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doula_2020-08-14_06-24-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 14, 2020
Short Description:
doula via NodeXL https://bit.ly/3kMgxGs
@lil_litebright
@simonemariposa
@glambeeno
@__queendea
@l_dawg_
@eztofeid
@bluethxghts
@dippdnchocolat3
@juneericudorie
@actuallyreadbks

Top hashtags:
#doula
#birth
#seydinacheikh
#doulas
#pregnancy
#midwife
#postpartum

Description:
Description
The graph represents a network of 7,413 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, 14 August 2020 at 13:29 UTC.

The requested start date was Friday, 14 August 2020 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 6-day, 23-hour, 1-minute period from Thursday, 06 August 2020 at 18:36 UTC to Thursday, 13 August 2020 at 17:37 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 : 7413
Unique Edges : 2021
Edges With Duplicates : 12254
Total Edges : 14275
Number of Edge Types : 5
Retweet : 5831
MentionsInRetweet : 6029
Mentions : 529
Replies to : 671
Tweet : 1215
Self-Loops : 1281
Reciprocated Vertex Pair Ratio : 0.0163862472567666
Reciprocated Edge Ratio : 0.0322441341586296
Connected Components : 998
Single-Vertex Connected Components : 504
Maximum Vertices in a Connected Component : 4601
Maximum Edges in a Connected Component : 9571
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.143337
Graph Density : 0.00012643516746044
Modularity : 0.456893
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,413 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, 14 August 2020 at 13:29 UTC.

The requested start date was Friday, 14 August 2020 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 6-day, 23-hour, 1-minute period from Thursday, 06 August 2020 at 18:36 UTC to Thursday, 13 August 2020 at 17:37 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:
[15] https://www.fastcompany.com/90533945/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education
[11] https://www.themonthly.com.au/issue/2020/august/1596204000/gina-rushton/doula-choice
[10] https://twitter.com/mami_manii/status/1292662124087521281
[9] https://thebridge.jp/2020/08/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education-pickupnews
[9] https://www.12thglow.com/
[8] https://twitter.com/lil_litebright/status/1293704817471377409
[7] http://www.twittascope.com/?sign=7
[7] https://www.jumblebee.co.uk/makingadifferenceincommunitiesendoflifedoulauk
[6] https://www.wnd.com/2019/07/doula-wars-driven-by-far-left-racist-gangsters/
[6] https://twitter.com/SimoneMariposa/status/1291139334075068417

Top URLs in Tweet in G1:
[3] https://twitter.com/lil_litebright/status/1293704817471377409
[2] https://twitter.com/lil_LiteBright/status/1293704817471377409
[1] https://twitter.com/tritetrite/status/1293853010859380736
[1] https://twitter.com/call_me_kwill/status/1293929399042166789
[1] https://twitter.com/ladbible/status/1293683685317914626

Top URLs in Tweet in G2:
[1] https://twitter.com/simonemariposa/status/1291139334075068417
[1] https://www.birthmarkdoulas.com/
[1] https://twitter.com/SimoneMariposa/status/1291139334075068417

Top URLs in Tweet in G3:
[7] https://twitter.com/mami_manii/status/1292662124087521281
[7] http://www.twittascope.com/?sign=7
[6] https://www.fastcompany.com/90533945/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education
[5] https://twitter.com/SimoneMariposa/status/1291139334075068417
[5] https://thebridge.jp/2020/08/this-doula-raised-3-million-to-build-a-digital-platform-for-reproductive-education-pickupnews
[4] https://twitter.com/nocontextdrumar/status/1292538605349548033
[3] https://twitter.com/ndlelankosi/status/1292466517897023490
[3] https://twitter.com/lil_litebright/status/1293704817471377409
[2] https://twitter.com/stanleyytalks/status/1291559967921643521
[2] https://atimetogather.ie/2020/01/27/death-doula-training-2020/

Top URLs in Tweet in G4:
[1] https://twitter.com/Belcentro1/status/1292881699337113603
[1] https://twitter.com/_Biint_Cheikh/status/1292824758170591232

Top URLs in Tweet in G6:
[3] https://twitter.com/anitakumar01/status/1292087516292681728
[2] https://twitter.com/nytimes/status/1291456533482668032
[2] https://twitter.com/projectlincoln/status/1292225111441973255
[2] https://twitter.com/donwinslow/status/1291529277691711490
[2] https://twitter.com/bobcesca_go/status/1292631992375410690
[2] https://twitter.com/theprospect/status/1291917044351479809
[2] https://twitter.com/revrrlewis/status/1292808081307508738
[2] https://twitter.com/bubbaprog/status/1291431249844862981
[2] https://twitter.com/CNN/status/1292109327189278720
[2] https://www.politico.com/news/2020/08/08/trump-wants-to-cut-mail-in-voting-the-republican-machine-is-helping-him-392428

Top URLs in Tweet in G7:
[1] https://www.gofundme.com/f/HelpJuneTheDoula
[1] https://twitter.com/lizzieohreally/status/1291432644358610946

Top URLs in Tweet in G8:
[1] https://twitter.com/SM_BO_FF/status/1291685350537072645

Top URLs in Tweet in G9:
[1] https://twitter.com/mamadou_221/status/1291861825043210240
[1] https://twitter.com/PapeSidy/status/1291693312454332423

Top URLs in Tweet in G10:
[1] https://twitter.com/eztofeid/status/1276224350090387457
[1] https://www.gofundme.com/url_shortener/u/ykxdu7

Top Domains
Top Domains in Tweet in Entire Graph:
[207] twitter.com
[62] instagram.com
[61] inspiredbirthpro.com
[21] fastcompany.com
[17] co.uk
[17] gofundme.com
[15] facebook.com
[15] youtube.com
[13] com.au
[11] thebridge.jp

Top Domains in Tweet in G1:
[8] twitter.com

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

Top Domains in Tweet in G3:
[55] twitter.com
[48] instagram.com
[7] fastcompany.com
[7] thebridge.jp
[7] twittascope.com
[6] youtube.com
[4] visualizingbirth.org
[4] mailchi.mp
[4] qualityoflifecare.com
[3] tumblr.com

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

Top Domains in Tweet in G6:
[39] twitter.com
[3] politico.com
[2] washingtonpost.com
[2] wapo.st
[1] wsj.com
[1] amazon.com
[1] theguardian.com
[1] bit.ly
[1] prospect.org
[1] nymag.com

Top Domains in Tweet in G7:
[1] gofundme.com
[1] twitter.com

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[216] doula
[39] birth
[27] seydinacheikh
[17] doulas
[17] pregnancy
[16] midwife
[14] postpartum
[14] breastfeeding
[14] postpartumdoula
[13] sharethemicnow



Top Hashtags in Tweet in G1:
[1] blackdoulasmatter

Top Hashtags in Tweet in G3:
[59] doula
[16] birth
[11] pregnancy
[11] midwife
[10] childbirth
[8] postpartum
[7] homebirth
[5] pregnant
[5] babybump
[4] babies

Top Hashtags in Tweet in G4:
[27] seydinacheikh
[1] shaykhana
[1] abasssall

Top Hashtags in Tweet in G6:
[4] trumpkillsusps
[2] tiktok
[2] trumpmadeinchina
[2] bidenharris2020
[2] gofundme
[2] dropbox
[1] letsfixthis
[1] belarus
[1] authocrat
[1] trumpsamerica

Top Hashtags in Tweet in G9:
[1] city

Top Words
Top Words in Tweet in Entire Graph:
[9970] black
[6927] doula
[4236] women
[2995] pregnant
[2984] support
[2980] certified
[2936] need
[2844] doulas
[2793] labor
[2763] lil_litebright

Top Words in Tweet in G1:
[8024] black
[2719] doula
[2687] lil_litebright
[2686] pregnant
[2683] need
[2676] support
[2675] certified
[2673] labor
[2672] women
[2672] coach

Top Words in Tweet in G2:
[1515] black
[1514] doula
[1437] simonemariposa
[1434] women
[1393] many
[1391] save
[1391] lives
[1391] possibly
[84] certified
[53] offer

Top Words in Tweet in G3:
[510] doula
[98] birth
[58] #doula
[51] black
[39] support
[34] more
[34] eu
[34] midwife
[30] home
[30] one

Top Words in Tweet in G4:
[225] doula
[193] ko
[170] dound
[144] mou
[132] lou
[132] wakh
[131] ak
[131] misère
[130] djiguein
[130] molay

Top Words in Tweet in G5:
[165] doula
[162] certified
[158] birth
[156] full
[156] spectrum
[156] studies
[127] hi
[127] guys
[127] mom
[127] community

Top Words in Tweet in G6:
[122] trump
[32] election
[23] postal
[20] people
[20] service
[19] american
[17] biden
[16] right
[16] executive
[15] need

Top Words in Tweet in G7:
[158] pregnant
[146] know
[116] doula
[103] need
[73] re
[73] someone
[73] due
[73] september
[73] room
[72] __queendea

Top Words in Tweet in G8:
[139] doula
[112] koula
[96] lou
[94] kein
[72] nangoul
[50] saga
[49] sm_bo_ff
[48] manam
[47] yaram
[47] wax

Top Words in Tweet in G9:
[59] doula
[51] yalla
[50] ragal
[37] té
[27] sou
[25] dudutech44
[25] yalnaniou
[25] suniu
[25] borom
[25] def

Top Words in Tweet in G10:
[68] doula
[63] eztofeid
[41] black
[38] queer
[37] know
[33] pregnant
[33] please
[32] interact
[32] tweet
[32] tag

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2822] black,doula
[2748] black,pregnant
[2746] black,doulas
[2743] emotional,physical
[2741] doula,certified
[2741] certified,labor
[2740] pregnant,women
[2740] coach,emotional
[2740] physical,support
[2738] women,need

Top Word Pairs in Tweet in G1:
[2679] black,doula
[2672] doula,certified
[2672] certified,labor
[2672] coach,emotional
[2672] emotional,physical
[2672] physical,support
[2670] black,pregnant
[2670] pregnant,women
[2670] women,need
[2670] need,black

Top Word Pairs in Tweet in G2:
[1394] black,women
[1391] doula,save
[1391] save,many
[1391] many,black
[1391] women,lives
[1391] lives,possibly
[1390] simonemariposa,doula
[44] certified,doula
[41] black,doula
[40] lil_litebright,black

Top Word Pairs in Tweet in G3:
[19] black,doula
[18] midwife,doula
[16] end,life
[16] become,doula
[16] death,doula
[14] birth,doula
[11] home,birth
[11] postpartum,doula
[11] doula,midwife
[9] life,doula

Top Word Pairs in Tweet in G4:
[157] doula,ko
[130] djiguein,molay
[130] molay,nopp
[130] nopp,doula
[130] ko,wakh
[130] wakh,dileu
[130] dileu,guiss
[130] guiss,ngay
[130] ngay,dound
[130] dound,lou

Top Word Pairs in Tweet in G5:
[156] certified,full
[156] full,spectrum
[156] spectrum,doula
[127] hi,guys
[127] guys,mom
[127] mom,community
[127] community,birth
[127] birth,worker
[127] worker,certified
[127] doula,wishes

Top Word Pairs in Tweet in G6:
[17] postal,service
[11] donald,trump
[8] executive,orders
[7] joe,biden
[6] kamala,harris
[6] raise,hand
[6] 2020,election
[6] steal,election
[6] social,security
[6] nasty,woman

Top Word Pairs in Tweet in G7:
[73] re,pregnant
[73] pregnant,know
[73] know,someone
[73] someone,pregnant
[73] pregnant,due
[73] due,september
[73] september,need
[73] need,doula
[73] doula,know
[73] know,room

Top Word Pairs in Tweet in G8:
[94] kein,doula
[72] nangoul,koula
[50] doula,saga
[47] sm_bo_ff,yaram
[47] yaram,kein
[47] saga,kein
[47] doula,wax
[47] wax,lou
[47] lou,niaw
[47] niaw,manam

Top Word Pairs in Tweet in G9:
[50] ragal,yalla
[25] yalnaniou,suniu
[25] suniu,borom
[25] borom,def
[25] def,joulit
[25] joulit,ragal
[25] yalla,ragal
[25] yalla,sou
[25] sou,néké
[25] néké,yow

Top Word Pairs in Tweet in G10:
[32] pregnant,black
[32] black,queer
[32] queer,please
[32] please,interact
[32] interact,tweet
[32] tweet,tag
[32] tag,someone
[32] someone,know
[32] know,doula
[31] eztofeid,pregnant

Top Replied-To
Top Replied-To in Entire Graph:
@lyzl
@aita_reddit
@scarapalin
@livingwelldying
@lil_litebright
@immelman_pilot
@doula_diaby
@das_weib
@doula_sompare
@rawbeautykristi

Top Replied-To in G1:
@lil_litebright
@laceylu_
@dannybythewayy
@live_boss_music

Top Replied-To in G2:
@simonemariposa
@lil_litebright
@aliciammarshall

Top Replied-To in G3:

Top Replied-To in G4:
@papa_mourtada
@hollele3
@lamtoro95
@m_r_ly
@_biint_cheikh
@emiliesarr6
@oumar_sy_
@aminatymff
@aminaa_taa

Top Replied-To in G6:
@yashar
@rolandsmartin
@profmmurray
@joelockhart
@dearauntcrabby
@davenewworld_2
@joyvbehar
@trojanchick99
@brthnbabies
@kathygriffin

Top Replied-To in G7:
@rebel19
@minjinlee11
@ambernoelle
@kiaspeaks
@writtenbyhanna
@amil
@kashanacauley
@anjalienjeti
@ravenleilani

Top Replied-To in G8:
@sm_bo_ff
@mmoustaphadiop
@ace__ng
@mingas_as

Top Replied-To in G9:
@talibndiolfuta
@vrlinho78
@papesidy
@dou4real
@daiivegalseiin
@02ifra
@mr___jallow
@dudutech44
@ditemess
@ayaaassakina

Top Replied-To in G10:
@eztofeid

Top Mentioned
Top Mentioned in Entire Graph:
@lil_litebright
@simonemariposa
@juniorjoop
@glambeeno
@__queendea
@eztofeid
@sm_bo_ff
@oumarfall1809
@darlenemacauley
@dippdnchocolat3

Top Mentioned in G1:
@lil_litebright
@killem_cici
@ayojunyjay
@karimasandra
@__lhoney
@live_boss_music
@legendthepoet
@darielle_xo

Top Mentioned in G2:
@simonemariposa
@lil_litebright
@lilleynofilly
@aubaeat
@crowninggaia
@magickveggies
@lindseylibra
@herbalgoddess__
@fyouck_
@kaylenmonica

Top Mentioned in G3:
@moebuttablues
@mcaul
@fasnathaliadill
@spectrumdoula
@wolfgangbiebel
@aapremlall
@mrkarenduffield
@whatsapgalsen

Top Mentioned in G4:
@juniorjoop
@alphiizi
@ibn_sally
@goradiagne23
@ntabine
@adjaarame1
@ndeeyehane
@lamtoro95
@fall_paradiz

Top Mentioned in G5:
@glambeeno
@bblackgoldd
@lil_litebright
@simonemariposa
@__queendea

Top Mentioned in G6:
@realdonaldtrump
@joebiden
@steveschmidtses
@kylegriffin1
@dearauntcrabby
@sethabramson
@projectlincoln
@cbouzy
@kamalaharris
@ustreasury

Top Mentioned in G7:
@__queendea
@juneericudorie
@lil_litebright
@rebel19
@thebexbecbecca

Top Mentioned in G8:
@sm_bo_ff
@oumarfall1809
@mouhamed17aout
@juniorjoop
@cheikhn47259016

Top Mentioned in G9:
@dudutech44
@talibndiolfuta
@bocartall09
@juniorjoop
@mouhamed17aout
@diassmouhamed1
@wedj_wedj
@xalaatsama
@ditemess
@musadiathiath

Top Mentioned in G10:
@eztofeid
@1llioness
@lil_litebright

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@yusufyuie
@itseffinjas
@femtech_
@gotdeportedyolo
@kiaspeaks
@drizzyjekky
@darthvenn
@zeinobia
@indiaalmighty

Top Tweeters in G1:
@yusufyuie
@itseffinjas
@gotdeportedyolo
@darthvenn
@indiaalmighty
@showtimerick
@heynessagirl
@lorisums
@laj_toocool
@chocolateelixir

Top Tweeters in G2:
@drizzyjekky
@kat_lynd
@tusk8rman
@raveenthedream
@lnorrisatl
@prettyinharlem
@letyosoulglow
@cieranicole____
@emperorira
@blvcksby

Top Tweeters in G3:
@chirpplaylist
@kompahontas
@joonsugathotbox
@flockafierce
@queerhipster
@emilydschnel
@radiolarioja
@itnewsjp
@scorpioheaux
@msdavis2them

Top Tweeters in G4:
@juniorjoop
@moomo_beye
@lamtoro95
@lagnane
@sheikhtijaan
@amira_deuzou
@diop_ousmane
@aluunemb
@theplk
@yohan_sall

Top Tweeters in G5:
@sydxbare
@_jayyelle
@heyalyshahey
@queenceeeee_
@giftedasia
@duttygyalkeyuh
@_kyraj_
@taylorreneeeb
@safaveli
@thevivianbanks

Top Tweeters in G6:
@rolandsmartin
@politico
@therickwilson
@abc
@funder
@dijoni
@msnbc
@joncoopertweets
@mehdirhasan
@yashar

Top Tweeters in G7:
@kiaspeaks
@uhhm__okay
@writtenbyhanna
@queenoftacos
@lulofrmjuptr_
@pattiwak03
@laydaye
@__lexuus__
@bluethxghts
@_knicolem_

Top Tweeters in G8:
@vicky_salla
@binetouille
@slimfa13
@xalilulah
@mmoustaphadiop
@ouleetambaye
@momolaminend
@thekingsadikh
@sm_bo_ff
@mingas_as

Top Tweeters in G9:
@gadiooumoul
@talibndiolfuta
@diassmouhamed1
@isoo_fy
@afmim000
@babylone3090
@bathiedrizzy
@rafeteverytime
@dudutech44
@pii_eazy

Top Tweeters in G10:
@lrnrose
@missleighcarter
@obsidianhues
@tamarajuana
@al0hanani
@o0chiewally
@thaime_down
@karolscorner
@uhohjaye
@jollibeauty


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