doula, Twitter, 1/20/2019 3:47:06 PM, 182576


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doula_2019-01-19_19-28-00.xlsx
doula_2019-01-19_19-28-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 20, 2019
Short Description:
doula via NodeXL http://bit.ly/2DnK0Tt
@doula_lisa
@doula_theou
@kingstonmslc
@borntoosoonkh
@hospiceuk
@doula_bnt_eissa
@hollysfunerals
@krassenstein
@rahaf84427714
@livingwelldying

Top hashtags:
#doula
#birth
#midwife
#babylosshour
#doulas
#pregnancy
#childbirth

Description:
Description
The graph represents a network of 3,671 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 Sunday, 20 January 2019 at 03:28 UTC.

The requested start date was Sunday, 20 January 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 13-day, 22-hour, 38-minute period from Sunday, 06 January 2019 at 01:10 UTC to Saturday, 19 January 2019 at 23:48 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 : 3671
Unique Edges : 3997
Edges With Duplicates : 3003
Total Edges : 7000
Number of Edge Types : 3
Tweet : 2356
Replies to : 575
Mentions : 4069
Self-Loops : 2356
Reciprocated Vertex Pair Ratio : 0.05852793378658
Reciprocated Edge Ratio : 0.110583635855906
Connected Components : 1313
Single-Vertex Connected Components : 844
Maximum Vertices in a Connected Component : 449
Maximum Edges in a Connected Component : 2070
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.78896
Graph Density : 0.000265799324108169
Modularity : 0.546497
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[67] https://www.amazon.com/Birth-Ambassadors-Re-Emergence-Woman-Supported-America/dp/1939807069
[34] https://www.amazon.com/Doulas-Guide-Birthing-Your-Way/dp/1939807565
[33] http://www.governing.com/topics/health-human-services/gov-doula-medicaid-new-york-2019-pregnant.html
[31] https://www.nytimes.com/2019/01/02/world/europe/sweden-doula-childbirth.html
[25] https://www.amazon.com/Gentle-Art-Newborn-Family-Care/dp/0985418001
[22] https://www.romper.com/p/black-doulas-ward-off-discrimination-in-the-birthing-suite-in-rompers-doula-diaries-13524652
[15] https://www.cbc.ca/news/canada/manitoba/manitoba-social-impact-bond-doula-1.4968716
[13] http://www.twittascope.com/?sign=7
[13] http://praeclaruspress.com/mailing-list/
[10] https://www.infobae.com/tendencias/masmariana/2019/01/10/maternidad-como-es-el-parto-junto-a-una-doula/

Top URLs in Tweet in G1:
[33] https://www.amazon.com/Birth-Ambassadors-Re-Emergence-Woman-Supported-America/dp/1939807069
[22] http://www.governing.com/topics/health-human-services/gov-doula-medicaid-new-york-2019-pregnant.html
[18] https://www.amazon.com/Doulas-Guide-Birthing-Your-Way/dp/1939807565
[15] https://www.nytimes.com/2019/01/02/world/europe/sweden-doula-childbirth.html
[15] https://www.amazon.com/Gentle-Art-Newborn-Family-Care/dp/0985418001
[13] http://www.twittascope.com/?sign=7
[11] http://praeclaruspress.com/mailing-list/
[8] https://www.romper.com/p/black-doulas-ward-off-discrimination-in-the-birthing-suite-in-rompers-doula-diaries-13524652
[8] https://www.infobae.com/tendencias/masmariana/2019/01/10/maternidad-como-es-el-parto-junto-a-una-doula/
[7] https://www.facebook.com/heathermayerdoula/

Top URLs in Tweet in G2:
[4] http://wakelet.com/wake/f5a9d3c9-4b6c-4f6b-aaab-430eeb89bdc1
[3] https://twitter.com/NatMatVoicesorg/status/1085916098468429824
[2] https://twitter.com/TheLegacyOfLeo/status/1082743749250187264
[2] https://twitter.com/NatMatVoicesorg/status/1083646776031305728
[2] http://nationalmaternityvoices.org.uk/
[2] https://www.longtermplan.nhs.uk/wp-content/uploads/2019/01/nhs-long-term-plan.pdf
[2] https://twitter.com/jenmckenz/status/1084519898188038147
[2] https://twitter.com/lizzietweeter/status/1085810855252348930
[2] https://twitter.com/NatMatVoicesorg/status/1083357727588601862
[2] https://www.youtube.com/watch?v=pr_iK1Tc3VA&feature=youtu.be


Top URLs in Tweet in G3:
[4] https://twitter.com/lindseygrahamsc/status/1083513840418066432
[3] https://twitter.com/realdonaldtrump/status/1084058813047681025
[3] https://twitter.com/nytimes/status/1083897477940563969
[2] https://twitter.com/realdonaldtrump/status/1081735898679701505
[2] https://www.thecipherbrief.com/column/expert-view/moscow-may-influenced-elections-poised
[2] https://twitter.com/cnnpolitics/status/1082735478674255875
[2] https://twitter.com/Toure/status/1082695461914451968
[2] https://twitter.com/capehartj/status/1082663473090256897
[2] https://twitter.com/jimsciutto/status/1085619284473245696
[2] https://twitter.com/JerryDunleavy/status/1083383323106385921

Top URLs in Tweet in G4:
[3] https://twitter.com/GameOfThrones/status/1084631184804433921
[3] https://www.elbalad.news/3650297
[2] https://www.google.com/maps/place/14%C2%B002'18.4%22N+35%C2%B023'27.0%22E/@14.038451,35.3902487,237m/data=!3m2!1e3!4b1!4m6!3m5!1s0x0:0x0!7e2!8m2!3d14.0384511!4d35.3908347?shorturl=1
[2] https://www.tahrirnews.com/Story/1215846/%D9%85%D9%88%D8%A7%D8%B9%D9%8A%D8%AF-%D9%85%D8%A8%D8%A7%D8%B1%D9%8A%D8%A7%D8%AA-%D9%85%D8%B5%D8%B1-%D9%81%D9%8A-%D9%83%D8%A3%D8%B3-%D8%A7%D9%84%D8%B9%D8%A7%D9%84%D9%85-%D9%84%D9%83%D8%B1%D8%A9-%D8%A7%D9%84%D9%8A%D8%AF/%D8%B1%D9%8A%D8%A7%D8%B6%D8%A9
[2] https://www.pscp.tv/w/bxDwyzI5OTk2NzJ8MVprSnprRUxQWnl4dtX3giT-CSvuogV2XRrha_DVUeDWsxbBL9V7OvVQy0FF
[2] https://madamirror7.appspot.com/madamasr.com/ar/2019/01/11/feature/%D9%85%D8%AC%D8%AA%D9%85%D8%B9/%D9%84%D9%85%D8%A7%D8%B0%D8%A7-%D9%84%D8%A7-%D8%AA%D8%AD%D9%85%D9%8A%D9%86%D8%A7-%D9%85%D9%86%D8%A7%D8%B2%D9%84%D9%86%D8%A7-%D9%85%D9%86-%D8%A7%D9%84%D8%A8%D8%B1%D8%AF%D8%9F/
[2] https://twitter.com/madamasr/status/1085869095541661703
[2] https://twitter.com/Yadaweya/status/1084950885120294913
[1] https://twitter.com/EShetiwy/status/1082427176971051008
[1] https://twitter.com/HaniinHosaam/status/1082393541756796928

Top URLs in Tweet in G5:
[1] https://www.accessmidwives.com/faqs.html

Top URLs in Tweet in G6:
[1] https://soulpassages.ca/education/become-death-doula-2/

Top URLs in Tweet in G7:
[5] https://eol-doula.uk
[4] https://eol-doula.uk/what-is-an-end-of-life-doula/
[2] https://twitter.com/didge32/status/1084194138021601280
[2] https://twitter.com/diversealz/status/1085991054099300353
[2] https://twitter.com/drkathrynmannix/status/1085663790409154566
[1] https://www.lwdwtraining.uk/events/eol-doulas-doing-death-differently-conference-2018/
[1] https://twitter.com/HollysFunerals/status/1084531642323136514
[1] https://twitter.com/jennifryer/status/1085879515614715905
[1] https://twitter.com/livingwelldying/status/1085987419147722753
[1] https://eol-doula.uk/

Top URLs in Tweet in G8:
[10] http://gormahiafc.co.ke/oktay-names-his-squad-for-caf-tie-against-new-star-de-doula/

Top Domains
Top Domains in Tweet in Entire Graph:
[277] twitter.com
[248] instagram.com
[220] facebook.com
[155] inspiredbirthpro.com
[126] amazon.com
[58] nytimes.com
[47] youtube.com
[36] co.uk
[35] governing.com
[34] praeclaruspress.com

Top Domains in Tweet in G1:
[190] instagram.com
[189] facebook.com
[66] amazon.com
[48] twitter.com
[29] nytimes.com
[22] governing.com
[20] praeclaruspress.com
[17] youtube.com
[17] ameblo.jp
[17] saramadeleine.se

Top Domains in Tweet in G2:
[43] twitter.com
[4] wakelet.com
[4] org.uk
[3] youtube.com
[3] co.uk
[2] nhs.uk
[2] rosewoodbirthconsulting.com
[2] kisspng.com
[1] headspace-perspective.com
[1] thedoularegister.com

Top Domains in Tweet in G3:
[102] twitter.com
[12] washingtonpost.com
[6] nytimes.com
[2] thecipherbrief.com
[2] trib.al
[2] inquisitr.com
[2] wsj.com
[1] news12.com
[1] tinyurl.com
[1] naacp.org

Top Domains in Tweet in G4:
[10] twitter.com
[3] elbalad.news
[2] google.com
[2] tahrirnews.com
[2] pscp.tv
[2] appspot.com
[1] bit.ly
[1] goo.gl
[1] skynewsarabia.com
[1] unhcr.org

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

Top Domains in Tweet in G6:
[1] soulpassages.ca

Top Domains in Tweet in G7:
[21] twitter.com
[10] eol-doula.uk
[1] lwdwtraining.uk
[1] co.uk
[1] aamc.org
[1] mailchi.mp

Top Domains in Tweet in G8:
[10] co.ke

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[615] doula
[215] birth
[115] midwife
[102] babylosshour
[98] doulas
[90] pregnancy
[75] childbirth
[58] postpartum
[55] baby
[42] sirkal



Top Hashtags in Tweet in G1:
[220] doula
[99] birth
[66] midwife
[43] pregnancy
[43] childbirth
[38] baby
[38] postpartum
[28] mother
[21] breastfeeding
[20] birthdoula

Top Hashtags in Tweet in G2:
[102] babylosshour
[41] betterbirths
[40] matvoices
[26] continuityofcarer
[19] doula
[18] maternity
[12] matexp
[11] birth
[10] nhslongtermplan
[10] midwife

Top Hashtags in Tweet in G3:
[7] magaisformorons
[6] russianasset
[6] thedailydon
[3] endtheshutdown
[3] trumpcrimefamily
[2] thewall
[2] trumpaddress
[2] wordsmatter
[2] wherearethepesos
[2] asset

Top Hashtags in Tweet in G4:
[6] مدن_السودان_تنتفض
[3] ø§ù„ùƒùˆø±ø©_ù„ù„ø¬ù…ø§ù‡ùšø±
[2] أم_كلثوم
[2] forthethrone
[2] ميادة_الحناوي
[2] ø§ù„ù‚ø¶ø§ø±ù
[2] sudan
[2] øªø³ù‚ø·_ø¨ø³
[2] ø§ù„øªø­ø±ùšø±
[2] ùƒø§ø³_ø§ù„ø¹ø§ù„ù…

Top Hashtags in Tweet in G5:
[58] doulas
[2] doula
[1] midwife
[1] midwives
[1] accessmidwives
[1] supportduringbirth
[1] tamarayoungberg

Top Hashtags in Tweet in G7:
[4] diversealz
[4] endoflifedoulauk
[2] illness
[2] death
[2] 10yearchallengue
[1] theartofdying
[1] endoflifedoulas
[1] exeter
[1] notachallenge
[1] doula

Top Hashtags in Tweet in G8:
[42] sirkal
[38] cafcc
[34] totalcafcc
[29] thescoreke
[15] supportkesport
[15] jazastadi
[1] makeitcount

Top Hashtags in Tweet in G10:
[1] sunudebat

Top Words
Top Words in Tweet in Entire Graph:
[4002] Words in Sentiment List#1: Positive
[2047] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[106323] Non-categorized Words
[112373] Total Words
[3031] doula
[1559] ø
[1143] ù
[892] birth
[426] doulas

Top Words in Tweet in G1:
[1145] doula
[331] birth
[145] doulas
[133] midwife
[126] ã
[109] baby
[105] postpartum
[89] new
[88] support
[84] parto

Top Words in Tweet in G2:
[235] doula_lisa
[149] natmatvoicesorg
[102] babylosshour
[93] maternity
[50] lisa
[48] next
[46] thelegacyofleo
[45] midwife_claire
[41] betterbirths
[41] guest

Top Words in Tweet in G3:
[235] trump
[128] s
[82] president
[67] â
[57] t
[47] more
[47] russian
[40] russia
[39] people
[36] government

Top Words in Tweet in G4:
[1559] ø
[1143] ù
[132] ùšø
[116] ùš
[87] ùˆø
[72] ùšù
[67] و
[66] في
[55] من
[52] øªø

Top Words in Tweet in G5:
[114] provide
[114] support
[109] doulas
[107] accessmidwives
[58] births
[57] during
[57] physical
[57] emotional
[57] birthing
[57] people

Top Words in Tweet in G6:
[65] doula
[64] jannarden
[64] death
[60] such
[57] mom
[56] made
[56] difference
[56] died
[56] people
[56] helped

Top Words in Tweet in G7:
[31] livingwelldying
[21] doula
[17] lizzie_doula
[16] death
[12] life
[11] end
[10] drkathrynmannix
[10] part
[9] website
[8] emmadixon_eu

Top Words in Tweet in G8:
[78] new
[78] star
[78] doula
[68] gor
[57] mahia
[43] 1
[42] sirkal
[38] cafcc
[34] totalcafcc
[31] 0

Top Words in Tweet in G9:
[4] doula
[2] medical
[2] first
[2] job
[2] 11
[2] years
[2] old
[2] occupational
[2] clinic
[2] volunteered

Top Words in Tweet in G10:
[80] sonal
[80] bo
[48] doula
[41] mais
[41] sa
[41] far
[40] khawma
[40] fo
[40] nek
[40] bilahi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[617] ø,ù
[565] ø,ø
[564] ù,ø
[279] ù,ù
[169] death,doula
[128] birth,doula
[115] postpartum,doula
[112] doula,midwife
[105] birth,postpartum
[97] doula,birth

Top Word Pairs in Tweet in G1:
[60] doula,midwife
[53] midwife,doula
[48] ã,ã
[47] doula,birth
[44] postpartum,doula
[44] birth,doula
[42] ð,ð
[38] birth,postpartum
[34] available,amazon
[31] doulas,midwives

Top Word Pairs in Tweet in G2:
[39] next,babylosshour
[39] babylosshour,guest
[39] guest,hosted
[39] hosted,doula_lisa
[39] doula_lisa,lisa
[39] lisa,joining
[34] joining,natmatvoicesorg
[32] thelegacyofleo,next
[20] maternity,voices
[19] doula_lisa,natmatvoicesorg

Top Word Pairs in Tweet in G3:
[20] mitch,mcconnell
[19] shut,down
[18] united,states
[16] donald,trump
[15] national,emergency
[13] trumpâ,s
[13] president,united
[13] bernie,sanders
[12] u,s
[12] seeking,asylum

Top Word Pairs in Tweet in G4:
[617] ø,ù
[565] ø,ø
[564] ù,ø
[279] ù,ù
[69] ù,ùš
[68] ø,ùšø
[60] ùš,ø
[48] ùšø,ø
[39] ø,ùšù
[38] ùšø,ù

Top Word Pairs in Tweet in G5:
[57] doulas,provide
[57] provide,support
[57] support,during
[57] during,births
[57] births,provide
[57] provide,physical
[57] physical,emotional
[57] emotional,support
[57] support,birthing
[57] birthing,people

Top Word Pairs in Tweet in G6:
[63] death,doula
[57] doula,mom
[56] made,such
[56] such,difference
[56] difference,death
[56] mom,died
[56] died,people
[56] people,helped
[56] helped,great
[56] great,course

Top Word Pairs in Tweet in G7:
[10] end,life
[10] life,doula
[7] death,doula
[6] take,look
[5] livingwelldying,oh
[5] doula,training
[4] find,out
[4] excited,doing
[4] doing,first
[4] first,part

Top Word Pairs in Tweet in G8:
[78] new,star
[78] star,doula
[57] gor,mahia
[37] doula,cafcc
[31] totalcafcc,sirkal
[30] 0,new
[29] 1,0
[21] mahia,1
[21] lawrence,juma
[16] doula,lawrence

Top Word Pairs in Tweet in G9:
[2] 11,years
[2] years,old
[2] old,occupational
[2] 12,16
[2] tampastamper12,puppyluvr312
[2] rhlwp,rlamartini
[2] pamelakarnbach,squeakers46
[2] shasta77777,elianok10
[2] elianok10,clarissetru
[2] clarissetru,shopppaul

Top Word Pairs in Tweet in G10:
[40] khawma,fo
[40] fo,nek
[40] nek,mais
[40] mais,bilahi
[40] bilahi,yangi
[40] yangi,sonal
[40] sonal,sa
[40] sa,bop
[40] bop,teksi
[40] teksi,dima

Top Replied-To
Top Replied-To in Entire Graph:
@doula_lisa
@jannarden
@leighakendall
@midwife_claire
@beatonna
@lifewithoutluna
@thelegacyofleo
@francaisespanol
@drjengunter
@lizzie_doula

Top Replied-To in G2:
@doula_lisa
@leighakendall
@midwife_claire
@lifewithoutluna
@thelegacyofleo
@francaisespanol
@merrymunky
@mrpeterbyrom
@uptonmichele
@cfsaferbirths

Top Replied-To in G3:
@leahmcelrath
@drvox
@eugenecho
@malcolmnance
@hcamp0204
@radiofreetom
@merce2me
@jcrounse
@realdonaldtrump

Top Replied-To in G4:
@egychampagne
@arwaworld
@7azem122

Top Replied-To in G6:
@jannarden

Top Replied-To in G7:
@lizzie_doula
@emmadixon_eu
@livingwelldying
@grumpyolddoc
@maisyconlonash
@gemma_allen1
@featherftdoula
@diversealz
@drkathrynmannix
@angie_dalli

Top Replied-To in G9:
@josephfalzone3
@lgiles1017
@jsg_54
@jmkillingnyc

Top Replied-To in G10:
@mentalitt_youv
@fatanor
@mouahmeiid

Top Mentioned
Top Mentioned in Entire Graph:
@doula_lisa
@natmatvoicesorg
@accessmidwives
@darlenemacauley
@jannarden
@thelegacyofleo
@rellythecrip
@nassir_niasse
@midwife_claire
@jameslaja1

Top Mentioned in G1:
@60sfolks
@stopiccnow
@omurseydaugur
@juliettedyke
@bloggedbyrain
@vitadecisions
@yukalipaginalit

Top Mentioned in G2:
@doula_lisa
@natmatvoicesorg
@thelegacyofleo
@midwife_claire
@jameslaja1
@medneg_wolfies
@elaronndy
@nhsengland
@dunkleybent
@merrymunky

Top Mentioned in G3:
@realdonaldtrump
@malcolmnance
@cbouzy
@lawrence
@tribelaw
@waltshaub
@senatemajldr
@nytimes
@krassenstein
@maxboot

Top Mentioned in G4:
@yadaweya
@tarekhussein22
@khaledali251
@rahaf84427714
@aghani_zaman
@vv42a
@_omolthoum
@amireid
@yallakoranow
@unhcr_arabic

Top Mentioned in G5:
@accessmidwives

Top Mentioned in G6:
@jannarden

Top Mentioned in G7:
@livingwelldying
@lizzie_doula
@drkathrynmannix
@thelonggoodby
@emmacclare
@emmadixon_eu
@merrettpenny
@jacquifromsheff
@grumpyolddoc
@livinggrief

Top Mentioned in G8:
@officialgmfc
@carolradull
@frankorinde
@sportpesa_care

Top Mentioned in G9:
@lelenapeacock
@spicypurritos
@bonniebaback
@vaporf_sammijo
@ghostingeek
@indbluea
@macruadhi
@joeallennewman
@fabledcreature_
@harris_sherrie

Top Mentioned in G10:
@nassir_niasse
@djibril_otaku
@aminatatdm

Top Tweeters
Top Tweeters in Entire Graph:
@uskeus
@blacktradelines
@wrikent3500
@portaldiarioar
@jondknight
@sheffieldis
@bloggedbyrain
@lechatnoire4
@sydneya
@infobae

Top Tweeters in G1:
@uskeus
@portaldiarioar
@jondknight
@bloggedbyrain
@focus_regional
@citizentvkenya
@raveenthedream
@tobesafensound
@nayekaizen
@geoffkernow

Top Tweeters in G2:
@bbcnews
@drumeshprabhu
@sagefemmesb
@kathevans2
@whoseshoes
@shaunlintern
@drpetra
@heartmummy
@luybenans
@lewisham_se13

Top Tweeters in G3:
@foxnews
@nytimes
@washingtonpost
@therickwilson
@wsj
@radiofreetom
@abc
@cnn
@leahmcelrath
@funder

Top Tweeters in G4:
@tahrirnews
@3arabawy
@7azem122
@mo7ah10203
@egychampagne
@filgoal
@monasosh
@mahmoudelarif
@monznomad
@daliaref3at

Top Tweeters in G5:
@chriskirouac
@smartrmarketing
@ic_results
@convexstudio
@samhousex2
@aloto_herb
@frankjo62700283
@andy_plymouth
@photon_mark
@bkillnery

Top Tweeters in G6:
@johangreg
@ksp_libs
@ciocia
@saultgirldonna
@elle_v__
@sheldamar
@vickaric
@tomcox60
@suzykrcivoj
@carolyn_bennett

Top Tweeters in G7:
@jmcefalas
@helenfindlay
@lfvcl
@newsexeter
@diversealz
@emmadixon_eu
@learnhospice
@grumpyolddoc
@emmatfansite
@ncvo

Top Tweeters in G8:
@lewiotieno
@limo_alan
@sportpesa_care
@eddymnasty
@musaletweets
@umar_farouk7
@karryjay
@timo_utd
@kamanja_jnr
@kachwanya

Top Tweeters in G9:
@pamelakarnbach
@emilahp
@elianok10
@spicypurritos
@lelenapeacock
@honeybklein
@ghostingeek
@mwynnhill
@rlamartini
@pechilvr

Top Tweeters in G10:
@mentalitt_youv
@mbayanglo
@zedzasougou
@_maarietou
@djibril_otaku
@nassir_niasse
@manszour
@____ramablue_
@fatanor
@i_am_thieuf


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