doula, Twitter, 9/17/2021 8:05:41 PM, 262279


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doula_2021-09-17_06-34-21.xlsx
doula_2021-09-17_06-34-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2021
Short Description:
doula via NodeXL https://bit.ly/2XrZ7Yi
@jzgervais
@rebbesmz
@bdoulaoblongata
@the3jsmom
@thebryreed
@doulaschool
@ash_bash23
@mansaricoreigns
@_lisacherry
@unfriendlyblac

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

Description:
Description
The graph represents a network of 7,396 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, 17 September 2021 at 13:44 UTC.

The requested start date was Friday, 17 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, 45-minute period from Friday, 03 September 2021 at 00:15 UTC to Friday, 17 September 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 : 7396
Unique Edges : 2910
Edges With Duplicates : 10562
Total Edges : 13472
Number of Edge Types : 5
Mentions : 880
Replies to : 996
Retweet : 4816
MentionsInRetweet : 5139
Tweet : 1641
Self-Loops : 1738
Reciprocated Vertex Pair Ratio : 0.0203452527743527
Reciprocated Edge Ratio : 0.0398791540785498
Connected Components : 1499
Single-Vertex Connected Components : 754
Maximum Vertices in a Connected Component : 3542
Maximum Edges in a Connected Component : 7716
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 3.962107
Graph Density : 0.000121038325999727
Modularity : 0.487013
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,396 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, 17 September 2021 at 13:44 UTC.

The requested start date was Friday, 17 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, 45-minute period from Friday, 03 September 2021 at 00:15 UTC to Friday, 17 September 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:
[146] https://matsugaoka-sango.com/doula-care/#top
[88] https://docs.google.com/forms/d/14oD5pWfGoqqvaGJykRkPykVfLi141IB_gqes6oRXYF4/viewform?edit_requested=true
[54] https://www.instagram.com/accounts/login/
[41] 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
[21] https://patreon.com/dopegirlfresh
[14] http://www.twittascope.com/?sign=7
[11] https://billypenn.com/2021/09/13/traumatic-birth-pennsylvania-hospital-medicaid-doula-inequity-health-care/
[8] 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] http://goingwithgrace.com/trainingdetails/
[7] http://goingwithgrace.com/services/

Top URLs in Tweet in G1:
[2] https://www.feministpress.org/books-a-m/the-doulas
[1] https://twitter.com/lilnasx/status/1438507252978049032
[1] https://twitter.com/lilnasx/status/1433870444482887681
[1] https://docs.google.com/forms/d/14oD5pWfGoqqvaGJykRkPykVfLi141IB_gqes6oRXYF4/viewform?edit_requested=true

Top URLs in Tweet in G2:
[20] https://www.instagram.com/accounts/login/
[14] http://www.twittascope.com/?sign=7
[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/?utm_source=dlvr.it&utm_medium=twitter
[4] 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/
[3] https://twitter.com/the3jsmom/status/1433338524393168903
[3] https://twitter.com/KIRO7Seattle/status/1436487735959818246
[3] https://delightedtodoula.com/
[2] https://laneriley.com/doula-services/
[2] https://www.fayobserver.com/story/news/2021/09/04/fayetteville-doula-addresses-maternal-care-and-racial-disparities-momnibus-healthcare/5601621001/
[2] https://people.com/parents/elle-king-calls-mom-best-doula-ever-as-she-cooks-placenta-photo/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-share-article

Top URLs in Tweet in G4:
[2] https://docs.google.com/forms/d/14oD5pWfGoqqvaGJykRkPykVfLi141IB_gqes6oRXYF4/viewform?edit_requested=true

Top URLs in Tweet in G5:
[21] https://patreon.com/dopegirlfresh
[6] https://mothersmanifestingmiracles.com
[1] https://www.thekenzytouch.com/
[1] https://twitter.com/yvetteconyers/status/1436089009114165257
[1] https://www.amazon.com/hz/wishlist/ls/15TLF2KTJPGBS?ref_=wl_share
[1] http://www.mothersmanifestingmiracles.com
[1] https://www.gofundme.com/f/childbirth-education-supplies?utm_medium=social&utm_source=twitter&utm_campaign=p_na+share-sheet&rcid=3f847a82515a45bf97a6d3acc82ba6ad
[1] https://www.thedailybeast.com/singer-elle-king-posts-photo-of-mom-cooking-her-placenta?via=twitter_page

Top URLs in Tweet in G6:
[146] https://matsugaoka-sango.com/doula-care/#top

Top URLs in Tweet in G7:
[5] https://doulaschool.ca/wp-content/uploads/2016/08/Doula-Training-Program-Guide_J2021-1.pdf
[3] https://doulaschool.ca/scholarship/
[3] https://doulaschool.ca/workshop-schedule/
[3] https://doula.org.uk/join-doula-uk/
[1] http://hool.ca/scholarship/
[1] https://doula-school.teachable.com/p/doula-business-school
[1] https://doulaschool.ca/prenatal-yoga-birth-doula/
[1] https://www.birthrootstraining.com/when-survivors-give-birth
[1] https://www.discoverbirth.com/birth-doula-services/
[1] https://doulaschool.ca/

Top URLs in Tweet in G8:
[1] https://twitter.com/DeeLaSheeArt/status/1436434684221792292
[1] https://twitter.com/ZayaniSol/status/1269333966533910529
[1] https://twitter.com/crissles/status/1435632906005848076
[1] https://twitter.com/LilNasX/status/1438500956199538698
[1] https://twitter.com/wdsu/status/1437618406530945026
[1] https://www.paypal.com/pools/c/8uO5VyxTfF
[1] https://twitter.com/doula4aqueen/status/1436304680032874507
[1] https://www.badoulatrainings.org/postpartum-doula-training

Top URLs in Tweet in G9:
[83] https://docs.google.com/forms/d/14oD5pWfGoqqvaGJykRkPykVfLi141IB_gqes6oRXYF4/viewform?edit_requested=true
[1] https://twitter.com/CarolinaAbtnFnd/status/1436417276346052613

Top Domains
Top Domains in Tweet in Entire Graph:
[200] twitter.com
[146] matsugaoka-sango.com
[131] inspiredbirthpro.com
[90] google.com
[60] instagram.com
[45] washingtonpost.com
[21] patreon.com
[17] youtube.com
[16] forbes.com
[14] goingwithgrace.com

Top Domains in Tweet in G1:
[2] feministpress.org
[2] twitter.com
[1] google.com

Top Domains in Tweet in G2:
[83] twitter.com
[23] instagram.com
[14] twittascope.com
[12] forbes.com
[9] haibunda.com
[7] co.uk
[7] mailchi.mp
[4] people.com
[3] youtube.com
[3] com.br

Top Domains in Tweet in G4:
[2] google.com

Top Domains in Tweet in G5:
[21] patreon.com
[7] mothersmanifestingmiracles.com
[1] thekenzytouch.com
[1] twitter.com
[1] amazon.com
[1] gofundme.com
[1] thedailybeast.com

Top Domains in Tweet in G6:
[146] matsugaoka-sango.com

Top Domains in Tweet in G7:
[13] doulaschool.ca
[5] org.uk
[3] twitter.com
[1] hool.ca
[1] teachable.com
[1] birthrootstraining.com
[1] discoverbirth.com
[1] mamanatural.com
[1] moneymagpie.com
[1] google.com

Top Domains in Tweet in G8:
[6] twitter.com
[1] paypal.com
[1] badoulatrainings.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[285] doula
[55] midwife
[38] baby
[35] birth
[33] giftidea
[31] pregnancy
[28] doulas
[22] queensugar
[18] postpartum
[16] childbirth



Top Hashtags in Tweet in G2:
[56] doula
[16] midwife
[15] pregnancy
[10] birth
[10] birthdoula
[9] newborn
[9] queensugar
[7] doulas
[5] birthworker
[5] homebirth

Top Hashtags in Tweet in G5:
[1] queensugar
[1] momnibus

Top Hashtags in Tweet in G7:
[7] doula
[3] volunteer
[3] doulas
[3] doulatraining
[3] doulauk
[2] doulalife
[1] motheringthemother
[1] newcareer
[1] doulalove
[1] yoga

Top Hashtags in Tweet in G8:
[22] doula
[12] birthsupport
[11] doulasupport
[10] lamazeclasses
[10] birth
[10] birthdoulatrainer
[10] postpartumtrainer
[10] pregnancy
[10] birthingperson
[10] doulatrainer

Top Words
Top Words in Tweet in Entire Graph:
[5985] doula
[5520] abortion
[2605] anyone
[2296] jzgervais
[2223] trained
[2222] over
[2204] self
[2201] hey
[2186] managed
[2183] phone

Top Words in Tweet in G1:
[4184] abortion
[2255] doula
[2218] jzgervais
[2201] anyone
[2112] trained
[2110] over
[2109] hey
[2109] companion
[2109] phone
[2109] self

Top Words in Tweet in G2:
[818] doula
[147] birth
[60] eu
[56] #doula
[54] more
[52] death
[50] training
[48] one
[42] health
[40] postpartum

Top Words in Tweet in G3:
[593] abortion
[297] anyone
[291] texas
[291] needs
[291] tonight
[291] nevada
[291] open
[291] protections
[291] written
[291] state

Top Words in Tweet in G4:
[415] abortion
[136] doula
[126] charlotte
[126] surrounding
[126] areas
[126] questions
[126] need
[126] help
[126] around
[125] the3jsmom

Top Words in Tweet in G5:
[177] doula
[128] black
[123] bdoulaoblongata
[122] detroit
[121] twitter
[121] search
[121] full
[121] spectrum
[121] capacity
[121] take

Top Words in Tweet in G6:
[146] 中野区の他に
[146] 杉並区
[146] 港区
[146] 北区
[146] 江東区
[146] 新宿区
[146] 大田区にも似た支援事業があるらしい
[146] ちなみに
[146] 区によって額も条件も時間も違うっぽくて
[146] 双子とかだと支援が手厚いみたい

Top Words in Tweet in G7:
[128] doula
[26] _lisacherry
[25] pay
[22] training
[21] help
[16] need
[16] student
[15] doulas
[15] know
[14] birth

Top Words in Tweet in G8:
[171] doula
[49] birth
[31] lesson
[30] full
[29] training
[28] beethedoula
[28] day
[28] spectrum
[24] _alexwr
[24] itâ

Top Words in Tweet in G9:
[92] abortion
[89] doula
[84] sign
[83] offer
[83] virtual
[83] sliding
[83] scale
[83] trainings
[82] ash_bash23
[8] caf

Top Words in Tweet in G10:
[73] extremely
[73] proud
[73] announce
[73] speaking
[73] locally
[73] panel
[73] discussion
[73] called
[73] chilling
[73] effect

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2475] abortion,doula
[2189] trained,abortion
[2185] doula,anyone
[2184] self,managed
[2180] hey,trained
[2180] anyone,companion
[2180] companion,over
[2180] over,phone
[2180] phone,self
[2179] jzgervais,hey

Top Word Pairs in Tweet in G1:
[2127] abortion,doula
[2109] hey,trained
[2109] trained,abortion
[2109] doula,anyone
[2109] anyone,companion
[2109] companion,over
[2109] over,phone
[2109] phone,self
[2109] self,managed
[2108] jzgervais,hey

Top Word Pairs in Tweet in G2:
[37] death,doula
[34] birth,doula
[23] doula,training
[20] postpartum,doula
[17] uma,doula
[16] training,birth
[15] one,woman
[15] woman,leveraged
[15] leveraged,training
[15] doula,fortune

Top Word Pairs in Tweet in G3:
[291] anyone,texas
[291] texas,needs
[291] needs,abortion
[291] abortion,tonight
[291] tonight,nevada
[291] nevada,open
[291] open,abortion
[291] abortion,protections
[291] protections,written
[291] written,state

Top Word Pairs in Tweet in G4:
[126] charlotte,surrounding
[126] surrounding,areas
[126] areas,questions
[126] questions,need
[126] need,help
[126] help,around
[126] around,abortion
[126] abortion,abortion
[125] the3jsmom,charlotte
[125] abortion,doula

Top Word Pairs in Tweet in G5:
[121] twitter,search
[121] search,black
[121] black,full
[121] full,spectrum
[121] spectrum,doula
[121] doula,detroit
[121] detroit,capacity
[121] capacity,take
[121] take,client
[121] client,due

Top Word Pairs in Tweet in G6:
[146] 中野区の他に,杉並区
[146] 杉並区,港区
[146] 港区,北区
[146] 北区,江東区
[146] 江東区,新宿区
[146] 新宿区,大田区にも似た支援事業があるらしい
[146] 大田区にも似た支援事業があるらしい,ちなみに
[146] ちなみに,区によって額も条件も時間も違うっぽくて
[146] 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
[145] nakamura,中野区の他に

Top Word Pairs in Tweet in G7:
[14] doula,training
[14] trying,pay
[14] pay,student
[14] student,loans
[11] become,doula
[9] love,doula
[9] please,help
[9] help,share
[9] share,denied
[9] denied,unemployment

Top Word Pairs in Tweet in G8:
[34] birth,doula
[31] doula,lesson
[28] full,spectrum
[28] spectrum,doula
[25] lesson,day
[23] beethedoula,birth
[18] day,much
[18] much,someone
[18] someone,refuses
[18] refuses,listen

Top Word Pairs in Tweet in G9:
[87] abortion,doula
[83] offer,virtual
[83] virtual,sliding
[83] sliding,scale
[83] scale,abortion
[83] doula,trainings
[83] trainings,sign
[82] ash_bash23,offer
[4] caf,definitely
[4] definitely,space

Top Word Pairs in Tweet in G10:
[73] extremely,proud
[73] proud,announce
[73] announce,speaking
[73] speaking,locally
[73] locally,panel
[73] panel,discussion
[73] discussion,called
[73] called,chilling
[73] chilling,effect
[73] effect,hosted

Top Replied-To
Top Replied-To in Entire Graph:
@fati_bint_doula
@_lisacherry
@lilnasx
@nathfinancas
@miaishereonline
@morninggloria
@elhadjikandji1
@cernovich
@mgrveronica
@emmadixon_eu

Top Replied-To in G1:
@jzgervais
@megpillow
@fuzzmama
@aethernaute
@thekitchenista
@midwifewitch

Top Replied-To in G4:
@bionicpussi
@cc_taughtme

Top Replied-To in G5:
@bdoulaoblongata
@jstceislove

Top Replied-To in G7:
@_lisacherry
@miaishereonline
@daisymaebear1
@flying_project
@lwelch4
@selliotteyo
@kay_mannion
@instantmummy
@michhoivata
@daughter0fwater

Top Replied-To in G8:
@naturallyt_
@doula4aqueen
@chels_baby1
@zayanisol
@lilnasx
@doscadenasx
@mamainaugust
@jiorjette

Top Mentioned
Top Mentioned in Entire Graph:
@jzgervais
@rebbesmz
@nakamura
@the3jsmom
@bdoulaoblongata
@ph0ssy_jaw
@thebryreed
@ash_bash23
@darlenemacauley
@thefamousartbr

Top Mentioned in G1:
@jzgervais
@ph0ssy_jaw
@fuzzmama
@the3jsmom
@shoutyrabortion
@alexforsythe10
@meggangreen
@spooky_marilyn
@teresamarier
@kaitlinfontana

Top Mentioned in G2:
@thelifeof9
@dopepness
@blackbirdindigo
@sonicubed
@kindjeklein
@kindralevonne

Top Mentioned in G3:
@rebbesmz
@jzgervais

Top Mentioned in G4:
@the3jsmom
@thebryreed
@jzgervais
@taephoenix
@ash_bash23
@rebbesmz
@bionicpussi
@bdoulaoblongata

Top Mentioned in G5:
@bdoulaoblongata
@dopegirlfresh
@thehouseofhht
@jzgervais
@lrnrose
@thedailybeast
@createdbyashley
@dr_nmleblanc
@jazzyrae6
@kenzylou__

Top Mentioned in G6:
@nakamura

Top Mentioned in G7:
@mansaricoreigns
@_lisacherry
@doulauk
@bradfordvdoulas
@doulaschool
@alexjodonnell
@janehmul
@elainesrant
@sharonlmartin1
@acsocialwork

Top Mentioned in G8:
@beethedoula
@_alexwr
@doula4aqueen
@dezziejayy
@jzgervais
@jiorjette
@doscadenasx
@zeethemfpoet
@jordanctobias
@zayanisol

Top Mentioned in G9:
@ash_bash23
@brandialexandir
@jzgervais
@lil_litebright
@the3jsmom

Top Mentioned in G10:
@thefamousartbr
@bindelj
@twisterfilm

Top Tweeters
Top Tweeters in Entire Graph:
@gocoo_59
@gocoo
@mr_stixx
@ginalawriw
@bunrxm
@cnnnews18
@chilhon2016lap
@viralvideovlogs
@b1e56df9ce6549f
@astwisa

Top Tweeters in G1:
@chilhon2016lap
@astwisa
@strangekeith
@very_nessasary
@emccoy_writer
@uhhm__okay
@publicoutcrysy
@nahfret
@eternalauraa
@cindynorth1

Top Tweeters in G2:
@ginalawriw
@thedextazlab
@blurbette
@worldnewstweet_
@perrfecthanker
@tbher_
@ronmc1
@britlovesquincy
@binkytoes
@theprovince

Top Tweeters in G3:
@awelab1956
@familygrowing1
@filmfatale_nyc
@robirdie23
@catalishus2
@ephemeragrrl
@beverlyb11
@macsmart31
@sportylee
@snicklefrits

Top Tweeters in G4:
@mr_luck07
@obsidianhues
@the3jsmom
@bettyb00p00
@stormaggeddon
@rachelandco
@trickstarbrave
@titotitoq85
@jm_rives
@imnotkaren_ok

Top Tweeters in G5:
@bunrxm
@lrnrose
@owlsasylum
@quirkyjerk
@seauxcocoa
@j_dub23_1
@soruthless_305
@dopegirlfresh
@indascorner
@uneekdiva

Top Tweeters in G6:
@hasunoutena
@mayerling_mio
@zakuzamo
@love4seibu
@amane1735
@ametori_g
@twilightbluesky
@operadude
@tohkage3_10_
@nyon8284

Top Tweeters in G7:
@hazelklarkin
@yourfavhaitian_
@lifeaskenn
@its_kikane
@callmelboogie
@tanyakambrose
@goat_vicc
@sfdukie
@withyourgirlsry
@cathywilson70

Top Tweeters in G8:
@chasinglux
@atalantapendrag
@cusecurlfriend
@_inmayapinion
@egusistew
@__runningrebel
@amabambam
@jiorjette
@shaboom
@tensskinnyjeans

Top Tweeters in G9:
@tewchinzz
@helmsinki
@h0neyriver
@123itsmemary
@sankofabrown
@plnkatheart
@lil_litebright
@michaelionsrage
@kunteatswood
@theiyalode

Top Tweeters in G10:
@portraitinflesh
@zeno001
@gencritgreen
@pinkichiban
@seonaidsnail
@gillgreeny
@fatblackcatspaw
@michael_aw77
@conviction19c
@aibagawa


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