doula, Twitter, 12/21/2019 3:11:51 PM, 219353


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doula_2019-12-20_21-36-58.xlsx
doula_2019-12-20_21-36-58.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 21, 2019
Short Description:
doula via NodeXL http://bit.ly/2EFjAMC
@bbymutha
@islamrizza
@davante_s
@doula_theou
@mebemisbah
@stephbeautiful
@doula_lisa
@anna_eol_doula
@moonchild6924
@godfrey_isaacs

Top hashtags:
#doula
#birth
#doulas
#breastfeeding
#blackdoula
#birthdoula
#blackdoulas

Description:
Description
The graph represents a network of 4,879 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, 21 December 2019 at 05:38 UTC.

The requested start date was Saturday, 21 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 9-day, 19-hour, 51-minute period from Tuesday, 10 December 2019 at 23:25 UTC to Friday, 20 December 2019 at 19:16 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 : 4879
Unique Edges : 5490
Edges With Duplicates : 2187
Total Edges : 7677
Number of Edge Types : 4
MentionsInRetweet : 3322
Replies to : 976
Mentions : 1571
Tweet : 1808
Self-Loops : 1808
Reciprocated Vertex Pair Ratio : 0.0394354503943545
Reciprocated Edge Ratio : 0.0758785942492013
Connected Components : 1189
Single-Vertex Connected Components : 645
Maximum Vertices in a Connected Component : 659
Maximum Edges in a Connected Component : 1062
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.588958
Graph Density : 0.00021042227228995
Modularity : 0.681782
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 4,879 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, 21 December 2019 at 05:38 UTC.

The requested start date was Saturday, 21 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 9-day, 19-hour, 51-minute period from Tuesday, 10 December 2019 at 23:25 UTC to Friday, 20 December 2019 at 19:16 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:
[140] https://www.gofundme.com/f/community-based-doula-training?utm_source=customer&utm_medium=copy_link&utm_campaign=p_cp+share-sheet
[35] https://twitter.com/medical_healths/status/1206551031309406208
[28] https://www.thenation.com/article/abortion-doula-clinics/
[22] https://twitter.com/mbayanglo/status/1206394865287880704
[14] https://www.amazon.com/dp/1946665436
[13] https://www.shutterstock.com/g/KenTackett?rid=178334466&utm_medium=email&utm_source=ctrbreferral-link
[13] https://twitter.com/_diddy_____/status/1205241383726075904
[12] https://twitter.com/seck61900/status/1205587816736002048
[11] https://twitter.com/Medical_Healths/status/1206551031309406208
[10] http://www.twittascope.com/?sign=7

Top URLs in Tweet in G1:
[19] https://twitter.com/medical_healths/status/1206551031309406208
[10] http://www.twittascope.com/?sign=7
[8] https://twitter.com/_diddy_____/status/1205241383726075904
[8] |
[6] http://agenciabrasil.ebc.com.br/saude/noticia/2019-12/hospital-diminui-numero-de-cesareas-com-inclusao-de-doula-e-obstetriz
[6] https://twitter.com/browneyed_babee/status/1207765393663840257
[5] https://www.thenation.com/article/abortion-doula-clinics/
[5] https://www.theguardian.com/us-news/2019/nov/25/african-american-doula-collective-mothers-toxic-stress-racism-cleveland-infant-mortality-childbirth
[4] https://www.washingtonian.com/2019/12/13/this-queer-friendly-birthing-and-doula-collective-is-the-first-of-its-kind-in-dc/
[4] https://twitter.com/themedicaivideo/status/1206880082368720897

Top URLs in Tweet in G2:
[134] https://www.gofundme.com/f/community-based-doula-training?utm_source=customer&utm_medium=copy_link&utm_campaign=p_cp+share-sheet
[2] https://twitter.com/beekindbitch/status/1204490095916568576
[1] https://twitter.com/_diddy_____/status/1205241383726075904
[1] https://twitter.com/bbymutha/status/1206695462440505344
[1] https://www.gofundme.com/f/community-based-doula-training?utm_source=twitter&utm_medium=social&utm_campaign=p_cp+share-sheet

Top URLs in Tweet in G3:
[3] https://www.rawstory.com/2019/12/melania-justifies-trumps-bullying-of-greta-thunberg-shes-an-activist-who-travels-the-globe/
[3] https://twitter.com/realdonaldtrump/status/1205992385215229953
[3] https://twitter.com/marycjordan/status/1205497924823719943
[3] https://www.nytimes.com/2019/12/17/opinion/lincoln-project.html
[2] https://twitter.com/NicolleDWallace/status/1205476074160873472
[2] https://twitter.com/mysterysolvent/status/1205640246018396163
[2] https://twitter.com/billkristol/status/1205863473974001665
[2] https://twitter.com/sarahlongwell25/status/1206709393666039809
[2] https://twitter.com/realdonaldtrump/status/1207997319821615105
[2] https://trib.al/iqwGs0l

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=ymL7ZEWLZ9A&feature=youtu.be

[2] https://twitter.com/KingstonMSLC/status/1206940761788469249
[2] https://twitter.com/DominiekCoates/status/1204640566341820416
[2] https://www.youtube.com/watch?v=59yaDpFLzvI&feature=youtu.be

[1] https://twitter.com/GrahamAmneet/status/1204473804455600129
[1] https://twitter.com/rosoc100/status/1206124734972387328
[1] https://twitter.com/AnnRemmers/status/1206578833836650497
[1] https://twitter.com/MvpNewcastle/status/1206904668061945856
[1] https://twitter.com/mbrrace/status/1205398217002762240
[1] https://twitter.com/Sanctummid/status/1206623691309801472

Top URLs in Tweet in G5:
[1] https://twitter.com/AndrewYang/status/1206414293429714944
[1] https://twitter.com/andrewyang/status/1206414293429714944
[1] https://www.youtube.com/watch?v=Py1mYVJGSWw&feature=youtu.be

[1] https://twitter.com/gariamray/status/1205247535708815365

Top URLs in Tweet in G7:
[19] https://twitter.com/mbayanglo/status/1206394865287880704
[12] https://twitter.com/seck61900/status/1205587816736002048
[1] https://twitter.com/KelisaPyt/status/1208050370074890240

Top URLs in Tweet in G8:
[1] https://twitter.com/IslamRizza/status/1205216119939727360

Top URLs in Tweet in G9:
[6] https://www.politico.com/news/magazine/2019/12/15/black-mothers-matter-079532
[3] https://twitter.com/RealMalcomEd/status/1205574364860682240
[1] https://twitter.com/MAHECwnc/status/1206603786778816512
[1] https://twitter.com/KristinRubbelke/status/1206614370521952261

Top URLs in Tweet in G10:
[5] https://www.theguardian.com/society/video/2019/dec/19/dying-young-its-not-what-you-think
[2] https://twitter.com/jessica_brough/status/1205284832001101824
[2] https://twitter.com/lifedeathwhat/status/1204700203460308992
[2] https://www.lifedeathwhatever.com/five-things-blog/five-things-ive-learnt-about-life-after-writing-about-the-death-of-my-son-teddy-by-elle-wright?fbclid=IwAR2kaCR8tnPsr8y5aqBvNshH29q1L4kUnWPMFAfDVIejp6G2h3K9GdPzPP4
[1] https://twitter.com/leahgreentweets/status/1205109720002027522
[1] https://twitter.com/jobshopsussex/status/1205499831021719552
[1] https://twitter.com/thegriefcast/status/1207255143584059400
[1] https://twitter.com/livingwelldying/status/1207946717741666304
[1] https://www.lwdwtraining.uk/doula-training/
[1] https://www.lifedeathwhatever.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[475] twitter.com
[144] gofundme.com
[122] instagram.com
[65] inspiredbirthpro.com
[49] facebook.com
[32] theguardian.com
[30] thenation.com
[29] com.br
[25] amazon.com
[23] youtube.com

Top Domains in Tweet in G1:
[90] twitter.com
[78] instagram.com
[26] facebook.com
[22] com.br
[10] theguardian.com
[10] youtube.com
[10] twittascope.com
[6] thenation.com
[6] upflow.co
[6] consciousdyinginstitute.com

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

Top Domains in Tweet in G3:
[145] twitter.com
[12] washingtonpost.com
[12] nytimes.com
[5] rawstory.com
[4] wapo.st
[4] cnn.com
[4] nbcnews.com
[3] trib.al
[3] theguardian.com
[3] bit.ly

Top Domains in Tweet in G4:
[19] twitter.com
[4] youtube.com
[3] instagram.com
[2] co.uk
[1] org.uk
[1] goldmidwifery.com
[1] lactedbaby.com
[1] qualtrics.com
[1] facebook.com

Top Domains in Tweet in G5:
[3] twitter.com
[1] youtube.com

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

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

Top Domains in Tweet in G9:
[6] politico.com
[5] twitter.com

Top Domains in Tweet in G10:
[11] twitter.com
[5] theguardian.com
[3] lifedeathwhatever.com
[1] lwdwtraining.uk
[1] libsyn.com
[1] ift.tt

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[318] doula
[60] birth
[55] doulas
[40] breastfeeding
[34] blackdoula
[33] birthdoula
[30] blackdoulas
[29] blackdoulasmatter
[28] pregnancy
[28] blackmamasmatter



Top Hashtags in Tweet in G1:
[88] doula
[25] birth
[19] midwife
[17] birthdoula
[13] pregnancy
[13] postpartumdoula
[8] baby
[7] breastfeeding
[7] newborn
[7] deathdoula

Top Hashtags in Tweet in G3:
[8] trump
[7] moscowmitch
[5] impeachmentdebate
[5] impotus
[4] billbarr
[2] ivanka
[2] fullandfairtrial
[2] durham
[2] repdeutch
[2] repcollins

Top Hashtags in Tweet in G4:
[16] cocreatingwelfare
[13] betterbirths
[13] bettertogether
[9] matexp
[8] matvoices
[7] bamematernity
[3] cocreation
[3] coproduction
[3] london
[3] birth

Top Hashtags in Tweet in G5:
[3] yanggang
[2] doula
[1] demprimary
[1] healthcare
[1] yang2020
[1] pregnantlady

Top Hashtags in Tweet in G8:
[1] ados
[1] healtyfamilies
[1] healthybabies

Top Hashtags in Tweet in G9:
[6] doula
[3] pregnancy
[3] sistascaring4sistas
[2] blackwomen
[2] blackmaternalhealth
[1] africanamerican

Top Hashtags in Tweet in G10:
[2] christmas
[2] grief
[2] fatherchristmas
[2] salisbury
[2] hospice
[2] repost
[2] votingmatters
[2] lifedeathwhatever
[1] goodcompanions
[1] wiltshire

Top Words
Top Words in Tweet in Entire Graph:
[3859] Words in Sentiment List#1: Positive
[2400] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[117789] Non-categorized Words
[124048] Total Words
[3032] doula
[488] training
[478] bbymutha
[434] birth
[373] trying

Top Words in Tweet in G1:
[686] doula
[150] birth
[88] #doula
[48] baby
[46] midwife
[45] eu
[43] more
[42] doulas
[42] postpartum
[40] water

Top Words in Tweet in G2:
[474] bbymutha
[373] doula
[342] training
[342] tennessee
[341] lady
[341] instagram
[341] thats
[341] trying
[341] provide
[341] affordable

Top Words in Tweet in G3:
[278] trump
[106] impeachment
[87] president
[84] senate
[66] mcconnell
[65] house
[60] trial
[56] republicans
[55] more
[50] republican

Top Words in Tweet in G4:
[77] doula_lisa
[32] natmatvoicesorg
[31] great
[27] birth
[27] women
[25] doula
[21] maternity
[18] cocreatewelfare
[18] done
[18] ehlersdanlosuk

Top Words in Tweet in G5:
[206] one
[148] andrewyang
[101] swear
[101] bawling
[101] right
[101] speaks
[101] each
[101] issues
[101] haunted
[101] decades

Top Words in Tweet in G6:
[144] doula
[143] rachelrileyrr
[142] keeping
[142] waiting
[142] came
[142] fast
[142] didn
[142] hospital
[142] born
[142] bathroom

Top Words in Tweet in G7:
[92] sa
[88] mon
[88] ami
[88] frère
[87] ndione_adama
[87] vient
[87] perdre
[87] épouse
[87] mois
[87] après

Top Words in Tweet in G8:
[111] being
[110] islamrizza
[110] regarding
[110] sister
[110] forced
[110] take
[110] anti
[110] psychotic
[110] drug
[110] zyprexa

Top Words in Tweet in G9:
[191] black
[189] women
[118] doula
[100] politico
[99] program
[97] babies
[95] north
[95] carolina
[94] run
[94] helping

Top Words in Tweet in G10:
[28] special
[27] call
[25] part
[25] griefcast
[25] 2019
[25] thegriefcast
[25] last
[23] week
[23] ep
[23] beautiful

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[442] doula,training
[344] lady,instagram
[344] instagram,thats
[344] thats,trying
[344] trying,provide
[344] provide,affordable
[344] affordable,doula
[344] training,tennessee
[344] tennessee,area
[344] area,african

Top Word Pairs in Tweet in G1:
[31] water,birth
[30] postpartum,doula
[22] doula,midwife
[22] give,birth
[19] birth,doula
[19] doula,training
[15] número,cesáreas
[14] inclusão,doula
[14] doula,obstetriz
[14] trick,doula

Top Word Pairs in Tweet in G2:
[342] doula,training
[341] lady,instagram
[341] instagram,thats
[341] thats,trying
[341] trying,provide
[341] provide,affordable
[341] affordable,doula
[341] training,tennessee
[341] tennessee,area
[341] area,african

Top Word Pairs in Tweet in G3:
[27] donald,trump
[25] mitch,mcconnell
[22] impeachment,trial
[16] white,house
[14] articles,impeachment
[12] moscow,mitch
[10] attorney,general
[10] president,trump
[9] national,security
[9] fair,trial

Top Word Pairs in Tweet in G4:
[16] #cocreatingwelfare,course
[14] done,codesign
[14] codesign,coproduction
[14] coproduction,stuff
[14] stuff,past
[14] past,thought
[14] thought,#cocreatingwelfare
[14] course,build
[13] cocreatewelfare,done
[13] theedsociety,ehlersdanlosuk

Top Word Pairs in Tweet in G5:
[101] swear,bawling
[101] bawling,right
[101] right,one
[101] one,one
[101] one,andrewyang
[101] andrewyang,speaks
[101] speaks,each
[101] each,issues
[101] issues,haunted
[101] haunted,decades

Top Word Pairs in Tweet in G6:
[142] keeping,waiting
[142] waiting,came
[142] came,fast
[142] fast,didn
[142] didn,hospital
[142] hospital,born
[142] born,bathroom
[142] bathroom,amazing
[142] amazing,doula
[141] rachelrileyrr,keeping

Top Word Pairs in Tweet in G7:
[88] mon,ami
[87] ami,frère
[87] frère,ndione_adama
[87] ndione_adama,vient
[87] vient,perdre
[87] perdre,épouse
[87] épouse,mois
[87] mois,après
[87] après,avoir
[87] avoir,perdu

Top Word Pairs in Tweet in G8:
[110] regarding,sister
[110] sister,being
[110] being,forced
[110] forced,take
[110] take,anti
[110] anti,psychotic
[110] psychotic,drug
[110] drug,zyprexa
[110] zyprexa,deleted
[110] deleted,uh

Top Word Pairs in Tweet in G9:
[99] doula,program
[95] north,carolina
[94] program,run
[94] run,black
[94] black,women
[94] women,north
[94] carolina,helping
[94] helping,women
[94] women,healthier
[94] healthier,babies

Top Word Pairs in Tweet in G10:
[25] griefcast,special
[23] week,last
[23] last,ep
[23] ep,2019
[23] 2019,call
[23] call,griefcast
[23] special,part
[23] part,beautiful
[23] beautiful,clips
[19] thegriefcast,week

Top Replied-To
Top Replied-To in Entire Graph:
@farsa_doula
@_doula__
@andrewyang
@doula_lisa
@moonchild_doula
@morninggloria
@bozu_108
@tvtmtm
@1018kazunoko
@shan_mixhelle

Top Replied-To in G2:
@chwklatte
@_diddy_____
@hippieju
@ooooh_mandy
@tpalmer_xo
@iamthecreatress

Top Replied-To in G3:
@doula_theou
@kylegriffin1
@capehartj
@joebiden
@therickwilson
@sykescharlie
@wgj57
@maxboot
@foxnews
@arappeport

Top Replied-To in G4:
@doula_lisa
@cocreatewelfare
@jameslaja1
@amylwgibbs
@grahamamneet
@gemmaspearce
@hejaniszewski
@sallypezaro
@juliette_ward
@sprogcast

Top Replied-To in G5:
@andrewyang
@marifinkey
@gariamray
@kinsey_ka
@optinion1
@yang4prez1
@ashandches
@amal4yang
@benskiel
@lovepaize

Top Replied-To in G6:
@rachelrileyrr
@skynews

Top Replied-To in G7:
@papa_2du
@mc_evah
@moomobetty
@aissatoutoure15
@talibndiolfuta
@djibril_otaku
@tuphaa_babe
@binoucha_bkt
@diarrathiam1
@brunogomis22

Top Replied-To in G8:
@islamrizza

Top Replied-To in G9:
@brannewtweets

Top Replied-To in G10:
@thegriefcast
@drkathrynmannix
@livingwelldying
@leahgreentweets
@catheri11616244
@emmacclare
@anna_eol_doula

Top Mentioned
Top Mentioned in Entire Graph:
@bbymutha
@rachelrileyrr
@andrewyang
@islamrizza
@politico
@rmaltese3
@ndione_adama
@sr4capitaine
@doula_lisa
@thenation

Top Mentioned in G1:
@burnsidegorge

Top Mentioned in G2:
@bbymutha
@msashton
@bonafidesage
@__runningrebel
@twofacedtone
@iamthecreatress

Top Mentioned in G3:
@realdonaldtrump
@malcolmnance
@therickwilson
@mayawiley
@joycewhitevance
@gtconway3d
@sethabramson
@jrubinblogger
@kylegriffin1
@lindseygrahamsc

Top Mentioned in G4:
@doula_lisa
@natmatvoicesorg
@ehlersdanlosuk
@yanarichens
@gemmaspearce
@cocreatewelfare
@grahamamneet
@theedsociety
@sallypezaro
@nhscitizen

Top Mentioned in G5:
@andrewyang
@rmaltese3
@gariamray
@amal4yang
@canadayvibes
@karend09
@marifinkey
@erinospark
@tjeanyanggang
@rage_crimsnrd

Top Mentioned in G6:
@rachelrileyrr

Top Mentioned in G7:
@ndione_adama
@sr4capitaine
@alaadjiditakh
@lomacire
@marie_estar
@miilky_arnak
@mc_evah
@je_suis_quelqu1
@etrefall
@binoucha_bkt

Top Mentioned in G8:
@islamrizza
@iamfridayjones
@nerissanefeteri
@bbymutha

Top Mentioned in G9:
@politico
@jazzyrae6
@mahecwnc
@briancarrollasp
@ucsfptbi
@blackdoctorsnc
@politicomag
@realmalcomed
@brannewtweets

Top Mentioned in G10:
@thegriefcast
@edibo
@lifedeathwhat
@drkathrynmannix
@anna_eol_doula
@livingwelldying
@edibow
@dlanceblack
@joelgolby
@fifiglover

Top Tweeters
Top Tweeters in Entire Graph:
@nitoriofficial
@tomthunkitsmind
@dichristine
@dellconsumer_jp
@rjber15
@ana_travel_info
@mystery_girl14
@cruzanchoklate
@cheezwitham
@watermelondriia

Top Tweeters in G1:
@watermelondriia
@sekseehonline
@onequeencoke
@ombriel
@kayydroppingems
@alberta411
@vertigopolitico
@ilovenuney
@vemaledotcom
@chynvthechvmp

Top Tweeters in G2:
@moreandagain
@nahfret
@jamaicanhoney
@_nurseratchet
@octavia_simone1
@krysilove
@indascorner
@brownandbella
@yungeateat
@jmill26_

Top Tweeters in G3:
@thehill
@karoli
@foxnews
@nytimes
@therickwilson
@thedailybeast
@radiofreetom
@b52malmet
@emptywheel
@leahmcelrath

Top Tweeters in G4:
@jennythem
@kathevans2
@sheena_byrom
@whoseshoes
@copronorfolk
@lacted
@bbcradiolincs
@laconic_doc
@lizmayessex
@borntoosoonkh

Top Tweeters in G5:
@jessicafastball
@worldpeace435
@ailsaforshaw
@dubejohnr
@sheridanblog
@pinksterdagreat
@aletheiaatheos
@fshnerb
@yang4m
@victorianerafan

Top Tweeters in G6:
@pollsstar
@khalsir
@skynews
@lyndagee49
@thomasevans1984
@marcoreddevil
@horshamgardener
@benzky
@captainbartlet3
@glasgowalbum

Top Tweeters in G7:
@lomacire
@mentalitt_youv
@alaadjiditakh
@ouzin_rc3r9
@mrsvictorine
@nabyleu
@djibril_otaku
@ladymounaa
@thiessifall
@chimndir

Top Tweeters in G8:
@kevskewl
@lyricundertaker
@thexbasha
@fatkidsarehard
@stunnagoddess
@goldchampagne_
@davante_s
@shanayemuhammad
@cosmotheloner
@__reckkk

Top Tweeters in G9:
@cece_23spalding
@cotey_mary
@dopegirlfresh
@visionaryck
@btsquared2
@rockyintx
@evcoc54
@politico
@rabidbadger
@januaryhandl

Top Tweeters in G10:
@pra
@agencynurse
@joelakamag
@irvinewelsh
@emmadixon_eu
@sophsdreams
@_poots_
@emmatfansite
@edibow
@joelgolby


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