doula, Twitter, 9/24/2021 2:05:50 PM, 262759


FAQ | Problem?

doula_2021-09-24_06-34-21.xlsx
doula_2021-09-24_06-34-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 24, 2021
Short Description:
doula via NodeXL https://bit.ly/3zzdAz3
@lazimigilles
@nakamura
@washingtonpost
@thefamousartbr
@chloethegreat_
@bambakhadim
@doulaschool
@drkathrynmannix
@lizzie_doula
@shelley_doula

Top hashtags:
#doula
#midwife
#birth
#baby
#queensugar
#pregnancy
#giftidea
#doulas

Description:
Description
The graph represents a network of 4,493 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, 24 September 2021 at 13:45 UTC.

The requested start date was Friday, 24 September 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, 54-minute period from Friday, 10 September 2021 at 00:01 UTC to Thursday, 23 September 2021 at 23:56 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 : 4493
Unique Edges : 2794
Edges With Duplicates : 4563
Total Edges : 7357
Number of Edge Types : 5
Retweet : 1859
MentionsInRetweet : 2112
Tweet : 1618
Replies to : 904
Mentions : 864
Self-Loops : 1720
Reciprocated Vertex Pair Ratio : 0.0397694524495677
Reciprocated Edge Ratio : 0.0764966740576497
Connected Components : 1505
Single-Vertex Connected Components : 771
Maximum Vertices in a Connected Component : 179
Maximum Edges in a Connected Component : 357
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.210407
Graph Density : 0.000178768239265631
Modularity : 0.546791
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,493 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, 24 September 2021 at 13:45 UTC.

The requested start date was Friday, 24 September 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, 54-minute period from Friday, 10 September 2021 at 00:01 UTC to Thursday, 23 September 2021 at 23:56 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:
[150] https://matsugaoka-sango.com/doula-care/#top
[70] https://www.washingtonpost.com/lifestyle/style/the-long-five-minutes-abortion-doulas-bring-comfort-during-a-complicated-time/2017/11/27/c63f179c-9f04-11e7-8ea1-ed975285475e_story.html?utm_source=twitter&utm_medium=acq-nat&utm_campaign=runway-2021&utm_content=style-abortion-doulas-runway
[55] https://www.instagram.com/accounts/login/
[31] https://chloethedoula.wixsite.com/website
[14] http://www.twittascope.com/?sign=7
[13] https://doulaschool.ca/wp-content/uploads/2016/08/Doula-Training-Program-Guide_J2021-1.pdf
[13] https://billypenn.com/2021/09/13/traumatic-birth-pennsylvania-hospital-medicaid-doula-inequity-health-care/
[10] https://spectrumnews1.com/ca/la-west/health/2021/06/08/male-doula-helping-birth-process-for-black-moms
[9] https://www.forbes.com/sites/darrahbrustein/2021/09/13/how-one-woman-leveraged-her-training-as-a-birth-doula-into-fortune-10-maternal-health-strategy-advancing-health-equity/
[7] https://www.wunc.org/show/embodied-radio-show/2021-09-10/death-doula-dying-process-end-of-life-hospice-terminal-aging-afterlife

Top URLs in Tweet in G1:
[22] https://www.instagram.com/accounts/login/
[14] http://www.twittascope.com/?sign=7
[6] https://www.amazon.com/dp/B00IMPD3QI/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1
[6] https://www.forbes.com/sites/darrahbrustein/2021/09/13/how-one-woman-leveraged-her-training-as-a-birth-doula-into-fortune-10-maternal-health-strategy-advancing-health-equity/?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.shutterstock.com/g/KenTackett?rid=178334466&utm_medium=email&utm_source=ctrbreferral-link
[5] https://www.forbes.com/sites/darrahbrustein/2021/09/13/how-one-woman-leveraged-her-training-as-a-birth-doula-into-fortune-10-maternal-health-strategy-advancing-health-equity/
[5] https://stores.praeclaruspress.com/doula-art-bundle-september-2021/?ctk=7009b6d7-9d03-459b-a2ed-9fc57f1f10bd&showHidden=true
[4] https://twitter.com/xoxomj_/status/1438532285008076805
[4] http://www.northtexasgivingday.org/delightedtodoula/delightedtodoula
[4] https://lp.constantcontactpages.com/su/KNfhq9T

Top URLs in Tweet in G3:
[150] https://matsugaoka-sango.com/doula-care/#top

Top URLs in Tweet in G4:
[70] https://www.washingtonpost.com/lifestyle/style/the-long-five-minutes-abortion-doulas-bring-comfort-during-a-complicated-time/2017/11/27/c63f179c-9f04-11e7-8ea1-ed975285475e_story.html?utm_source=twitter&utm_medium=acq-nat&utm_campaign=runway-2021&utm_content=style-abortion-doulas-runway
[1] https://shoutoutatlanta.com/meet-park-cannon-state-representative-labor-doula/

Top URLs in Tweet in G5:
[4] https://eol-doula.uk/liv-sauerteig-thinking-about-death/
[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F746510088713284%2Fposts%2F4664414420256145%2F%3Fd%3Dn
[2] https://timeissliding.earth/
[1] https://twitter.com/livingwelldying/status/1439218544827318275
[1] https://twitter.com/Depheruk/status/1439617775811665925
[1] https://twitter.com/Liz_ORiordan/status/1440001280781524995
[1] https://twitter.com/livingwelldying/status/1441104951007006728
[1] https://twitter.com/apmjuniors/status/1436011521105010720
[1] https://twitter.com/liz_oriordan/status/1440001280781524995
[1] https://twitter.com/AnnettaMallon/status/1440707461904691209

Top URLs in Tweet in G7:
[1] https://twitter.com/kanebousso/status/1438835885383036932
[1] https://twitter.com/Awaaa_nd/status/1152565108301815814

Top URLs in Tweet in G8:
[13] https://doulaschool.ca/wp-content/uploads/2016/08/Doula-Training-Program-Guide_J2021-1.pdf
[4] https://doulaschool.ca/workshop-schedule/
[3] https://doula.org.uk/join-doula-uk/
[2] https://mailchi.mp/1e1ad645ce53/doula-training
[1] https://www.discoverbirth.com/birth-doula-services/
[1] https://www.birthrootstraining.com/when-survivors-give-birth
[1] https://twitter.com/laritsaaa/status/1438863483983048710
[1] https://twitter.com/Queerdotrash666/status/1438821298944331777
[1] https://hello-doulaschool-ca.ck.page/34b6e3a454
[1] https://doulaschool.ca/product/postpartum-training/

Top URLs in Tweet in G9:
[31] https://chloethedoula.wixsite.com/website
[2] https://twitter.com/chloethegreat_/status/1436451719819497482

Top URLs in Tweet in G10:
[2] https://www.dove.com/us/en/baby/more-from-baby-dove/about-baby-dove/black-birth-equity-fund.html
[1] https://www.dove.com/us/en/baby/black-birth-equity-fund-application.html?fbclid=IwAR085pB-zw98kA4alKRMM3VWJ1mUUGpnyaJaozverUR4BijgYk2Y6JEIKsI
[1] https://www.glamour.com/story/dove-is-launching-a-fund-to-help-close-the-gap-in-care-for-black-mothers
[1] https://essence.com/lifestyle/baby-dove-black-birth-equity-fund/

Top Domains
Top Domains in Tweet in Entire Graph:
[201] twitter.com
[150] matsugaoka-sango.com
[137] inspiredbirthpro.com
[76] washingtonpost.com
[62] instagram.com
[31] wixsite.com
[25] youtube.com
[19] doulaschool.ca
[18] forbes.com
[16] billypenn.com

Top Domains in Tweet in G1:
[94] twitter.com
[23] instagram.com
[15] haibunda.com
[14] forbes.com
[14] twittascope.com
[8] amazon.com
[7] youtube.com
[7] praeclaruspress.com
[6] northtexasgivingday.org
[6] shutterstock.com

Top Domains in Tweet in G3:
[150] matsugaoka-sango.com

Top Domains in Tweet in G4:
[70] washingtonpost.com
[1] shoutoutatlanta.com

Top Domains in Tweet in G5:
[22] twitter.com
[4] eol-doula.uk
[4] facebook.com
[2] timeissliding.earth

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G8:
[19] doulaschool.ca
[3] mailchi.mp
[3] org.uk
[2] twitter.com
[1] discoverbirth.com
[1] birthrootstraining.com
[1] ck.page
[1] mamanatural.com

Top Domains in Tweet in G9:
[31] wixsite.com
[2] twitter.com

Top Domains in Tweet in G10:
[3] dove.com
[1] glamour.com
[1] essence.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[280] doula
[57] midwife
[42] birth
[42] baby
[38] queensugar
[34] pregnancy
[33] giftidea
[27] doulas
[22] postpartum
[15] birthsupport



Top Hashtags in Tweet in G1:
[98] doula
[25] birth
[17] pregnancy
[17] queensugar
[14] midwife
[14] birthsupport
[13] art
[12] breastfeeding
[12] doulasupport
[12] doulaservices

Top Hashtags in Tweet in G5:
[8] endoflifedoulas
[2] worldfirstaidday
[2] worldalzheimersday
[2] wordsmatter
[2] resignkenny
[2] ableg
[2] todmorden
[1] community
[1] allankellehear
[1] toolate

Top Hashtags in Tweet in G7:
[1] ardy

Top Hashtags in Tweet in G8:
[10] doula
[4] doulatraining
[3] birthdoula
[3] postpartumdoula
[2] birth
[2] doulalife
[2] doulauk
[1] halifax
[1] novascotia
[1] birthwork

Top Hashtags in Tweet in G10:
[1] icymi

Top Words
Top Words in Tweet in Entire Graph:
[3419] doula
[504] birth
[375] death
[280] #doula
[235] more
[218] help
[208] people
[207] training
[196] doulas
[181] know

Top Words in Tweet in G1:
[855] doula
[153] birth
[98] #doula
[62] more
[60] one
[57] death
[51] health
[48] eu
[45] training
[44] black

Top Words in Tweet in G2:
[179] injonctions
[179] paradoxales
[179] faites
[179] aux
[179] femmes
[179] publication
[179] irina
[179] doula
[179] lille
[178] lazimigilles

Top Words in Tweet in G3:
[150] 中野区の他に
[150] 杉並区
[150] 港区
[150] 北区
[150] 江東区
[150] 新宿区
[150] 大田区にも似た支援事業があるらしい
[150] ちなみに
[150] 区によって額も条件も時間も違うっぽくて
[150] 双子とかだと支援が手厚いみたい

Top Words in Tweet in G4:
[78] doula
[70] washingtonpost
[70] inside
[70] clinic
[70] moral
[70] judgments
[70] fall
[70] away
[70] job
[70] hold

Top Words in Tweet in G5:
[24] livingwelldying
[21] lizzie_doula
[16] doula
[12] emmadixon_eu
[10] drkathrynmannix
[10] today
[10] life
[9] one
[8] #endoflifedoulas
[8] emmacclare

Top Words in Tweet in G6:
[75] extremely
[75] proud
[75] announce
[75] speaking
[75] locally
[75] panel
[75] discussion
[75] called
[75] chilling
[75] effect

Top Words in Tweet in G7:
[68] defal
[66] doula
[39] lou
[35] beug
[34] adouna
[34] bo
[34] meunalé
[34] sa
[34] bop
[34] koulay

Top Words in Tweet in G8:
[119] doula
[27] doulas
[27] need
[26] training
[23] more
[20] certification
[16] guide
[16] know
[15] program
[14] miaishereonline

Top Words in Tweet in G9:
[70] doula
[65] chloethegreat_
[37] baby
[36] having
[35] girl
[35] officially
[35] birth
[35] postpartum
[35] holla
[35] meeee

Top Words in Tweet in G10:
[91] doula
[64] 10
[44] dove
[37] care
[36] missbeebright
[34] jax
[33] postpartum
[33] right
[32] recommend
[32] taking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[255] death,doula
[180] injonctions,paradoxales
[180] paradoxales,faites
[180] faites,aux
[180] aux,femmes
[180] femmes,publication
[180] publication,irina
[180] irina,doula
[180] doula,lille
[178] lazimigilles,injonctions

Top Word Pairs in Tweet in G1:
[45] birth,doula
[37] death,doula
[22] maternal,health
[20] postpartum,doula
[20] doula,midwife
[18] one,woman
[18] woman,leveraged
[18] leveraged,training
[18] training,birth
[18] doula,fortune

Top Word Pairs in Tweet in G2:
[179] injonctions,paradoxales
[179] paradoxales,faites
[179] faites,aux
[179] aux,femmes
[179] femmes,publication
[179] publication,irina
[179] irina,doula
[179] doula,lille
[178] lazimigilles,injonctions

Top Word Pairs in Tweet in G3:
[150] 中野区の他に,杉並区
[150] 杉並区,港区
[150] 港区,北区
[150] 北区,江東区
[150] 江東区,新宿区
[150] 新宿区,大田区にも似た支援事業があるらしい
[150] 大田区にも似た支援事業があるらしい,ちなみに
[150] ちなみに,区によって額も条件も時間も違うっぽくて
[150] 区によって額も条件も時間も違うっぽくて,双子とかだと支援が手厚いみたい
[149] nakamura,中野区の他に

Top Word Pairs in Tweet in G4:
[70] inside,clinic
[70] clinic,moral
[70] moral,judgments
[70] judgments,fall
[70] fall,away
[70] away,doula
[70] doula,job
[70] job,hold
[70] hold,patient
[70] patient,hand

Top Word Pairs in Tweet in G5:
[6] uplifting,conversation
[6] conversation,today
[6] today,cormacrussell
[6] cormacrussell,keynote
[6] keynote,speaker
[6] speaker,prep
[6] prep,gathering
[6] gathering,#endoflifedoulas
[5] livingwelldying,uplifting
[5] #endoflifedoulas,octo

Top Word Pairs in Tweet in G6:
[75] extremely,proud
[75] proud,announce
[75] announce,speaking
[75] speaking,locally
[75] locally,panel
[75] panel,discussion
[75] discussion,called
[75] called,chilling
[75] chilling,effect
[75] effect,hosted

Top Word Pairs in Tweet in G7:
[34] adouna,bo
[34] bo,meunalé
[34] meunalé,sa
[34] sa,bop
[34] bop,koulay
[34] koulay,defal
[34] defal,doula
[34] doula,beug
[34] beug,defal
[34] defal,lou

Top Word Pairs in Tweet in G8:
[14] program,guide
[13] doula,training
[13] training,certification
[10] become,doula
[7] need,more
[7] doula,uk
[6] certification,process
[6] doula,journey
[6] labor,doula
[5] guide,more

Top Word Pairs in Tweet in G9:
[36] having,baby
[35] girl,officially
[35] officially,birth
[35] birth,postpartum
[35] postpartum,doula
[35] doula,having
[35] baby,holla
[35] holla,meeee
[34] chloethegreat_,girl
[31] hi,guys

Top Word Pairs in Tweet in G10:
[33] postpartum,doula
[32] doula,10
[32] 10,10
[32] 10,recommend
[32] recommend,doula
[32] doula,taking
[32] taking,care
[32] care,jax
[32] jax,making
[32] making,lunch

Top Replied-To
Top Replied-To in Entire Graph:
@helen_knott
@nathfinancas
@fati_bint_doula
@miaishereonline
@lilnasx
@livingwelldying
@yv000nne
@emmadixon_eu
@sassye
@truthvsagenda

Top Replied-To in G4:
@dremilyportermd
@washingtonpost
@surprisesparrow
@itosettimd_mba
@raysharradh

Top Replied-To in G5:
@livingwelldying
@emmadixon_eu
@lizzie_doula
@annettamallon
@thegriefgang
@depheruk
@drnadiachaudhri
@dyingwell_uk
@shayeganam
@shelley_doula

Top Replied-To in G7:
@bingiewinkyg
@orange_sn
@salihatebihhh
@c_moustaph
@alphiizi

Top Replied-To in G8:
@miaishereonline
@raejae_
@dannistackss
@lmansley
@omnivoyance
@daisymaebear1
@yaniebonnie
@naturallyj_
@whiskybaker
@cookiiemonroe

Top Replied-To in G9:
@thatdude_bruh
@chloethegreat_

Top Replied-To in G10:
@dove
@flywlkr
@elizabethslash
@xogjm3
@whitneymadueke
@goldinggirl617
@missbeebright

Top Mentioned
Top Mentioned in Entire Graph:
@lazimigilles
@nakamura
@thefamousartbr
@darlenemacauley
@washingtonpost
@chloethegreat_
@louisathelast
@dove
@missbeebright
@bambakhadim

Top Mentioned in G1:
@bonita_ki
@sonicubed
@kindjeklein
@kindralevonne
@vl_solution

Top Mentioned in G2:
@lazimigilles

Top Mentioned in G3:
@nakamura

Top Mentioned in G4:
@washingtonpost
@cannonfor58
@dremilyportermd
@itosettimd_mba

Top Mentioned in G5:
@lizzie_doula
@livingwelldying
@drkathrynmannix
@emmacclare
@msoperations
@cormacrussell
@gorgeousgregw
@guy_per
@emmadixon_eu
@ramnaslady

Top Mentioned in G6:
@thefamousartbr
@bindelj
@twisterfilm

Top Mentioned in G7:
@bambakhadim
@coumbae_
@bamba_ikfini
@ssalioudiop
@salihatebihhh
@orange_sn
@soxna_ameenah
@armanddieye
@coumbah_gs
@bingiewinkyg

Top Mentioned in G8:
@raejae_
@miaishereonline
@doulaschool
@vanessizzle_
@doulauk
@naturallyj_
@nidokwen
@tanyakambrose
@lmansley

Top Mentioned in G9:
@chloethegreat_
@acuityvisuals

Top Mentioned in G10:
@dove
@missbeebright
@blkmamasmatter
@ladysideshow

Top Tweeters
Top Tweeters in Entire Graph:
@matthewtwihard
@gocoo
@natransversal
@mr_stixx
@sddphoto
@jenkers_en
@lizditz
@cheezwitham
@viralvideovlogs
@twillynavy246

Top Tweeters in G1:
@matthewtwihard
@jenkers_en
@thedextazlab
@aprilinoctober
@avocalistsrival
@_thesydneya
@ronmc1
@tbher_
@britlovesquincy
@binkytoes

Top Tweeters in G2:
@ohmarsene
@lilibrinderbe
@bbddpp
@ciindeel_
@nounettee98
@renurene1
@jecoursjetombe
@tisseringendarm
@fievetaude
@memoiretrauma

Top Tweeters in G3:
@hasunoutena
@mayerling_mio
@zakuzamo
@love4seibu
@amane1735
@ametori_g
@twilightbluesky
@operadude
@tohkage3_10_
@nyon8284

Top Tweeters in G4:
@sddphoto
@lizditz
@cheezwitham
@rebellegrrl
@stlhd100
@washingtonpost
@eilonwy24
@gallerychapel
@dialogician
@sharonmwinner

Top Tweeters in G5:
@todayshow
@redfiddler
@emmadixon_eu
@susanda40941714
@cormacrussell
@liz_oriordan
@lgoodbu
@louiebfree
@emmatfansite
@desouzarn

Top Tweeters in G6:
@portraitinflesh
@zeno001
@gencritgreen
@pinkichiban
@seonaidsnail
@gillgreeny
@fatblackcatspaw
@michael_aw77
@conviction19c
@aibagawa

Top Tweeters in G7:
@c_moustaph
@bingiewinkyg
@aly_bichri
@peutilaye
@adjannandeye
@mcarthyy_
@thionizi
@diabamd
@pydiouf1
@ssoukeynaa

Top Tweeters in G8:
@fowlazule
@raejae_
@dannistackss
@crownedroyal90
@mariachooch
@lifeaskenn
@ang3l0nline
@callmelboogie
@koyaboya
@tanyakambrose

Top Tweeters in G9:
@cashmere_wuds
@__scotchbonnet
@shalaynam_
@ch1__
@koriindahousee
@yangita_
@ambeezzzzyyy
@ajaadxnee
@tone_b0ne
@__stelliesaidso

Top Tweeters in G10:
@cleopatrashoney
@chefmajjiin
@thealainashow
@dulcedelayci
@thekaylawalker
@___jackjohnson
@dove
@whitneymadueke
@prettyle_
@lezbrihonest