doula, Twitter, 12/7/2019 8:47:56 AM, 218313


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doula_2019-12-06_21-36-58.xlsx
doula_2019-12-06_21-36-58.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2019
Short Description:
doula via NodeXL http://bit.ly/350Q7s9
@juneericudorie
@doula_theou
@candicebenbow
@vannabirthdoula
@cnn
@justicedanielh
@luckyseven3
@fiverr_doula
@givinyoulove
@omwills

Top hashtags:
#doula
#givingtuesday
#birth
#doulas
#birthdoula
#blackdoula
#blackdoulas
#midwife

Description:
Description
The graph represents a network of 4,563 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 Saturday, 07 December 2019 at 05:38 UTC.

The requested start date was Saturday, 07 December 2019 at 01:01 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 10-day, 1-hour, 52-minute period from Monday, 25 November 2019 at 17:29 UTC to Thursday, 05 December 2019 at 19:21 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 : 4563
Unique Edges : 4724
Edges With Duplicates : 2048
Total Edges : 6772
Number of Edge Types : 3
Replies to : 898
Mentions : 4096
Tweet : 1778
Self-Loops : 1778
Reciprocated Vertex Pair Ratio : 0.042031523642732
Reciprocated Edge Ratio : 0.080672268907563
Connected Components : 1152
Single-Vertex Connected Components : 625
Maximum Vertices in a Connected Component : 1492
Maximum Edges in a Connected Component : 2066
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.105099
Graph Density : 0.0002000825694887
Modularity : 0.637407
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,563 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 Saturday, 07 December 2019 at 05:38 UTC.

The requested start date was Saturday, 07 December 2019 at 01:01 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 10-day, 1-hour, 52-minute period from Monday, 25 November 2019 at 17:29 UTC to Thursday, 05 December 2019 at 19:21 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:
[101] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth
[86] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=share_btn_tw
[50] https://twitter.com/ellejkaye/status/1199392418984017921
[44] https://www.theguardian.com/society/video/2019/nov/28/the-death-doula-helping-you-prep-for-the-day-you-die-video
[29] https://www.cbc.ca/news/canada/nova-scotia/doula-training-black-women-wellness-within-1.5380097
[23] https://www.theguardian.com/society/video/2019/nov/28/the-death-doula-helping-you-prep-for-the-day-you-die-video?CMP=share_btn_tw
[21] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=Share_iOSApp_Other
[13] https://laist.com/2019/12/03/la-doula-program-black-moms-racial-insensitivity.php
[12] https://www.gofundme.com/f/fund-free-doula-services-for-atneed-black-women
[11] http://www.twittascope.com/?sign=7

Top URLs in Tweet in G1:
[3] https://www.gofundme.com/f/fund-free-doula-services-for-atneed-black-women
[3] https://www.paypal.com/pools/c/8kwhLFz5fo
[2] https://www.gofundme.com/f/fund-free-doula-services-for-atneed-black-women?utm_source=twitter&utm_medium=social&utm_campaign=m_pd+share-sheet
[2] https://twitter.com/moneymadu/status/1198624645630627840
[1] https://www.dona.org/what-is-a-doula/
[1] https://www.gofundme.com/f/support-free-doula-services-for-marginalized-women
[1] https://twitter.com/juneericudorie/status/1202276511862198272
[1] https://www.paypal.me/judorie
[1] https://www.birthmarkdoulas.com/
[1] https://twitter.com/justicedanielh/status/1201675306081214464

Top URLs in Tweet in G2:
[36] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=share_btn_tw
[32] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth
[18] https://twitter.com/ellejkaye/status/1199392418984017921
[11] http://www.twittascope.com/?sign=7
[6] https://www.theguardian.com/society/video/2019/nov/28/the-death-doula-helping-you-prep-for-the-day-you-die-video
[6] https://truthbillboards.wordpress.com/bccrss
[5] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=Share_iOSApp_Other
[5] https://www.theguardian.com/society/video/2019/nov/28/the-death-doula-helping-you-prep-for-the-day-you-die-video?CMP=Share_iOSApp_Other
[4] https://healthymamahacks.net/plagiocephaly-prevent-flat-head-babies/?ref=quuu
[4] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=share_btn_fb

Top URLs in Tweet in G3:
[4] https://twitter.com/kylegriffin1/status/1065631033700376576
[4] https://twitter.com/LindseyGrahamSC/status/1199001745852129280
[3] https://twitter.com/atrupar/status/1201907559457841156
[3] https://twitter.com/NikkiMcR/status/1199135926955466753
[3] https://twitter.com/nickconfessore/status/1200059871225360384
[3] https://www.washingtonpost.com/opinions/richard-spencer-i-was-fired-as-navy-secretary-heres-what-ive-learned-because-of-it/2019/11/27/9c2e58bc-1092-11ea-bf62-eadd5d11f559_story.html
[2] https://twitter.com/charliekirk11/status/1200132740311445505
[2] https://twitter.com/trumpwarroom/status/1201931955002052608
[2] https://twitter.com/thehill/status/1198618547385225216
[2] https://twitter.com/z_everson/status/1199025936450170882

Top URLs in Tweet in G4:
[2] http://www.midwiferyquilt.co.uk
[2] https://twitter.com/birthwaysnhs/status/1199699617287417857
[1] http://doula.org.uk/
[1] https://twitter.com/doulauk/status/1197972779456442368
[1] https://twitter.com/bfn_uk/status/1199046603476213760
[1] https://www.huffingtonpost.co.uk/entry/what-its-really-like-to-be-a-key-worker-on-christmas-day_uk_5ddbc5f6e4b0d50f3293464a
[1] https://twitter.com/betterbirthlinc/status/1201840506369662976
[1] https://twitter.com/juliette_ward/status/1199470532212772869
[1] https://twitter.com/actionhappiness/status/1200850406538170368
[1] https://twitter.com/GrahamAmneet/status/1201876590105366529

Top URLs in Tweet in G5:
[18] https://www.cbc.ca/news/canada/nova-scotia/doula-training-black-women-wellness-within-1.5380097
[1] https://twitter.com/Crazymothers1/status/1201140183695056901
[1] https://twitter.com/juneericudorie/status/1199721217214877696
[1] https://twitter.com/surlybassey/status/1201519996935049216

Top URLs in Tweet in G6:
[24] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth
[11] https://www.theguardian.com/society/video/2019/nov/28/the-death-doula-helping-you-prep-for-the-day-you-die-video?CMP=share_btn_tw
[5] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?utm_term=Autofeed&CMP=twt_gu&utm_medium=&utm_source=Twitter#Echobox=1574676512
[3] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=Share_AndroidApp_Tweet
[2] https://laist.com/2019/12/03/la-doula-program-black-moms-racial-insensitivity.php
[2] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth?CMP=share_btn_tw
[1] https://facebook.com/events/s/mama-talk/2497739016929525/?ti=icl
[1] https://www.facebook.com/events/s/mama-talk/2497739016929525/?ti=icl
[1] https://www.theguardian.com/cities/2019/nov/25/cleveland-city-champions-25-unsung-heroes-full-list
[1] https://www.theguardian.com/p/ckc4y/stw

Top URLs in Tweet in G7:
[3] https://twitter.com/ss_daouda/status/1202307285390970880
[2] https://twitter.com/El_cap0_rich/status/1199425424855621636
[1] https://twitter.com/eva___jolie/status/1199701400529313793
[1] https://twitter.com/LoMaCire/status/1199645305026830336
[1] https://twitter.com/marthdianaa/status/1201256467900387335
[1] https://twitter.com/pa_invisible/status/1199344485810860034

Top URLs in Tweet in G8:
[29] https://www.theguardian.com/society/video/2019/nov/28/the-death-doula-helping-you-prep-for-the-day-you-die-video
[3] https://www.theguardian.com/commentisfree/2019/nov/30/talk-about-death-openly-dying-bereaved
[2] https://twitter.com/livingwelldying/status/1200053223228350464
[2] https://www.lifedeathwhatever.com/five-things-blog/five-things-i-have-learnt-through-the-death-of-a-close-friend-by-julia-merritt?rq=Julia%20
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2819%2932768-0%2Ffulltext&rc=0
[1] http://ow.ly/EVfX30pYag0
[1] https://twitter.com/drjanetownson/status/1202548557217247237
[1] https://eol-doula.uk
[1] https://twitter.com/leahgreentweets/status/1200105347060506626
[1] https://www.newscientist.com/issue/3257/

Top URLs in Tweet in G9:
[1] https://twitter.com/ResIpsaLocutus/status/1199120784960176130
[1] https://twitter.com/mattyglesias/status/1201866949581557761
[1] https://twitter.com/JakeDaveWebster/status/1201572418088849408
[1] https://www.youtube.com/watch?v=_KGaoWBwwEc

[1] https://www.chicagotribune.com/columns/clarence-page/ct-column-fred-hampton-black-panthers-page-20191203-cgzgwrb7n5a5bgbu6z3cnwefm4-story.html

Top URLs in Tweet in G10:
[1] https://twitter.com/oretaiko/status/1201071875956150272
[1] https://peing.net/ja/q/4357510b-a7a8-430f-a770-b186ffeba2b2?type=choose
[1] https://www.youtube.com/watch?v=jLHo9qtDYq8&feature=youtu.be

[1] https://www.youtube.com/watch?v=NHcuUTJUfj8&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[369] twitter.com
[341] theguardian.com
[107] inspiredbirthpro.com
[107] instagram.com
[44] cbc.ca
[39] facebook.com
[27] gofundme.com
[19] co.uk
[17] washingtonpost.com
[14] laist.com

Top Domains in Tweet in G1:
[7] twitter.com
[6] gofundme.com
[6] instagram.com
[3] paypal.com
[1] dona.org
[1] paypal.me
[1] birthmarkdoulas.com

Top Domains in Tweet in G2:
[112] theguardian.com
[87] twitter.com
[48] instagram.com
[17] facebook.com
[11] mailchi.mp
[11] twittascope.com
[7] gofundme.com
[7] ameblo.jp
[6] youtube.com
[6] cbc.ca

Top Domains in Tweet in G3:
[82] twitter.com
[15] washingtonpost.com
[5] cnn.com
[5] nytimes.com
[4] wapo.st
[3] co.uk
[2] time.com
[2] bbc.com
[2] thedailybeast.com
[2] nydailynews.com

Top Domains in Tweet in G4:
[17] twitter.com
[3] co.uk
[2] theguardian.com
[1] org.uk
[1] youtube.com
[1] wisewomanwayofbirth.com

Top Domains in Tweet in G5:
[18] cbc.ca
[3] twitter.com

Top Domains in Tweet in G6:
[50] theguardian.com
[2] laist.com
[2] facebook.com
[1] youtube.com

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

Top Domains in Tweet in G8:
[35] theguardian.com
[10] twitter.com
[4] lifedeathwhatever.com
[3] co.uk
[2] elsevierhealth.com
[1] ow.ly
[1] eol-doula.uk
[1] newscientist.com
[1] youtube.com
[1] dyingmatters.org

Top Domains in Tweet in G9:
[3] twitter.com
[1] youtube.com
[1] chicagotribune.com

Top Domains in Tweet in G10:
[2] youtube.com
[1] twitter.com
[1] peing.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[411] doula
[193] givingtuesday
[85] birth
[80] doulas
[59] birthdoula
[50] blackdoula
[48] blackdoulas
[45] midwife
[41] blackdoulasmatter
[39] birthdoulas



Top Hashtags in Tweet in G1:
[149] givingtuesday
[7] doula
[4] prodoula
[2] training
[2] guidance
[2] mentorship
[2] certified
[2] nurturing
[2] woman
[2] baby

Top Hashtags in Tweet in G2:
[98] doula
[33] birth
[20] midwife
[15] pregnancy
[10] baby
[9] birthdoula
[9] birthwithoutfear
[9] motherhood
[9] homebirth
[8] pregnant

Top Hashtags in Tweet in G3:
[28] trumpcheats
[3] thedailydon
[2] psychiatrist
[2] trump
[2] psychopathtest
[2] profturley
[2] ruthbaderginsburg
[2] notoriousrbg
[2] scotus
[1] ettd

Top Hashtags in Tweet in G4:
[7] participatoryappraisal
[7] cocreation
[5] betterbirths
[5] cocreated
[4] teamcno
[4] alwaysevents
[3] doula
[3] birth
[3] bettertogether
[3] bamevoices

Top Hashtags in Tweet in G5:
[1] givingtuesday

Top Hashtags in Tweet in G6:
[7] mustread
[5] racism
[2] mamatalk
[2] citychampions
[1] us
[1] womenshealth
[1] infantmortalitycrisis
[1] amercia
[1] cleveland
[1] endoflifedoulauk

Top Hashtags in Tweet in G7:
[1] mbecteimii

Top Hashtags in Tweet in G8:
[7] deathland
[3] endoflifedoulauk
[2] 5things
[2] nationalgriefawarenessweek
[2] ngaw19
[2] menwithoutmothers
[2] openuptogrief
[2] grief
[1] exeter
[1] adultsbereavedaschildren

Top Hashtags in Tweet in G10:
[3] フォートナイト
[2] ミンティーアックス
[2] mintyaxe
[2] appleくんの実績
[2] rtした人全員フォローする
[2] アルペンエース
[2] モーグルマスター
[2] フォートナイト募集
[2] フォートナイト女子
[1] なんで私をフォローしたの

Top Words
Top Words in Tweet in Entire Graph:
[3814] Words in Sentiment List#1: Positive
[3212] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[108961] Non-categorized Words
[115987] Total Words
[3029] doula
[1639] black
[1391] birth
[1025] juneericudorie
[966] support

Top Words in Tweet in G1:
[1122] doula
[1005] juneericudorie
[1004] birth
[991] black
[894] consider
[840] vulnerable
[767] support
[759] please
[754] donating
[753] working

Top Words in Tweet in G2:
[571] doula
[115] birth
[109] black
[98] #doula
[80] doulas
[71] change
[69] mortality
[67] infant
[66] america
[64] crisis

Top Words in Tweet in G3:
[158] trump
[60] president
[39] house
[37] one
[36] impeachment
[29] people
[28] #trumpcheats
[24] gop
[22] republican
[22] republicans

Top Words in Tweet in G4:
[77] doula_lisa
[38] co
[33] helenlee321_lee
[33] lorrainewolfen1
[28] campbellmcneil1
[23] creation
[21] _paulettej
[19] using
[18] maternity
[18] great

Top Words in Tweet in G5:
[88] justicedanielh
[81] dear
[81] media
[81] inexplicably
[81] retire
[81] term
[81] anti
[81] vaxxer
[81] covering
[81] epidemic

Top Words in Tweet in G6:
[76] black
[63] babies
[44] infant
[44] mortality
[41] crisis
[38] guardian
[33] dying
[29] die
[28] doula
[28] american

Top Words in Tweet in G7:
[129] koula
[120] nangoul
[69] doula
[34] sama
[28] li
[24] makk
[24] raww
[24] eupeu
[24] weurseuk
[24] taaru

Top Words in Tweet in G8:
[50] death
[28] doula
[21] drkathrynmannix
[19] dyingmatters
[18] deathcafe
[18] livingwelldying
[17] day
[16] helping
[16] prepare
[16] die

Top Words in Tweet in G9:
[16] lol
[6] going
[5] sucks
[5] today
[5] long
[4] take
[4] house_house_
[4] vote
[4] end
[4] berniesanders

Top Words in Tweet in G10:
[151] farsa_doula
[94] oretaiko
[17] ____________nsm
[16] bokebot
[16] lt
[15] usotuke1taiko
[14] natsumin1129
[13] sirlcsxffdsbdqj
[6] tofuuhakshin
[6] やったぜ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1054] birth,doula
[777] please,consider
[772] support,birth
[770] consider,donating
[769] doula,working
[768] donating,support
[767] black,friday
[758] juneericudorie,black
[621] working,vulnerable
[617] friday,shopping

Top Word Pairs in Tweet in G1:
[977] birth,doula
[755] please,consider
[753] consider,donating
[753] donating,support
[753] doula,working
[749] support,birth
[743] black,friday
[741] juneericudorie,black
[608] working,vulnerable
[604] friday,shopping

Top Word Pairs in Tweet in G2:
[64] infant,mortality
[64] black,doulas
[60] mortality,crisis
[60] doulas,trying
[60] trying,change
[59] crisis,meet
[59] meet,black
[58] america,infant
[33] death,doula
[20] doula,helping

Top Word Pairs in Tweet in G3:
[26] #trumpcheats,#trumpcheats
[9] rule,law
[7] jared,ivanka
[7] abuse,power
[7] house,republicans
[6] white,house
[6] devin,nunes
[6] trump,voters
[6] climate,change
[6] two,weeks

Top Word Pairs in Tweet in G4:
[18] co,creation
[14] co,creating
[12] doula_lisa,campbellmcneil1
[11] _paulettej,co
[11] campbellmcneil1,lorrainewolfen1
[10] looking,forward
[9] helenlee321_lee,lorrainewolfen1
[9] lorrainewolfen1,_paulettej
[8] maternity,care
[8] using,cube

Top Word Pairs in Tweet in G5:
[81] dear,media
[81] media,inexplicably
[81] inexplicably,retire
[81] retire,term
[81] term,anti
[81] anti,vaxxer
[81] vaxxer,covering
[81] covering,epidemic
[81] epidemic,apologists
[80] justicedanielh,dear

Top Word Pairs in Tweet in G6:
[47] black,babies
[44] infant,mortality
[39] mortality,crisis
[30] babies,dying
[25] american,infant
[25] crisis,driven
[25] driven,black
[25] dying,systemic
[20] systemic,racism
[20] racism,lack

Top Word Pairs in Tweet in G7:
[120] nangoul,koula
[24] koula,makk
[24] makk,nangoul
[24] koula,raww
[24] raww,nangoul
[24] koula,eupeu
[24] eupeu,weurseuk
[24] weurseuk,nangoul
[24] taaru,nangoul
[24] koula,bagneu

Top Word Pairs in Tweet in G8:
[22] death,doula
[16] doula,helping
[16] helping,prepare
[16] prepare,day
[16] day,die
[14] dyingmatters,death
[12] exeterlibrary,emilyjmacaulay
[12] emilyjmacaulay,drkathrynmannix
[12] drkathrynmannix,annettamallon
[12] annettamallon,deathcafe

Top Word Pairs in Tweet in G9:
[2] house_house_,lol
[2] lol,actually
[2] losing,fucking
[2] fucking,mind
[2] told,therapist
[2] therapist,hesitant
[2] hesitant,start
[2] start,antidepressants
[2] antidepressants,bc
[2] bc,sexual

Top Word Pairs in Tweet in G10:
[36] farsa_doula,oretaiko
[16] oretaiko,farsa_doula
[12] usotuke1taiko,oretaiko
[9] natsumin1129,farsa_doula
[9] lt,lt
[6] sirlcsxffdsbdqj,oretaiko
[6] farsa_doula,farsa_doula
[6] farsa_doula,bokebot
[5] oretaiko,んで追加でいわせてもらうんですけどぶっちゃけ無反応起こるってわかるなら最初っからハウスでやりましょうよww十段目指してるんでしょ
[5] farsa_doula,usotuke1taiko

Top Replied-To
Top Replied-To in Entire Graph:
@farsa_doula
@oretaiko
@____________nsm
@natsumin1129
@usotuke1taiko
@bokebot
@_doula__
@kgeee
@sirlcsxffdsbdqj
@juneericudorie

Top Replied-To in G1:
@juneericudorie
@iwriteallday_
@effytalkslife
@colleenbeesley

Top Replied-To in G2:
@postpartumny

Top Replied-To in G3:
@therickwilson
@travisakers
@evanmcmullin
@gtconway3d
@malcolmnance
@w_terrence
@washingtonpost

Top Replied-To in G4:
@doula_lisa
@grahamamneet
@nhsresolution
@hallmum5
@humanisingbirth
@jfsteinfeld
@berksmaternity
@midwivesrcm
@livibutt
@kathevans2

Top Replied-To in G5:
@justicedanielh

Top Replied-To in G6:
@guardian
@picardonhealth
@ninalakhani

Top Replied-To in G7:
@etrefall
@laminethiaw11
@pa_invisible
@adjawajahate
@thiate1209
@its_idy
@rddiakhate
@aishadiagne
@mamadouman
@juniorrvp

Top Replied-To in G8:
@anna_eol_doula
@lizzie_doula
@featherftdoula
@msoperations
@livingwelldying
@lara_norris
@dyingmatters
@saimathompson
@annettamallon

Top Replied-To in G9:
@normie_rockwell
@fiverr_doula
@soledadobrien
@technomancer72
@mags_mclaugh
@naureenakhter
@alexjaybrady
@rachelcharkey
@outmagazine
@thegarance

Top Replied-To in G10:
@farsa_doula
@oretaiko
@____________nsm
@natsumin1129
@bokebot
@usotuke1taiko
@sirlcsxffdsbdqj
@tofuuhakshin
@cvqgkkegcvnlahn
@kosame11111

Top Mentioned
Top Mentioned in Entire Graph:
@juneericudorie
@justicedanielh
@darlenemacauley
@doula_lisa
@oretaiko
@farsa_doula
@guardian
@safetypindaily
@helenlee321_lee
@lorrainewolfen1

Top Mentioned in G1:
@juneericudorie
@minafamilies
@iwriteallday_
@pronounced_ing
@dev_nikema
@paulaakpan
@prodoula
@t3doulaservices
@june
@nikema_at_mina

Top Mentioned in G2:
@isabella_p_parf
@smithie1
@lilly_rosss
@foundationtfj
@yukalipaginalit
@theladyofthecyn
@roaming_mommy
@mojos55
@delight2doula

Top Mentioned in G3:
@realdonaldtrump
@glennkirschner2
@maxboot
@gtconway3d
@kylegriffin1
@therickwilson
@gop
@neal_katyal
@nytimes
@evanmcmullin

Top Mentioned in G4:
@doula_lisa
@helenlee321_lee
@lorrainewolfen1
@campbellmcneil1
@_paulettej
@nhsengland
@berksmaternity
@dunkleybent
@kazobuka
@masic_uk

Top Mentioned in G5:
@justicedanielh
@sh_bordencolley
@surlybassey
@juneericudorie
@starbroken1980
@drbaseball

Top Mentioned in G6:
@guardian
@womenintheworld
@birthnbeautiful
@picardonhealth
@ninalakhani
@evburnett
@joeeenglish
@sistersong_woc
@guardiancities
@sandraqsmiley

Top Mentioned in G7:
@cheikhoulxadeem
@mbayanglo
@marie_estar
@mbecteimii
@alaadjiditakh
@el_cap0_rich
@papii_pancho
@jeynasow
@doctorlove475
@antastique_

Top Mentioned in G8:
@drkathrynmannix
@dyingmatters
@deathcafe
@livingwelldying
@exeterlibrary
@annettamallon
@emilyjmacaulay
@weeolc
@leahgreentweets

Top Mentioned in G9:
@house_house_
@berniesanders
@aishaismad
@judykurtz
@howardstern
@hillaryclinton
@jillfilipovic
@glowybones
@vicvaiana
@mattbruenig

Top Mentioned in G10:
@oretaiko
@farsa_doula
@bokebot
@usotuke1taiko
@youtube
@sirlcsxffdsbdqj
@natsumin1129
@yuni_amita_2
@apple_zz7
@r097x

Top Tweeters
Top Tweeters in Entire Graph:
@_mrdavidjones
@tomthunkitsmind
@independent
@globalissuesweb
@cruzanchoklate
@n7irl
@4pawshop
@rachel_mcrea
@soupa_sewedo
@gojira007x

Top Tweeters in G1:
@n7irl
@rachel_mcrea
@gojira007x
@fieryreddragon
@shalisa_renee
@strangekeith
@moniselseward
@anickel4thought
@iwriteallday_
@indascorner

Top Tweeters in G2:
@globalissuesweb
@freelancehunt
@mojos55
@chaionthealtar
@ourclassifieds
@suliajenifa
@thaiparampil
@arthur59611540
@eramich411
@wtkr3

Top Tweeters in G3:
@nytimes
@washingtonpost
@therickwilson
@radiofreetom
@cnn
@nydailynews
@ofpeopl
@emptywheel
@taradublinrocks
@newsweek

Top Tweeters in G4:
@cokapanache
@jennythem
@kathevans2
@sagefemmesb
@alannobbs
@gumptionology
@lizmayessex
@helengrayibclc
@lgoodbu
@byronrestaurant

Top Tweeters in G5:
@sexygirl798
@hopealdridge
@inoru42
@petertoupin
@blk_bk
@matttbastard
@saitonne
@absonjill
@pharniel
@kriszensufi

Top Tweeters in G6:
@_mrdavidjones
@rjstrikers
@guardian
@kristafrances
@estarianne
@charluv2011
@natricer
@theresaschroe14
@huffpostuk
@btkrth

Top Tweeters in G7:
@lomacire
@alaadjiditakh
@mamadouman
@doctorlove475
@wettanaam
@juniorrvp
@mbayanglo
@soninke__
@mc_evah
@wadeabou

Top Tweeters in G8:
@theipaper
@joelakamag
@emmadixon_eu
@newscientist
@drhelenkara
@societyguardian
@dyingmatters
@anna_eol_doula
@drkatyvigurs
@spotify

Top Tweeters in G9:
@independent
@leftwardswing
@thegarance
@bakkooonn
@reaganbattalion
@fatnudes
@theneedledrop
@ipm_hq
@neeratanden
@vicvaiana

Top Tweeters in G10:
@livedoornews
@3rentan6ten
@umiychaaan
@adel_21dz
@shouei2525
@kappa_knz
@youtube
@nae7_7e
@takasimaakihide
@unrcrn_777