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doula_2021-10-29_06-34-21.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 29, 2021
Short Description:
doula via NodeXL https://bit.ly/3BvmQVY
@queen_finxa
@doulaschool
@carewomb
@yourtribefamil1
@kemimarie
@adjaacathy
@dopegirlfresh
@elhadjikandji1
@fati_bint_doula
@tashajfierce

Top hashtags:
#doula
#birth
#pregnancy
#breastfeeding
#doulas
#homebirth
#postpartum

Description:
Description
The graph represents a network of 4,565 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 Friday, 29 October 2021 at 13:38 UTC.

The requested start date was Friday, 29 October 2021 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 13-day, 23-hour, 51-minute period from Friday, 15 October 2021 at 00:08 UTC to Friday, 29 October 2021 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 : 4565
Unique Edges : 2683
Edges With Duplicates : 5098
Total Edges : 7781
Number of Edge Types : 5
Replies to : 995
Retweet : 2047
MentionsInRetweet : 2170
Mentions : 952
Tweet : 1617
Self-Loops : 1716
Reciprocated Vertex Pair Ratio : 0.0327958458595245
Reciprocated Edge Ratio : 0.0635088647790421
Connected Components : 1348
Single-Vertex Connected Components : 638
Maximum Vertices in a Connected Component : 890
Maximum Edges in a Connected Component : 1964
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.930586
Graph Density : 0.000181380449692964
Modularity : 0.530664
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,565 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 Friday, 29 October 2021 at 13:38 UTC.

The requested start date was Friday, 29 October 2021 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 13-day, 23-hour, 51-minute period from Friday, 15 October 2021 at 00:08 UTC to Friday, 29 October 2021 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 : doula
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://hello-doulaschool-ca.ck.page/6ea6542862
[20] https://www.instagram.com/accounts/login/
[14] http://www.twittascope.com/?sign=7
[9] http://goingwithgrace.com/trainingdetails/
[9] http://goingwithgrace.com/services/
[7] https://www.universe.com/events/doula-expo-by-mama-glow-tickets-S7BQFX
[7] https://docs.google.com/forms/d/e/1FAIpQLSfm-6h8Y3UqjeL73EpYpKWkf-RTPysbYsG8cFCoLDF58Uw3Kw/closedform
[7] https://lp.constantcontactpages.com/su/swh2KEY
[6] https://www.shutterstock.com/g/KenTackett?rid=178334466&utm_medium=email&utm_source=ctrbreferral-link
[6] https://www.bostonglobe.com/2021/10/13/magazine/heres-what-doulas-do-how-theyre-fighting-black-maternal-health/

Top URLs in Tweet in G1:
[14] https://www.instagram.com/accounts/login/
[14] http://www.twittascope.com/?sign=7
[4] https://www.irishtimes.com/life-and-style/health-family/parenting/why-are-some-couples-willing-to-spend-a-large-sum-on-a-doula-1.4693799
[3] https://www.adelaidenow.com.au/messenger/from-the-city-to-the-country-vote-now-for-south-australias-best-midwife-or-doula/news-story/da407c05711c24d99435fa7fad99c386
[3] https://twitter.com/kemimarie/status/1453450193022504964
[3] https://www.parir.co
[3] https://www.20minutos.es/salud/familia/laura-vidal-doula-el-duelo-por-la-perdida-de-un-animal-es-muy-incomprendido-porque-no-se-valida-el-dolor-4869576/
[2] https://dedoula.be/
[2] https://www.youtube.com/watch?v=UtCZ6Mct1yI

[2] https://twitter.com/queen_finxa/status/1450450321373900810

Top URLs in Tweet in G2:
[1] https://twitter.com/queen_finxa/status/1450450321373900810

Top URLs in Tweet in G3:
[1] https://twitter.com/talibndiolfuta/status/1453627637079986176
[1] https://twitter.com/salihateBihhh/status/1452419241219661827
[1] https://twitter.com/evapeulhbi/status/1450916728175796226
[1] https://twitter.com/mansour0610_/status/1448974030581739521

Top URLs in Tweet in G4:
[22] https://hello-doulaschool-ca.ck.page/6ea6542862
[3] https://doula.org.uk/introductory-workshop/
[2] http://www.pinterandmartin.radio/
[2] https://doula.org.uk/join-doula-uk/
[1] https://doulaschool.ca/prenatal-yoga-birth-doula/
[1] https://doulaschool.ca/product/burlington-doula-training/
[1] https://doulaschool.ca/guatemala-retreat/
[1] https://twitter.com/lunagiiselle/status/1449427763832635392
[1] https://twitter.com/samarasamone/status/1450875694796267520
[1] https://twitter.com/scottpalmer61/status/1450231596531990531

Top URLs in Tweet in G5:
[1] https://twitter.com/SavoirDuMonde/status/1449627646720102401
[1] https://twitter.com/Blogueur12/status/1451160466391277570

Top URLs in Tweet in G6:
[2] https://www.oursacredwisdom.com/sacred-series
[2] https://www.buymeacoffee.com/WombCareWomxn
[1] https://twitter.com/kemimarie/status/1291791904032489472
[1] https://www.wombcarewomxn.com/

Top URLs in Tweet in G7:
[7] https://lp.constantcontactpages.com/su/swh2KEY
[6] https://www.shutterstock.com/g/KenTackett?rid=178334466&utm_medium=email&utm_source=ctrbreferral-link
[5] https://stores.praeclaruspress.com/stock-images/?sort=newest
[4] https://www.news24.com/parent/family/am-i-saying-the-right-thing-heres-how-you-can-support-a-loved-one-who-has-lost-their-baby-20211018
[4] https://lp.constantcontactpages.com/su/KjsnSbC
[3] https://www.clubhouse.com/event/M841Dydb
[3] https://www.shutterstock.com/g/KenTackett/sets/237964172
[2] https://msmagazine.com/2021/10/06/black-maternal-health-build-back-better-biden-congress/?utm_source=twitter&utm_medium=social&utm_campaign=SocialWarfare
[2] https://stores.praeclaruspress.com/doula-holding-mothers-hand-while-on-birthing-ball/?ctk=294b2965-2947-4d54-8d63-c2f6f7d4cdc0&showHidden=true
[2] https://eol-doula.uk/liv-sauerteig-thinking-about-death/

Top URLs in Tweet in G8:
[1] https://twitter.com/lesbomothman/status/1452447456893997063

Top URLs in Tweet in G9:
[1] https://www.england.nhs.uk/publication/delivering-midwifery-continuity-of-carer-at-full-scale-guidance-21-22/
[1] https://twitter.com/EddyLaurie1/status/1240346693931057153
[1] https://twitter.com/sheena_byrom/status/1450825259528204289
[1] https://www.instagram.com/accounts/login/
[1] https://twitter.com/NPEU_Oxford/status/1439878465155747840

Top URLs in Tweet in G10:
[1] https://twitter.com/MJLD14/status/1452384685510758404

Top Domains
Top Domains in Tweet in Entire Graph:
[152] twitter.com
[133] inspiredbirthpro.com
[26] instagram.com
[22] ck.page
[18] goingwithgrace.com
[16] google.com
[16] mailchi.mp
[15] youtube.com
[14] twittascope.com
[12] 20minutos.es

Top Domains in Tweet in G1:
[65] twitter.com
[16] instagram.com
[14] twittascope.com
[6] youtube.com
[5] facebook.com
[4] irishtimes.com
[4] inquirer.com
[3] com.au
[3] delightedtodoula.com
[3] parir.co

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

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

Top Domains in Tweet in G4:
[22] ck.page
[5] org.uk
[3] doulaschool.ca
[3] twitter.com
[2] pinterandmartin.radio
[1] biz.site

Top Domains in Tweet in G5:
[2] twitter.com

Top Domains in Tweet in G6:
[2] oursacredwisdom.com
[2] buymeacoffee.com
[1] twitter.com
[1] wombcarewomxn.com

Top Domains in Tweet in G7:
[13] mailchi.mp
[11] constantcontactpages.com
[9] shutterstock.com
[7] praeclaruspress.com
[4] clubhouse.com
[4] news24.com
[4] eol-doula.uk
[2] ultipro.com
[2] msmagazine.com
[2] borders.com

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

Top Domains in Tweet in G9:
[3] twitter.com
[1] nhs.uk
[1] instagram.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[316] doula
[49] birth
[39] pregnancy
[32] breastfeeding
[28] doulas
[24] homebirth
[23] postpartum
[21] childbirth
[20] art
[18] midwife



Top Hashtags in Tweet in G1:
[47] doula
[15] pregnancy
[9] midwife
[9] newborn
[8] birth
[7] motherhood
[7] breastfeeding
[7] iamyourdoula
[7] homebirth
[6] baby

Top Hashtags in Tweet in G4:
[12] doula
[5] birth
[2] career
[2] yoga
[2] sbjn
[1] midwife
[1] canada
[1] prenatal
[1] doulacrush
[1] blackdoulas

Top Hashtags in Tweet in G5:
[7] mufc
[6] mali
[4] maroc
[4] aiglesdames
[2] guinée
[2] sénégal
[2] franc
[2] mentalhealthawareness
[2] food
[2] foodie

Top Hashtags in Tweet in G6:
[1] wombcarewomxn

Top Hashtags in Tweet in G7:
[67] doula
[26] birth
[22] breastfeeding
[20] art
[16] pregnancy
[16] doulasupport
[15] birthsupport
[13] postpartum
[13] labor
[13] lamazeclasses

Top Hashtags in Tweet in G9:
[1] mykindofweekend
[1] internationalpronounsday
[1] hellomynameis
[1] idecide

Top Words
Top Words in Tweet in Entire Graph:
[3597] doula
[654] need
[620] people
[570] certification
[552] pregnant
[546] looking
[527] births
[513] student
[504] hi
[504] queen_finxa

Top Words in Tweet in G1:
[739] doula
[90] birth
[57] more
[54] support
[52] eu
[47] #doula
[42] baby
[41] need
[40] uma
[39] one

Top Words in Tweet in G2:
[516] doula
[502] queen_finxa
[501] need
[497] hi
[497] guys
[497] student
[497] four
[497] births
[497] certification
[497] looking

Top Words in Tweet in G3:
[298] mouy
[165] mais
[152] nek
[151] comme
[150] était
[150] gars
[149] fois
[149] ga
[149] couple
[149] célibataire

Top Words in Tweet in G4:
[227] doula
[39] birth
[37] training
[25] program
[24] free
[23] guide
[22] certification
[21] more
[21] doulas
[18] info

Top Words in Tweet in G5:
[59] fati_bint_doula
[41] malparlage223
[26] syllabdallah
[17] amadouongoiba
[12] hassanebore2
[12] plus
[12] sa
[11] mais
[11] sont
[11] bibi052367575

Top Words in Tweet in G6:
[89] doula
[79] kemimarie
[65] postpartum
[64] take
[63] help
[63] fund
[63] find
[63] simple
[63] course
[63] become

Top Words in Tweet in G7:
[88] doula
[67] #doula
[58] art
[30] doulas
[28] praeclarus
[26] #birth
[22] birth
[22] #breastfeeding
[20] #art
[17] press

Top Words in Tweet in G8:
[49] cas
[48] entire
[48] episode
[47] know
[47] improved
[47] supernatural
[47] experience
[47] dedicated
[47] attending
[46] beefcakecastiel

Top Words in Tweet in G9:
[21] doula_lisa
[13] kellyphizacklea
[12] bwchboss
[12] victoriarm6
[11] _quinnanna
[10] ngozi_ediosagie
[7] user
[6] documentary
[6] ruthmw
[6] very

Top Words in Tweet in G10:
[144] ci
[50] xam
[49] modi
[49] sa
[48] lima
[48] jangue
[48] rekk
[48] kepp
[48] kou
[48] bokk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[509] pregnant,people
[503] doula,need
[500] student,doula
[499] hi,guys
[499] guys,student
[499] need,four
[499] four,births
[499] births,certification
[499] certification,looking
[499] looking,pregnant

Top Word Pairs in Tweet in G1:
[29] za,duh
[29] duh,ba
[29] ba,doi
[29] doi,bu
[29] bu,doula
[26] death,doula
[20] postpartum,doula
[20] uma,doula
[16] end,life
[15] birth,doula

Top Word Pairs in Tweet in G2:
[497] hi,guys
[497] guys,student
[497] student,doula
[497] doula,need
[497] need,four
[497] four,births
[497] births,certification
[497] certification,looking
[497] looking,pregnant
[497] pregnant,people

Top Word Pairs in Tweet in G3:
[149] fois,ga
[149] ga,nek
[149] nek,couple
[149] couple,mais
[149] mais,comme
[149] comme,était
[149] était,célibataire
[149] célibataire,gars
[149] gars,sert
[149] sert,rien

Top Word Pairs in Tweet in G4:
[26] doula,training
[20] program,guide
[18] free,program
[15] training,certification
[14] birth,doula
[12] info,doula
[11] more,info
[11] doula,uk
[10] guide,more
[9] having,another

Top Word Pairs in Tweet in G5:
[26] fati_bint_doula,malparlage223
[21] syllabdallah,fati_bint_doula
[10] malparlage223,fati_bint_doula
[9] hassanebore2,syllabdallah
[8] fati_bint_doula,artholain_m29
[8] artholain_m29,bibi052367575
[8] bibi052367575,luca_varan
[8] assitanfeli,trmistik
[7] amadouongoiba,fati_bint_doula
[7] luca_varan,fatimaa_diawara

Top Word Pairs in Tweet in G6:
[63] help,fund
[63] fund,find
[63] find,postpartum
[63] postpartum,doula
[63] doula,take
[63] take,simple
[63] simple,course
[63] course,become
[63] become,one
[63] one,great

Top Word Pairs in Tweet in G7:
[17] praeclarus,press
[15] #doula,#doulasupport
[13] ken,praeclaruspress
[13] #breastfeeding,#doula
[13] #doulasupport,#lamazeclasses
[13] #lamazeclasses,#birth
[13] #birth,#birthdoulatrainer
[13] #birthdoulatrainer,#postpartumtrainer
[13] #postpartumtrainer,#pregnancy
[13] #pregnancy,#birthingperson

Top Word Pairs in Tweet in G8:
[48] entire,episode
[47] know,improved
[47] improved,supernatural
[47] supernatural,experience
[47] experience,entire
[47] episode,dedicated
[47] dedicated,cas
[47] cas,attending
[46] beefcakecastiel,know
[31] doula,class

Top Word Pairs in Tweet in G9:
[11] _quinnanna,victoriarm6
[11] victoriarm6,doula_lisa
[11] doula_lisa,bwchboss
[10] bwchboss,ngozi_ediosagie
[10] kellyphizacklea,_quinnanna
[5] service,user
[5] user,voice
[4] feeling,very
[4] very,privileged
[4] privileged,appointed

Top Word Pairs in Tweet in G10:
[48] lima,ci
[48] ci,jangue
[48] jangue,rekk
[48] rekk,modi
[48] modi,kepp
[48] kepp,kou
[48] kou,bokk
[48] bokk,ci
[48] ci,tariqa
[48] tariqa,boumou

Top Replied-To
Top Replied-To in Entire Graph:
@fati_bint_doula
@amadouongoiba
@syllabdallah
@malparlage223
@dancingabc
@kellyphizacklea
@scottpalmer61
@doula__92
@kellyclarkson
@medinamicha

Top Replied-To in G1:
@tdnradio

Top Replied-To in G2:
@bonnienile
@queen_finxa

Top Replied-To in G3:
@arameshaky
@bingiewinkyg
@fatymah09
@mbaye_magui
@maa_gnagna
@dadzo94
@mr___jallow
@djitekhadim
@biiba_queen
@wedj_wedj

Top Replied-To in G4:
@scottpalmer61
@ambernoelle
@doulaschool
@__mjml
@candiedkams
@kayanarich
@thee__goddess__
@dahomydaddylouw
@mother_to_lee
@dopegirlfresh

Top Replied-To in G5:
@fati_bint_doula
@amadouongoiba
@syllabdallah
@malparlage223
@hassanebore2
@medecin_mali
@fah_bintou
@sehosogoba
@maliobf
@diallomoctar3

Top Replied-To in G7:
@emmadixon_eu
@lizzie_doula
@cormacrussell

Top Replied-To in G8:
@buckaroodiaz

Top Replied-To in G9:
@kellyphizacklea
@ruthmw
@juliette_ward
@doula_lisa
@midwivesrcm
@doula_kicki
@millihill
@heather_pw
@teppie
@sollunadoula

Top Replied-To in G10:
@ahmadashakurjr
@viirtualfatima
@babacar__dia
@fatima_bkhm
@talibndiolfuta
@africain_76310

Top Mentioned
Top Mentioned in Entire Graph:
@queen_finxa
@adjaacathy
@kemimarie
@darlenemacauley
@shakirahadianna
@mameabdou_cisse
@beefcakecastiel
@fati_bint_doula
@drbloomer
@tashajfierce

Top Mentioned in G1:
@amagiascensions
@annecohenwrites
@simply_crys
@imaginarymargo
@kindjeklein
@experiencedanny
@prince_usmane

Top Mentioned in G2:
@queen_finxa
@sihlenyakane
@bonolo_m_
@nwabo__

Top Mentioned in G3:
@adjaacathy
@sophiagueye2
@ya_ahmedd
@famananas
@siny_lo
@neufdeux922
@khalil_og1
@derdiarra
@dymafouiny
@sir_amares

Top Mentioned in G4:
@onlyinurdr3ams
@amazon_queenn
@mrsdoulaall
@scottpalmer61
@carinaeconjure
@whet
@missbeebright
@doulaschool
@doulauk
@queen_finxa

Top Mentioned in G5:
@fati_bint_doula
@malparlage223
@syllabdallah
@bibi052367575
@assitanfeli
@luca_varan
@fatimaa_diawara
@artholain_m29
@trmistik
@hassanebore2

Top Mentioned in G6:
@kemimarie
@carewomb

Top Mentioned in G7:
@sisterwebdoulas
@ucsfptbi
@livingwelldying
@chuloooo__
@birthjusticenow
@b
@jillgw
@thehealingdoula
@clubhouse
@cormacrussell

Top Mentioned in G8:
@beefcakecastiel
@lesbomothman

Top Mentioned in G9:
@doula_lisa
@bwchboss
@victoriarm6
@_quinnanna
@ngozi_ediosagie
@kellyphizacklea
@aliwrightobgyn
@teamcmido
@ruthmw
@nhsengland

Top Mentioned in G10:
@mameabdou_cisse
@khalidibnwalide
@docteur_emotion
@fofanazeyna1
@adjaacathy
@ya_ahmedd

Top Tweeters
Top Tweeters in Entire Graph:
@united
@gojira007x
@bloggedbyrain
@bob_stinson1234
@mr_luck07
@zeinobia
@jmhamiltonblog
@nailsncrowns
@indiaalmighty
@khuze_elikhulu

Top Tweeters in G1:
@bloggedbyrain
@highheelesquire
@bidsusa
@ellechanel
@alleybbee
@theayannashow
@cindyfsolomon
@giuliasntana
@quiara
@jeranieariel

Top Tweeters in G2:
@khuze_elikhulu
@penxenxe
@inpoco
@wheelsntoys
@thunderkitkat
@hlanyos
@_kingshadi
@malumdube
@aktion_hank
@glo_riah

Top Tweeters in G3:
@nabyleu
@khalil_og1
@zahraaaaa_d
@bingiewinkyg
@mc_evah
@baaymobreezy
@ahmadashakurjr
@migos_19
@valeriesama
@king_mbenga

Top Tweeters in G4:
@scarijuana
@blurbette
@pearlfectchassi
@aprilinoctober
@danniinicole7
@kayanarich
@kissie_beso
@aprilbreee
@whet
@samarasamone

Top Tweeters in G5:
@luca_varan
@le_brouteur
@itakedery
@austeiin
@elhadjikandji1
@malick_juf
@raissakassire
@manutd
@thechive
@nath_yamb

Top Tweeters in G6:
@whiskycavalier_
@waxladymiami
@jordynn_paige
@_ashleymorgan94
@pointlesss
@braceyaself_
@calmforinfinity
@cyreskenneth
@singerciani
@breegaloregyal

Top Tweeters in G7:
@lsjnews
@lil_litebright
@emmadixon_eu
@socialdesigncr1
@cormacrussell
@emmatfansite
@kathykastner
@krystalrnurse
@sampierce2020
@dyingmatters

Top Tweeters in G8:
@heddja
@caslfers
@bond_bts
@damsexual
@evilista
@cvermore
@ehs06702
@ravensandstars
@i_am_the_impala
@zevbaldwin

Top Tweeters in G9:
@bbcnews
@sheena_byrom
@nhsengland
@mkrettiwt
@midwivesrcm
@millihill
@livibutt
@bwchboss
@doulamaddie
@alisonbaum

Top Tweeters in G10:
@talibndiolfuta
@mamadoujohn1
@wonebaba
@twiinsaddict
@mouhamedfadilou
@ssaaliou_g
@bambiste_313
@opposant221
@cissyaya19
@muhammad_lamine