doula, Twitter, 7/31/2020 1:35:47 PM, 231491


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doula_2020-07-31_06-24-01.xlsx
doula_2020-07-31_06-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 31, 2020
Short Description:
doula via NodeXL https://bit.ly/31554IT
@selahthemidwife
@obeyuh
@azzamizzulhaq
@cjwerleman
@_tynece
@fudiazd
@herbalgoddess__
@amamaqureshiii
@siddiqu65924320
@emanizaire

Top hashtags:
#doula
#hindutvaextremism
#covid19
#birth
#midwife
#doulas
#pregnancy

Description:
Description
The graph represents a network of 4,940 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, 31 July 2020 at 13:26 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 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 4-day, 3-hour, 44-minute period from Sunday, 26 July 2020 at 20:07 UTC to Thursday, 30 July 2020 at 23:52 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 : 4940
Unique Edges : 1470
Edges With Duplicates : 8279
Total Edges : 9749
Number of Edge Types : 5
Retweet : 3918
MentionsInRetweet : 4167
Tweet : 858
Mentions : 397
Replies to : 409
Self-Loops : 893
Reciprocated Vertex Pair Ratio : 0.0178111587982833
Reciprocated Edge Ratio : 0.0349989458148851
Connected Components : 666
Single-Vertex Connected Components : 335
Maximum Vertices in a Connected Component : 1897
Maximum Edges in a Connected Component : 4142
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.093296
Graph Density : 0.000194395921743243
Modularity : 0.481908
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 4,940 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, 31 July 2020 at 13:26 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 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 4-day, 3-hour, 44-minute period from Sunday, 26 July 2020 at 20:07 UTC to Thursday, 30 July 2020 at 23:52 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:
[21] https://www.gofundme.com/f/help-black-doula-return-to-school-for-midwifery?utm_source=twitter&utm_medium=social&utm_campaign=p_cp+share-sheet
[8] https://twitter.com/selahthemidwife/status/1288134786960285699
[8] https://twitter.com/jiggyjayy2/status/1287415480874078208
[6] https://www.fastcompany.com/90533945/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education
[5] https://stores.praeclaruspress.com/stock-images/?sort=newest
[5] https://twitter.com/legendaryrootz/status/1287546463518482432
[4] https://nativechild.org/wp-content/uploads/2020/07/20-06-12-Case-Manager_Doula-July-20-2020-August-3-2020.pdf
[3] https://www.fastcompany.com/90533945/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education?partner=rss&utm_source=twitter.com&utm_medium=social&utm_campaign=rss+fastcompany&utm_content=rss
[3] https://www.wnd.com/2019/07/doula-wars-driven-by-far-left-racist-gangsters/
[3] https://www.wellandgood.com/death-doulas-covid-19/

Top URLs in Tweet in G2:
[2] https://twitter.com/jiggyjayy2/status/1287415480874078208
[1] https://twitter.com/piscaprio/status/1287597115439538177
[1] https://twitter.com/selahthemidwife/status/1288134786960285699

Top URLs in Tweet in G4:
[5] https://twitter.com/jiggyjayy2/status/1287415480874078208
[5] https://twitter.com/selahthemidwife/status/1288134786960285699
[3] http://www.twittascope.com/?sign=7
[3] https://www.fastcompany.com/90533945/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education
[2] https://www.likeavosssm.com/voss-babe-female-entrepreneur-series-teaisha-whittingham-of-teaishas-divine-doula/
[2] http://www.devonroephotography.com/
[2] https://archiveofourown.org/works/25452589
[2] https://twitter.com/obeyuh/status/1287929551054659585
[1] https://twitter.com/merlot_sk/status/1287424408949157888
[1] https://twitter.com/aminacisseMessi/status/1287409017279655937

Top URLs in Tweet in G5:
[1] https://medium.com/@cjwerleman/database-hate-crimes-against-muslims-in-india-fdddc5acbf9b

Top URLs in Tweet in G6:
[1] https://twitter.com/seemone221/status/1288630501906042880
[1] https://twitter.com/Benemelo98/status/1288203744153423877
[1] https://twitter.com/obey_saaly/status/1287932859165089793
[1] https://twitter.com/dymafouiny/status/1287759990615420933

Top URLs in Tweet in G7:
[21] https://www.gofundme.com/f/help-black-doula-return-to-school-for-midwifery?utm_source=twitter&utm_medium=social&utm_campaign=p_cp+share-sheet
[3] https://www.gofundme.com/url_shortener/u/yfvasz
[2] https://www.gofundme.com/f/help-black-doula-return-to-school-for-midwifery?utm_source=customer&utm_medium=copy_link-tip&utm_campaign=p_cp+share-sheet

Top URLs in Tweet in G8:
[1] https://twitter.com/Coumba_Hamza/status/1288250210502750209
[1] https://twitter.com/Coumba_Hamza/status/1288268812484333569

Top URLs in Tweet in G9:
[5] https://twitter.com/legendaryrootz/status/1287546463518482432
[1] https://www.gofundme.com/f/becoming-a-postpartum-doula
[1] https://twitter.com/lovelycevans_/status/1203561087624531968

Top URLs in Tweet in G10:
[2] https://news.yahoo.com/minneapolis-umbrella-man-white-supremacist-192129471.html
[2] https://twitter.com/realDonaldTrump/status/1288509568578777088
[2] https://www.travelpulse.com/news/airlines/delta-turns-flight-around-after-multiple-passengers-refuse-to-wear-masks.html
[2] https://twitter.com/CNNPolitics/status/1288311794554097664
[2] https://twitter.com/projectlincoln/status/1288066414763540480
[2] https://www.wsls.com/news/virginia/2020/07/27/police-richmond-riots-instigated-by-white-supremacists-disguised-as-black-lives-matter/
[2] https://twitter.com/realdonaldtrump/status/1287880895051907072
[1] https://twitter.com/orinkerr/status/1288939208669671424
[1] https://twitter.com/OrinKerr/status/1288939208669671424
[1] https://twitter.com/realdonaldtrump/status/1288818160389558273

Top Domains
Top Domains in Tweet in Entire Graph:
[158] twitter.com
[45] inspiredbirthpro.com
[44] instagram.com
[40] gofundme.com
[11] praeclaruspress.com
[9] fastcompany.com
[9] youtube.com
[7] facebook.com
[7] visualizingbirth.org
[5] nativechild.org

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

Top Domains in Tweet in G4:
[42] twitter.com
[32] instagram.com
[7] visualizingbirth.org
[4] youtube.com
[3] gofundme.com
[3] twittascope.com
[3] fastcompany.com
[2] acast.com
[2] blgs.co
[2] likeavosssm.com

Top Domains in Tweet in G5:
[1] medium.com

Top Domains in Tweet in G6:
[4] twitter.com

Top Domains in Tweet in G7:
[26] gofundme.com

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

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

Top Domains in Tweet in G10:
[27] twitter.com
[4] washingtonpost.com
[3] yahoo.com
[2] travelpulse.com
[2] wsls.com
[2] cnn.com
[2] nytimes.com
[1] slate.com
[1] wsj.com
[1] axios.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[151] doula
[63] hindutvaextremism
[19] covid19
[17] birth
[17] midwife
[16] doulas
[16] pregnancy
[14] fundabpublicschools
[12] childbirth
[12] embarazo



Top Hashtags in Tweet in G2:
[2] dreamsdocometrue
[1] hireadoula

Top Hashtags in Tweet in G4:
[41] doula
[12] pregnancy
[9] birth
[7] childbirth
[7] visualization
[6] midwifery
[5] postpartumdoula
[5] motherhood
[5] birthart
[4] momlife

Top Hashtags in Tweet in G10:
[4] trumpisaloser
[3] shegotitright
[2] trumpkillstexas
[2] senmitchmcconnell
[2] johnlewis
[2] mnleg
[2] trump
[2] barrhearing
[1] countryoverparty
[1] day33

Top Words
Top Words in Tweet in Entire Graph:
[4330] doula
[2622] doulas
[1718] black
[1105] uttar
[1105] pradesh
[978] baghpat
[964] need
[932] world
[897] selahthemidwife
[874] india

Top Words in Tweet in G1:
[862] sementara
[862] itu
[862] saudara
[862] muskim
[862] kita
[862] kampung
[862] baghpat
[862] doula
[862] uttar
[862] pradesh

Top Words in Tweet in G2:
[2384] doulas
[847] selahthemidwife
[815] need
[814] black
[790] world
[789] color
[789] etc
[789] extremely
[789] high
[789] total

Top Words in Tweet in G3:
[1368] doula
[693] black
[689] obeyuh
[684] accepted
[676] nonbinary
[675] help
[674] pursue
[674] birthwork
[674] education
[674] ok

Top Words in Tweet in G4:
[333] doula
[65] birth
[41] #doula
[25] midwife
[25] eu
[23] support
[22] need
[21] more
[20] life
[20] one

Top Words in Tweet in G5:
[246] muslim
[209] doula
[173] uttar
[173] pradesh
[168] hindutva
[168] thugs
[168] attacked
[168] community
[166] cjwerleman
[126] july

Top Words in Tweet in G6:
[182] doula
[104] li
[83] mo
[83] takh
[83] niaw
[83] nopalei
[83] keinee
[83] lijeunti
[82] serigne_fallouu
[46] dou

Top Words in Tweet in G7:
[102] school
[102] doula
[67] hey
[63] fudiazd
[60] black
[55] share
[53] help
[52] become
[51] go
[51] back

Top Words in Tweet in G8:
[315] dou
[125] doula
[108] sa
[105] ko
[94] ba
[83] kene
[78] tiono
[78] faw
[78] gua
[78] weto

Top Words in Tweet in G9:
[116] doula
[97] dear
[92] world
[88] breastfeeding
[87] mamas
[87] cohort
[87] chicago
[87] birthworks
[87] hosting
[87] worldwide

Top Words in Tweet in G10:
[94] trump
[35] barr
[30] really
[22] president
[18] one
[18] right
[17] need
[14] american
[14] white
[14] election

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1105] doula,uttar
[1105] uttar,pradesh
[868] baghpat,doula
[868] pradesh,india
[868] mengalami,tindak
[868] tindak,kekerasan
[868] kekerasan,oleh
[867] sementara,itu
[867] itu,saudara
[867] saudara,muskim

Top Word Pairs in Tweet in G1:
[862] sementara,itu
[862] itu,saudara
[862] saudara,muskim
[862] muskim,kita
[862] kita,kampung
[862] kampung,baghpat
[862] baghpat,doula
[862] doula,uttar
[862] uttar,pradesh
[862] pradesh,india

Top Word Pairs in Tweet in G2:
[806] selahthemidwife,need
[792] black,doulas
[789] need,doulas
[789] doulas,color
[789] color,black
[789] doulas,etc
[789] etc,extremely
[789] extremely,high
[789] high,total
[789] total,doulas

Top Word Pairs in Tweet in G3:
[677] black,doula
[674] help,nonbinary
[674] nonbinary,black
[674] doula,pursue
[674] pursue,birthwork
[674] birthwork,education
[674] education,ok
[674] ok,recently
[674] recently,accepted
[674] accepted,dti

Top Word Pairs in Tweet in G4:
[16] birth,doula
[12] become,doula
[12] doula,midwife
[10] doula,training
[8] death,doula
[7] uma,doula
[7] end,life
[6] life,doula
[6] home,birth
[6] becoming,doula

Top Word Pairs in Tweet in G5:
[173] doula,uttar
[173] uttar,pradesh
[168] hindutva,thugs
[168] thugs,attacked
[168] muslim,community
[168] community,doula
[126] attacked,threatened
[126] threatened,muslim
[126] pradesh,right
[126] right,wing

Top Word Pairs in Tweet in G6:
[83] li,mo
[83] mo,takh
[83] takh,niaw
[83] niaw,nopalei
[83] nopalei,keinee
[83] keinee,doula
[83] doula,lijeunti
[82] serigne_fallouu,li
[25] expérience,professionnelle
[25] professionnelle,bou

Top Word Pairs in Tweet in G7:
[53] black,doula
[51] go,back
[51] back,school
[51] school,become
[51] become,midwife
[51] help,black
[51] doula,return
[51] return,school
[51] school,midwifery
[47] midwife,please

Top Word Pairs in Tweet in G8:
[81] kene,doula
[78] sa,tiono
[78] tiono,faw
[78] faw,gua
[78] gua,weto
[78] weto,ko
[78] ko,diamono
[78] diamono,dji
[78] dji,kene
[78] doula,fekk

Top Word Pairs in Tweet in G9:
[87] dear,breastfeeding
[87] breastfeeding,mamas
[87] mamas,doula
[87] doula,cohort
[87] cohort,chicago
[87] chicago,birthworks
[87] birthworks,hosting
[87] hosting,worldwide
[87] worldwide,zoom
[87] zoom,big

Top Word Pairs in Tweet in G10:
[25] really,really
[11] bill,barr
[9] donald,trump
[8] sethabramson,trump
[7] slavery,necessary
[7] necessary,evil
[6] white,supremacist
[6] john,lewis
[6] right,wing
[6] public,health

Top Replied-To
Top Replied-To in Entire Graph:
@selahthemidwife
@ahmadsliem7
@jiggyjayy2
@daleydoseofroe
@salifmohamedgo1
@_doula__
@nwezekana
@bmhcaucus
@riley_quin
@doula_ie

Top Replied-To in G2:
@selahthemidwife
@ceara_lockett
@totianalove
@legs2turnt
@slapmydinosaur
@freckledcutie32
@gabrielaisis_
@elnaddaha
@infamously_jg
@aprettypr

Top Replied-To in G3:
@obeyuh

Top Replied-To in G4:
@amas_flash

Top Replied-To in G6:
@dymafouiny
@sokhna_amina
@_thierno_mf
@papa_2du
@thiawjunior

Top Replied-To in G7:
@cindayyz
@aggressivepet
@eye_dontcheat
@fudiazd

Top Replied-To in G8:
@amedyrassoul
@papaboyee
@aminatymff
@faanta_sy
@zeyouuu
@lecterfro
@fatou_nfn

Top Replied-To in G9:
@decolonizsexnow

Top Replied-To in G10:
@yashar
@steveschmidtses
@glennkirschner2
@mayawiley
@mebflag
@sarahcpr
@trojanchick99
@fakedansavage
@yourstrulyzani

Top Mentioned
Top Mentioned in Entire Graph:
@selahthemidwife
@azzamizzulhaq
@obeyuh
@cjwerleman
@_tynece
@serigne_fallouu
@codouce221
@fudiazd
@amamaqureshiii
@herbalgoddess__

Top Mentioned in G1:
@azzamizzulhaq

Top Mentioned in G2:
@selahthemidwife
@piscaprio
@raedevaughn
@infiniitesoul
@coloringpins
@msariesmoon
@totianalove
@__terpsichore__
@obeyuh
@parmooonx

Top Mentioned in G3:
@obeyuh
@selahthemidwife
@edibleteeth
@awkdswallowtail

Top Mentioned in G4:
@juneericudorie
@tarotluzdevida
@rileythedoula
@carebydesignpod
@shewillshineau

Top Mentioned in G5:
@cjwerleman
@crescentdome
@azzamizzulhaq

Top Mentioned in G6:
@serigne_fallouu
@thiawjunior
@ssalioudiop
@camarawoude
@sokhna_t
@___eog___
@codouce221
@mamembayeleye
@busybii
@khalyylou

Top Mentioned in G7:
@fudiazd
@aggressivepet
@emanizaire
@iwangtodie
@selahthemidwife
@thefunmiagboola
@cindayyz
@obeyuh
@eye_dontcheat

Top Mentioned in G8:
@codouce221
@meissamouride
@coumba_hamza
@ssalioudiop
@faanta_sy
@moussa_df

Top Mentioned in G9:
@_tynece
@selahthemidwife
@lovestateofmind
@obeyuh
@fathoesnoreos
@neverstopevolvn
@neosoulfood2
@thatlilbaldie
@tattedgoddessxo
@legendaryrootz

Top Mentioned in G10:
@sethabramson
@realdonaldtrump
@donwinslow
@senatorcollins
@steveschmidtses
@jrubinblogger
@malcolmnance
@projectlincoln
@joebiden
@repjerrynadler

Top Tweeters
Top Tweeters in Entire Graph:
@bloggedbyrain
@femtech_
@lrnrose
@cleopatrashoney
@highheelesquire
@browness
@dopegirlfresh
@chaionthealtar
@suka_tx
@menkaurab

Top Tweeters in G1:
@suka_tx
@imbangimedia
@devinrmd
@beraniadilhebat
@pradityabeni
@babe_ahmad
@arena51
@ocee_me08
@ajojuki
@rahminova2

Top Tweeters in G2:
@cleopatrashoney
@chaionthealtar
@emperorira
@shivermetitties
@geniuskhan
@peterperfect09
@merrpppp
@explicit_kay_
@slapmydinosaur
@hunnyb83

Top Tweeters in G3:
@gunswordfist
@whatsgooddiablo
@themakeda
@nettawitdahoops
@grimalkinrn
@thetaymarie
@leahmcelrath
@autumna_leaves
@devinedeme
@tiredinor4now

Top Tweeters in G4:
@bloggedbyrain
@joonsugathotbox
@2realrell
@sunflowershan
@_gotmari
@maurachanz
@yeahrifasaidit
@desaveli_
@authenticbreeze
@crazydionneee

Top Tweeters in G5:
@178kakapo
@bibin_bey
@saymunhusn
@atifshah
@manitoustultus
@aahmed991
@muhammadumaraw1
@maggiezasss
@diponegros
@umair7355

Top Tweeters in G6:
@gadiooumoul
@vicky_salla
@your_faav
@nabyleu
@moomo_beye
@mouhamed__sylla
@sokhna_t
@safie_ni
@amprokaka1
@drbineta_

Top Tweeters in G7:
@princesseva43
@pen_bird
@jamaicansharon_
@misandryofnaath
@goldenoptimism
@jasdagod_
@mindjupiter
@supasaiyaneedee
@theogoracle
@disneyonfilm

Top Tweeters in G8:
@lomacire
@adja_diiop
@thiessifall
@wallabokk
@rokhaya_d
@zeih_
@slimfa13
@_jvloo
@_mariemeg
@karenweibel

Top Tweeters in G9:
@westcoastsuma
@_melly_mels
@wallahi_genius
@thadalaimama
@jusdrea_
@pollutic0rn
@_tynece
@alysaandrea
@3xtraordinary_
@danielssss_

Top Tweeters in G10:
@therickwilson
@prpeep
@chargrille
@yashar
@malcolmnance
@joyannreid
@wajahatali
@chrislhayes
@johnjharwood
@shannonrwatts