in G1:
[265] twitter.com
[38] insider.com
[22] roaring.earth
[21] trib.al
[11] instagram.com
[10] inhalemama.com
[8] facebook.com
[7] co.uk
[7] blackamericaweb.com
[5] nih.gov

Top Domains in Tweet in G3:
[7] twitter.com

Top Domains in Tweet in G4:
[1] nbcsandiego.com

Top Domains in Tweet in G6:
[3] statnews.com
[2] twitter.com
[2] magzter.com
[2] harvard.edu
[1] newyorker.com
[1] self.com
[1] bit.ly

Top Domains in Tweet in G7:
[1] animalforum.net

Top Domains in Tweet in G8:
[2] twitter.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[48] womenempowermentprogramsbybapuji
[28] southerncameroon
[28] westcameroon
[17] mothernotpatient
[15] rhoa
[13] sunway
[12] chiefofreceipts
[11] cesarean
[10] pregnancy
[9] nhs



Top Hashtags in Tweet in G1:
[9] c
[6] birth
[4] womenempowermentprogramsbybapuji
[4] csection
[4] healing
[4] postnatal
[3] cesarean
[3] pregnancy
[2] study
[2] celiac

Top Hashtags in Tweet in G5:
[34] womenempowermentprogramsbybapuji
[1] आसारामजीबापू

Top Hashtags in Tweet in G6:
[4] twinsresearchaustralia
[2] maternalhealth
[1] enough
[1] lmics
[1] toomuch
[1] toolittle
[1] medthread
[1] tweetorial
[1] obanes
[1] israelanes19

Top Hashtags in Tweet in G8:
[1] medicareforall

Top Hashtags in Tweet in G9:
[1] medicareforall

Top Words
Top Words in Tweet in Entire Graph:
[2337] Words in Sentiment List#1: Positive
[3117] Words in Sentiment List#2: Negative
[37] Words in Sentiment List#3: Angry/Violent
[133514] Non-categorized Words
[138969] Total Words
[3421] section
[991] born
[960] baby
[726] daughter
[645] being

Top Words in Tweet in G1:
[840] section
[299] baby
[184] skin
[162] hold
[130] born
[124] 40
[117] birth
[94] pay
[93] cesarean
[86] emergency

Top Words in Tweet in G2:
[519] lerato
[518] today
[518] marks
[518] six
[518] years
[518] being
[518] mother
[518] daughter
[518] born
[518] 28th

Top Words in Tweet in G3:
[420] section
[403] mimithemama
[393] more
[393] especially
[393] right
[393] pushing
[393] going
[392] shakes
[392] before
[392] back

Top Words in Tweet in G4:
[211] giselle
[211] born
[211] nov
[211] 17
[211] weighing
[211] 15
[211] oz
[211] mom
[211] diagnosed
[211] hemolysis

Top Words in Tweet in G5:
[319] क
[267] ल
[190] मह
[159] न
[138] व
[111] म
[96] स
[80] sant
[80] asaram
[80] bapuji

Top Words in Tweet in G6:
[154] section
[125] cesarean
[101] impending
[99] averting
[95] hannahdahlen
[66] leaders
[65] world
[51] discussing
[47] surrounded
[47] 40

Top Words in Tweet in G7:
[148] maria
[148] dachshund
[148] forced
[148] breed
[148] paralyzed
[148] hips
[148] down
[148] breeders
[148] realized
[147] animal_forum

Top Words in Tweet in G8:
[137] ecmclaughlin
[133] watch
[133] give
[133] stat
[133] daughter
[133] breech
[133] head
[133] twisted
[133] under
[133] ribs

Top Words in Tweet in G9:
[114] section
[110] berniesanders
[95] wife
[92] cost
[89] parking
[88] laura_lape
[88] norway
[88] between
[88] 60
[88] 80

Top Words in Tweet in G10:
[115] section
[103] kgeee
[90] baby
[44] hours
[35] hospital
[34] nursery
[32] friendly
[29] emergency
[19] first
[18] formula

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[523] daughter,born
[519] 28th,november
[518] today,marks
[518] marks,six
[518] six,years
[518] years,being
[518] being,mother
[518] mother,daughter
[518] born,28th
[518] november,2013

Top Word Pairs in Tweet in G1:
[97] hold,baby
[92] baby,section
[82] emergency,section
[81] skin,skin
[63] skin,contact
[61] 40,hold
[50] baby,born
[46] section,scar
[41] needed,emergency
[40] sibling,needed

Top Word Pairs in Tweet in G2:
[518] today,marks
[518] marks,six
[518] six,years
[518] years,being
[518] being,mother
[518] mother,daughter
[518] daughter,born
[518] born,28th
[518] 28th,november
[518] november,2013

Top Word Pairs in Tweet in G3:
[392] more,shakes
[392] shakes,especially
[392] especially,right
[392] right,before
[392] before,pushing
[392] pushing,going
[392] going,back
[392] back,section
[391] mimithemama,more
[12] girl,due

Top Word Pairs in Tweet in G4:
[211] giselle,born
[211] born,nov
[211] nov,17
[211] 17,weighing
[211] weighing,15
[211] 15,oz
[211] oz,mom
[211] mom,diagnosed
[211] diagnosed,hemolysis
[211] hemolysis,elevated

Top Word Pairs in Tweet in G5:
[190] मह,ल
[80] sant,asaram
[80] asaram,bapuji
[80] bapuji,क
[80] क,मह
[80] ल,मण
[80] मण,डल
[80] डल,न
[77] न,जल
[77] जल,द

Top Word Pairs in Tweet in G6:
[111] cesarean,section
[100] impending,cesarean
[98] averting,impending
[51] discussing,averting
[47] surrounded,40
[47] 40,world
[47] world,leaders
[47] leaders,york
[47] york,bill
[47] bill,melinda

Top Word Pairs in Tweet in G7:
[148] maria,dachshund
[148] dachshund,forced
[148] forced,breed
[148] breed,paralyzed
[148] paralyzed,hips
[148] hips,down
[148] down,breeders
[148] breeders,realized
[147] animal_forum,maria

Top Word Pairs in Tweet in G8:
[133] watch,give
[133] give,stat
[133] stat,daughter
[133] daughter,breech
[133] breech,head
[133] head,twisted
[133] twisted,under
[133] under,ribs
[133] ribs,37
[132] ecmclaughlin,watch

Top Word Pairs in Tweet in G9:
[89] wife,section
[88] laura_lape,berniesanders
[88] berniesanders,norway
[88] norway,cost
[88] cost,between
[88] between,60
[88] 60,80
[88] 80,parking
[88] parking,fees
[88] fees,wife

Top Word Pairs in Tweet in G10:
[29] baby,friendly
[25] emergency,section
[13] section,baby
[10] ambernoelle,kgeee
[9] hours,emergency
[9] kgeee,yep
[9] yep,discovered
[9] discovered,hard
[9] hard,way
[9] way,section

Top Replied-To
Top Replied-To in Entire Graph:
@kgeee
@_waleedshahid
@berniesanders
@sarahkliff
@drjengunter
@politicsjoe_uk
@cleclinicnews
@ambernoelle
@pghobgyn
@cruzanchoklate

Top Replied-To in G3:
@2cadenas_
@_andrealizc
@_kelsiehoward
@mimithemama
@__vanessapuente
@cindysanchezz
@ashhmunkers
@sunshinee_69

Top Replied-To in G5:
@diwedisharda
@satguruprem
@yssmumbaithane
@asarambapuji
@niranjanraiocl1
@narayan_hari07
@imajeetdwivedi
@ysssamastipur
@vartikaom
@pundhir_nitin

Top Replied-To in G6:
@catcherofbabies
@drjengunter
@kirstiemallsopp
@drsdeg
@aribindi
@kbqwrites
@jenkwok
@pmc276
@sheena_byrom
@esotologist

Top Replied-To in G8:
@ecmclaughlin
@public_citizen

Top Replied-To in G9:
@berniesanders
@decafdoggo
@laura_lape
@chuckcredoiv
@treywimberly1
@redsplanet1
@ungattogrande

Top Replied-To in G10:
@kgeee
@ambernoelle
@drjengunter
@kiityc
@jessgrose
@iamksealsallers
@hcoster
@ruthofthesoil
@mnosalbuzak
@monamiejen

Top Mentioned
Top Mentioned in Entire Graph:
@precious_faith3
@mimithemama
@becccobain
@animal_forum
@ecmclaughlin
@kieran_hurley
@hannahdahlen
@berniesanders
@berghberghbergh
@laura_lape

Top Mentioned in G1:
@inhalemama
@lotusoak2
@fullonbaby
@radioblackon
@margalberto
@womens_womens
@drthomaspaul
@dressesdinosau1
@dmiracleshair
@deliverydrug

Top Mentioned in G2:
@precious_faith3

Top Mentioned in G3:
@mimithemama
@_andrealizc
@2cadenas_
@xyyymersi
@cindysanchezz
@doloresmariie
@tokepraylove

Top Mentioned in G4:
@becccobain

Top Mentioned in G5:
@asarambapuji
@ashramblr
@ashramgoregaon
@ashramjodhpur
@ashramharidwar
@amdashram
@mumgzb
@ashramgzb
@ashramsgr
@bapujismamatha

Top Mentioned in G6:
@hannahdahlen
@gatesfoundation
@world_midwives
@world
@drjengunter
@neel_shah
@leepyne
@writingblock
@who
@proflindasweet

Top Mentioned in G7:
@animal_forum
@becccobain

Top Mentioned in G8:
@ecmclaughlin
@britaineakin
@mistakeswerema3

Top Mentioned in G9:
@berniesanders
@berghberghbergh
@laura_lape
@vv4change
@artdecaderoo
@ronswanson660
@playboy_laker
@iomanfredy
@_let_love_lead
@korbenoneill

Top Mentioned in G10:
@kgeee
@ambernoelle
@jessgrose
@rhartholder
@kiityc
@nicholedobo
@elmartillo_77
@mnosalbuzak
@gwensnyderphl
@drjengunter

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@rathoregs726
@ez4u2say_janis
@independent
@jondknight
@isidormeyer1
@baarahk
@cruzanchoklate
@chander_hariom
@life_sciences_

Top Tweeters in G1:
@jondknight
@lawbibliophile
@cece_23spalding
@v_shakthi
@iii_means_free
@vancouversun
@spawnofmedusa
@cindydubee
@theprovince
@shaykaayy

Top Tweeters in G2:
@kvngkuti_
@masb_quik
@eweredavid
@tooyib
@kenedaddy
@1realkidd
@lulzin_thulzin
@tacoda00
@justolatunji
@ekowbarnes

Top Tweeters in G3:
@ccourrtneyy
@dejaplachta
@ohsnapitzjulaay
@_sociallychill
@ashl3ybrookee
@muvalola
@mel_coles14
@lilyeh13
@crystallyxoxo
@2cadenas_

Top Tweeters in G4:
@scribbledpages1
@donnacastel
@boriquagoddess
@jhwalz32
@biddergalore
@lauriemettier
@famdoc7
@ndh_j_m_f
@waybaby
@gracerohlf

Top Tweeters in G5:
@rathoregs726
@chander_hariom
@indianexpress
@arorakewl
@premshankar1965
@namitathakr70
@ipremprakash
@s_nisha7
@mkumar211
@rajverm57566198

Top Tweeters in G6:
@cosmopolitan
@drjengunter
@jennythem
@sheena_byrom
@pkelpe
@hazelklarkin
@meenakumari999
@selfmagazine
@zenandhopscotch
@newyorker

Top Tweeters in G7:
@carolynyadayada
@jamessemaj1220
@blubdha
@didifrench
@hoosercharles58
@gradyslady
@gyancita
@alexaadams12
@plumcomm
@ryl5858

Top Tweeters in G8:
@eddarrell
@rhiles2760
@artis_elemental
@jongupsthottie
@fangpusskins
@bpizano67
@hollaka_hollala
@gdirtydime
@sammysettanni
@pdacosta

Top Tweeters in G9:
@mannumellow
@vv4change
@lostcomposure
@_terribilis
@max_laguna
@lepsydo
@wangenstein
@leittedaniel
@mazin18
@zaiinabbb___

Top Tweeters in G10:
@watermelondriia
@frankentan
@pookietooth
@ms_peaceweaver
@datachick
@outofmyplanet
@conz
@clauserlotus
@moredena
@endofbellcurve


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