doula, Twitter, 3/12/2019 11:51:26 PM, 190108


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doula_2019-03-11_16-00-56.xlsx
doula_2019-03-11_16-00-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2019
Short Description:
doula via NodeXL http://bit.ly/2EZ0rFb
@affrinanabila
@collier
@beautifulnara
@helengrayibclc
@mike_devo
@doula_lisa
@jamilahlemieux
@amannikman
@nonazhar
@kkmputrajaya

Top hashtags:
#doula
#betterbirths
#jenis2alif
#kaunter
#birth
#pregnancy
#continuityofcarer

Description:
Description
The graph represents a network of 4,974 Twitter users whose tweets in the requested range contained "doula", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 11 March 2019 at 23:02 UTC.

The requested start date was Sunday, 10 March 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 9-day, 9-hour, 46-minute period from Thursday, 28 February 2019 at 15:13 UTC to Sunday, 10 March 2019 at 01:00 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 : 4974
Unique Edges : 6255
Edges With Duplicates : 3265
Total Edges : 9520
Number of Edge Types : 3
Replies to : 686
Mentions : 7373
Tweet : 1461
Self-Loops : 1461
Reciprocated Vertex Pair Ratio : 0.0408847184986595
Reciprocated Edge Ratio : 0.0785576303927882
Connected Components : 996
Single-Vertex Connected Components : 582
Maximum Vertices in a Connected Component : 1219
Maximum Edges in a Connected Component : 4724
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.367548
Graph Density : 0.000251134978906198
Modularity : 0.626224
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[116] https://www.mstar.com.my/lokal/semasa/2019/03/01/indonesia-nafi-doula
[22] https://DoulasofTroy.as.me/
[18] http://nymag.com/intelligencer/2019/03/new-yorks-medicaid-reimbursement-plan-for-doulas.html
[16] https://www.mstar.com.my/lokal/semasa/2019/03/01/indonesia-nafi-doula/
[14] https://www.mstar.com.my/lokal/viral/2019/02/25/klien-doula-kecewa
[14] https://amazingnara.com/doktor-pakar-dari-indonesia-gesa-kak-yat-mohon-maaf-malu-dikait-melatih-doula/
[13] https://twitter.com/patabounice/status/1101275529456562176
[12] https://www.amazon.com/Birth-Ambassadors-Re-Emergence-Woman-Supported-America/dp/1939807069
[12] https://m.facebook.com/story.php?story_fbid=408392886406401&id=1683349935239793
[11] https://www.cbsnews.com/amp/news/doula-explains-why-hospital-charged-parents-39-to-hold-newborn-baby-in-viral-post/

Top URLs in Tweet in G2:
[22] https://DoulasofTroy.as.me/
[12] https://www.amazon.com/Birth-Ambassadors-Re-Emergence-Woman-Supported-America/dp/1939807069
[8] https://www.mstar.com.my/lokal/semasa/2019/03/01/indonesia-nafi-doula
[6] https://www.usatoday.com/story/news/investigations/deadly-deliveries/2019/03/07/doulas-patient-advocates-and-other-resources-new-moms-and-dads/2593824002/
[6] https://twitter.com/benkling/status/1103717087808290816
[6] http://www.twittascope.com/?sign=7
[6] https://www.doulasoftroy.com/
[5] http://nymag.com/intelligencer/2019/03/new-yorks-medicaid-reimbursement-plan-for-doulas.html
[4] https://ohbulan.com/saya-kira-itu-tidak-benar-doktor-pakar-indonesia-nafi-latih-doula-hayati/
[4] https://twitter.com/collier/status/1102983157924745218

Top URLs in Tweet in G3:
[4] https://www.theguardian.com/society/2019/feb/14/the-importance-of-midwifery-units
[2] https://www.facebook.com/groups/maternityCoC/
[2] https://sli.do/
[1] https://twitter.com/JuliaCumberlege/status/1104110991934193665
[1] https://twitter.com/jenhock13/status/1104136091580297217
[1] https://twitter.com/matt_tagney/status/1101136315448545281
[1] https://twitter.com/NHS_Holmes/status/1103628848372109317
[1] https://twitter.com/MatVoicesGMEC/status/1103682353824710659
[1] https://twitter.com/Yanarichens/status/1104410189388750848
[1] https://twitter.com/WJR2013/status/1103691056875520000

Top URLs in Tweet in G4:
[9] http://nymag.com/intelligencer/2019/03/new-yorks-medicaid-reimbursement-plan-for-doulas.html
[4] https://www.vogue.com/projects/13549256/tewa-women-united-new-mexico/
[4] https://www.nbcnews.com/news/nbcblk/new-york-aims-give-low-income-pregnant-women-access-doulas-n973671
[3] http://nymag.com/intelligencer/2019/03/new-yorks-medicaid-reimbursement-plan-for-doulas.html?utm_source=tw
[2] https://www.facebook.com/donate/373647079854133/10100514941420148/
[2] https://twitter.com/collier/status/1102983157924745218
[1] https://connect.clickandpledge.com/Organization/doulaproject/Campaign/TheDoulaProject39246/
[1] https://www.bbc.com/news/stories-45666460
[1] https://www.vogue.com/projects/13549256/tewa-women-united-new-mexico/?mbid=social_onsite_twitter
[1] https://bit.ly/2VCP6kT

Top URLs in Tweet in G5:
[3] https://twitter.com/minc_rj/status/1103848013334753280
[3] https://www.youtube.com/watch?v=D8dTBAQML80&feature=youtu.be

[2] https://twitter.com/abdalafarah/status/1103619118035537921
[2] https://twitter.com/arielpalacios/status/1100772280928477184
[2] https://www.brasil247.com/pt/247/mundo/377461/Merkel-isola-Bolsonaro-e-diz-que-com-ele-n%C3%A3o-tem-acordo-comercial.htm
[2] http://www.youtube.com/watch?v=MHHadZS__jQ&feature=youtu.be&a

[1] https://twitter.com/savagefiction/status/1100930127230312449
[1] https://twitter.com/luiscvalois/status/1093860260257894401
[1] https://twitter.com/tatibertini/status/1101270993711042560
[1] https://twitter.com/abdalafarah/status/1101161183829200898

Top URLs in Tweet in G6:
[4] https://www.etsy.com/listing/687639741/just-doula-t-shirt-womens-doula-labor
[2] https://twitter.com/imanijanay7/status/1101241934016925696
[2] https://twitter.com/urhighness_love/status/1101614653728350208
[2] https://cash.me/$doula4aqueen
[1] https://wearyourvoicemag.com/health/abortion-doulas
[1] https://www.facebook.com/doula4aqueen/
[1] https://www.gofundme.com/doula-sponsorship-fund?pc=tw_u
[1] https://www.gofundme.com/doula-sponsorship-fund?u=21211810
[1] https://twitter.com/kela_tweetlove/status/1101634877496193024
[1] https://www.gofundme.com/doula-sponsorship-fund?utm_medium=email&utm_source=product&utm_campaign=p_email%2Bhtml_summary_donations

Top URLs in Tweet in G7:
[6] https://www.romper.com/p/black-doulas-ward-off-discrimination-in-the-birthing-suite-in-rompers-doula-diaries-13524652
[2] https://twitter.com/thatonebria/status/1101262005829332993
[1] https://www.huffpost.com/entry/why-we-need-more-black-doulas_l_5c6aff56e4b0b9cc78ff2b3f?ncid=engmodushpmg00000004
[1] https://twitter.com/HuffPost/status/1101234866098786306
[1] https://www.huffpost.com/entry/why-we-need-more-black-doulas_l_5c6aff56e4b0b9cc78ff2b3f?yo

Top URLs in Tweet in G8:
[99] https://www.mstar.com.my/lokal/semasa/2019/03/01/indonesia-nafi-doula
[13] https://www.mstar.com.my/lokal/viral/2019/02/25/klien-doula-kecewa

Top URLs in Tweet in G10:
[1] https://www.mstar.com.my/lokal/semasa/2019/03/01/indonesia-nafi-doula

Top Domains
Top Domains in Tweet in Entire Graph:
[294] twitter.com
[161] com.my
[108] instagram.com
[107] facebook.com
[68] inspiredbirthpro.com
[26] usatoday.com
[24] nymag.com
[23] as.me
[22] cbsnews.com
[21] youtube.com

Top Domains in Tweet in G2:
[71] facebook.com
[56] twitter.com
[50] instagram.com
[22] as.me
[21] usatoday.com
[19] ameblo.jp
[14] co.uk
[14] amazon.com
[12] com.my
[10] youtube.com

Top Domains in Tweet in G3:
[22] twitter.com
[4] facebook.com
[4] theguardian.com
[2] org.uk
[2] sli.do
[1] co.uk
[1] kathevans.com
[1] nhs.uk
[1] washingtonpost.com
[1] instagram.com

Top Domains in Tweet in G4:
[12] nymag.com
[5] vogue.com
[4] nbcnews.com
[2] facebook.com
[2] twitter.com
[1] clickandpledge.com
[1] bbc.com
[1] bit.ly
[1] babygaga.com
[1] instagram.com

Top Domains in Tweet in G5:
[92] twitter.com
[5] youtube.com
[2] brasil247.com
[2] com.br
[1] mulhernocinema.com
[1] dw.com
[1] theintercept.com
[1] publica.de

Top Domains in Tweet in G6:
[5] twitter.com
[4] etsy.com
[3] gofundme.com
[2] cash.me
[1] wearyourvoicemag.com
[1] facebook.com
[1] ow.ly

Top Domains in Tweet in G7:
[6] romper.com
[3] twitter.com
[2] huffpost.com

Top Domains in Tweet in G8:
[112] com.my

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[471] doula
[105] betterbirths
[103] jenis2alif
[103] kaunter
[97] birth
[55] pregnancy
[38] continuityofcarer
[38] childbirth
[36] gelakpetang
[32] iwd2019



Top Hashtags in Tweet in G2:
[120] doula
[42] birth
[31] pregnancy
[25] doulalife
[24] birthdoula
[17] troy
[17] troyny
[15] baby
[15] pregnancysupport
[15] albany

Top Hashtags in Tweet in G3:
[104] betterbirths
[38] continuityofcarer
[24] iwd2019
[20] bb3yo
[14] bb3y0
[12] matvoices
[12] mvp
[11] matexp
[9] materityvoicespartnerships
[9] continuity

Top Hashtags in Tweet in G4:
[13] doula
[8] birth
[7] thedoulaproject
[6] tewawomenunited
[6] beyondbirthwork
[4] internationalwomensday
[3] iwd19
[2] internationalwomensday2019
[2] birthjustice
[2] brooklyn

Top Hashtags in Tweet in G5:
[26] presidentelaranjanuncamais
[23] morobundamole
[12] reformanamaquinapublicaja
[12] bolsonaroimpeachment
[11] essareformanao
[11] impeachamentbolsonaro
[10] respeitaasminas
[8] 8m
[7] 8m2019
[6] diainternacionaldamulher

Top Hashtags in Tweet in G6:
[2] blackbirthsmatter
[2] payblackwomen
[2] internationwomensday
[1] internationalwomenday2019
[1] cashappfriday
[1] retweet
[1] amplify
[1] everymamamatters
[1] maternalhealth
[1] womenshistorymonth

Top Hashtags in Tweet in G7:
[1] blackmamasmatter

Top Hashtags in Tweet in G10:
[102] jenis2alif
[102] kaunter
[102] doula
[1] vaksin
[1] bumirata
[1] suamikudahboroi

Top Words
Top Words in Tweet in Entire Graph:
[2923] Words in Sentiment List#1: Positive
[1895] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[112422] Non-categorized Words
[117241] Total Words
[3914] doula
[1503] semua
[895] 2
[842] curang
[842] kaunter

Top Words in Tweet in G1:
[1472] semua
[736] funny
[736] hadooo
[736] pasal
[736] curang
[736] kaunter
[736] bukak
[736] 2
[736] doula
[736] antivaksin

Top Words in Tweet in G2:
[733] doula
[149] birth
[53] up
[51] pregnancy
[46] s
[45] women
[45] want
[44] baby
[42] m
[40] ni

Top Words in Tweet in G3:
[232] doula_lisa
[132] dunkleybent
[126] yanarichens
[109] betterbirths
[105] natmatvoicesorg
[105] women
[104] humanisingbirth
[79] kathevans2
[78] juliacumberlege
[74] midwife_claire

Top Words in Tweet in G4:
[354] doula
[275] first
[274] program
[274] new
[274] collier
[266] s
[265] medicaid
[265] nymag
[264] pilot
[262] pregnant

Top Words in Tweet in G5:
[193] é
[177] minc_rj
[177] uma
[172] doula
[167] mulher
[160] merece
[158] lei
[158] toda
[151] parto
[144] minha

Top Words in Tweet in G6:
[173] doula
[132] t
[128] jamilahlemieux
[125] birth
[124] m
[121] first
[121] help
[121] baby
[120] girl
[118] world

Top Words in Tweet in G7:
[132] doula
[122] black
[94] lenaijackson
[92] women
[87] u
[87] s
[87] worst
[87] rate
[87] maternal
[87] mortality

Top Words in Tweet in G8:
[119] doula
[111] kkmputrajaya
[100] doktor
[99] isu
[99] indonesia
[99] tidak
[99] puas
[99] hati
[99] tuntut
[99] maaf

Top Words in Tweet in G9:
[113] black
[109] tayobero
[107] s
[106] hi
[106] m
[106] working
[106] birth
[106] love
[105] friends
[105] story

Top Words in Tweet in G10:
[411] isu
[103] 5
[103] ni
[102] ha
[102] terhibur
[102] dan
[102] padu
[102] terus
[102] dia
[102] sapu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[739] 2,doula
[738] semua,hadooo
[738] hadooo,pasal
[738] pasal,curang
[738] curang,kaunter
[738] kaunter,bukak
[738] bukak,2
[738] doula,antivaksin
[738] antivaksin,semua
[738] semua,keluar

Top Word Pairs in Tweet in G1:
[736] semua,hadooo
[736] hadooo,pasal
[736] pasal,curang
[736] curang,kaunter
[736] kaunter,bukak
[736] bukak,2
[736] 2,doula
[736] doula,antivaksin
[736] antivaksin,semua
[736] semua,keluar

Top Word Pairs in Tweet in G2:
[30] having,doula
[29] birth,doula
[29] hire,doula
[28] interested,having
[24] expectant,parents
[24] parents,want
[24] want,hire
[24] doula,designate
[24] designate,patient
[24] patient,advocate

Top Word Pairs in Tweet in G3:
[43] don,t
[29] yanarichens,midwife_claire
[28] kathevans2,dunkleybent
[27] kathevans2,doula_lisa
[26] lisasaysthis,malala
[26] malala,jessphillips
[26] jessphillips,jocoxfoundation
[26] jocoxfoundation,juliagillard
[26] juliagillard,pshutch01
[26] pshutch01,ipsosmori

Top Word Pairs in Tweet in G4:
[264] pilot,program
[258] first,piece
[258] piece,nymag
[258] nymag,ny
[258] ny,s
[258] s,new
[258] new,pilot
[258] program,gives
[258] gives,pregnant
[258] pregnant,medicaid

Top Word Pairs in Tweet in G5:
[158] toda,mulher
[158] mulher,merece
[147] uma,doula
[144] merece,uma
[137] sancionada,minha
[137] minha,lei
[137] lei,cria
[137] cria,programa
[137] programa,toda
[137] doula,objetivo

Top Word Pairs in Tweet in G6:
[118] first,birth
[117] m,packing
[117] packing,doula
[117] doula,bag
[117] bag,first
[117] birth,goes
[117] goes,well
[117] well,help
[117] help,welcome
[117] welcome,sweet

Top Word Pairs in Tweet in G7:
[87] u,s
[87] s,worst
[87] worst,rate
[87] rate,maternal
[87] maternal,mortality
[87] mortality,developed
[87] developed,world
[87] world,especially
[87] especially,black
[87] black,women

Top Word Pairs in Tweet in G8:
[99] isu,doula
[99] doula,doktor
[99] doktor,indonesia
[99] indonesia,tidak
[99] tidak,puas
[99] puas,hati
[99] hati,tuntut
[99] tuntut,maaf
[98] kkmputrajaya,isu
[13] bekas,pelanggan

Top Word Pairs in Tweet in G9:
[105] tayobero,hi
[105] hi,friends
[105] friends,m
[105] m,working
[105] working,story
[105] story,s
[105] s,give
[105] give,birth
[105] birth,black
[105] black,woman

Top Word Pairs in Tweet in G10:
[103] 5,isu
[102] ha,terhibur
[102] terhibur,dan
[102] dan,padu
[102] padu,5
[102] isu,terus
[102] terus,dia
[102] dia,sapu
[102] sapu,dlm
[102] dlm,video

Top Replied-To
Top Replied-To in Entire Graph:
@doula_lisa
@kathevans2
@humanisingbirth
@fiverr_doula
@whoseshoes
@jamilahlemieux
@bhammtnradio
@dunkleybent
@beautifuldoula
@benkling

Top Replied-To in G2:

Top Replied-To in G3:
@doula_lisa
@kathevans2
@humanisingbirth
@whoseshoes
@dunkleybent
@beautifuldoula
@thelegacyofleo
@jameslaja1
@natmatvoicesorg
@motherworldlyuk

Top Replied-To in G4:
@collier
@coryellen
@assemblytwright
@nygovcuomo
@shanegoldmacher
@messismaria
@kellie_a_mitch

Top Replied-To in G5:
@minc_rj
@chris_doula
@limabarbarela
@tatawerneck
@duascoisa
@hospicio_brasil
@zehdeabreu
@haddaddebochado
@paulojegues
@balladinblue

Top Replied-To in G6:
@jamilahlemieux
@collier
@hellotroubleaux
@lovemsholly

Top Replied-To in G7:
@capobianb
@sassye
@lenaijackson

Top Replied-To in G8:
@hafiz_david
@tnamrlmstqm
@kkmputrajaya
@rhysrazali
@ujennn

Top Replied-To in G9:
@tayobero
@wickdchiq

Top Replied-To in G10:
@haliza82
@ateynteyn

Top Mentioned
Top Mentioned in Entire Graph:
@affrinanabila
@collier
@nymag
@doula_lisa
@minc_rj
@dunkleybent
@jamilahlemieux
@yanarichens
@kkmputrajaya
@tayobero

Top Mentioned in G1:
@affrinanabila

Top Mentioned in G2:
@doulasoftroy
@stopiccnow
@zayanisol
@wahmworkspace
@bumptobabies
@__shambam
@envogue_shay

Top Mentioned in G3:
@doula_lisa
@dunkleybent
@yanarichens
@natmatvoicesorg
@humanisingbirth
@juliacumberlege
@midwife_claire
@marynewburn1
@kathevans2
@berksmaternity

Top Mentioned in G4:
@collier
@nymag
@thedoulaproject
@tewawomenunited
@childbirth
@intelligencer
@sassye
@ancientsong7
@swwomenslaw
@maggienyt

Top Mentioned in G5:
@minc_rj
@vivi_scans
@viniciusn1kolod
@youtube
@lolaescreva
@zdoficial
@flaviaol
@paulalavigne
@magaafropop
@patriciapillar

Top Mentioned in G6:
@jamilahlemieux
@femmefeministe
@hucnahs
@urhighness_love
@healthinherhue
@balbert3
@jasmoneyrecords
@deray
@sezinkoehler
@sassye

Top Mentioned in G7:
@lenaijackson
@sassye
@doccrearperry
@chanelporchia
@ancient
@nana_negrita
@aisha1908
@huffpost
@thedoulaproject
@ancientsong7

Top Mentioned in G8:
@kkmputrajaya

Top Mentioned in G9:
@tayobero
@jodiesjumpsuit
@_hudahassan
@denisepinto

Top Mentioned in G10:
@amannikman
@haliza82
@ngektsai
@ateynteyn
@kkmputrajaya

Top Tweeters
Top Tweeters in Entire Graph:
@blacktradelines
@the_news_diva
@rk70534
@diraholanda
@buletinmalaysia
@3rdrockhome
@politicalhedge
@bloggedbyrain
@radiorockpuro
@liamabat

Top Tweeters in G1:
@annurshahira_
@meranlee
@nrlftyaa
@alimalek295
@iyliafarhain
@amiraaahhhh_
@izzatxkhairul
@rabiaaatul_
@pudynzayn
@__umirxshrm

Top Tweeters in G2:
@blacktradelines
@buletinmalaysia
@3rdrockhome
@politicalhedge
@bloggedbyrain
@llinda91
@hedgely
@shawbri_
@thefake_mimi
@giveaway_plus

Top Tweeters in G3:
@washingtonpost
@giw
@sagefemmesb
@anniecoops
@kathevans2
@whoseshoes
@notrollergirl
@saphnasharonobe
@god_loves_women
@4adsthepoet

Top Tweeters in G4:
@rk70534
@lisakbromley
@kimvie
@kmontenegro
@msgegemarie
@roripierpont1
@freeandclear1
@teram323tere
@takinyera
@everyhumanknows

Top Tweeters in G5:
@diraholanda
@radiorockpuro
@liamabat
@viniciusn1kolod
@zehdeabreu
@estadao
@leitezzl
@veja
@andandrea
@carlagastal

Top Tweeters in G6:
@amaditalks
@realdawnsummers
@8thhousevenus
@adedapolinda
@moveprofphd
@mosthateddes__
@fairishgodmum
@jamilahlemieux
@randomjeweler
@bettyb00p00

Top Tweeters in G7:
@huffpost
@the3jsmom
@sincerelykahn
@brittanyalauren
@sordidjoy
@notthatroz
@dabreakradio
@sweetest_taboo_
@prettytrill33
@sisi_simply

Top Tweeters in G8:
@merpati_purple
@lambfaridnurdin
@faiz_rukia
@nasi_lemak_
@pijie118
@raramnasir
@zarynneameera
@umminoranisah
@dedelisme
@tantannnnnnnnnn

Top Tweeters in G9:
@moreandagain
@qweeniey
@lareinaife_
@shesthatgirrrl
@getoutthebox
@vvadaa_
@wickdchiq
@shansdoe
@muddybike
@bellabiceps

Top Tweeters in G10:
@mistaaimanvevo
@yusurisan
@frzwnmt
@thefxzlx
@faizalsulaiman
@lutfi_94
@ejattamall
@lelakionthego
@mhdizwanazmi
@iwaaann28


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