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midwife OR midwifery_2021-09-04_20-28-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2021
Short Description:
midwife OR midwifery via NodeXL https://bit.ly/38HO9R0
@hallmum5
@bearded1_one
@nmcnews
@world_midwives
@fnightingalef
@doctorsxr
@samueltodd16
@sandalljane
@mayra_k11
@sheena_byrom

Top hashtags:
#fkocaatamaiçintweetatın
#midwife
#midwifery
#magway
#book
#love

Description:
Description
The graph represents a network of 7,376 Twitter users whose tweets in the requested range contained "midwife OR midwifery", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 05 September 2021 at 03:37 UTC.

The requested start date was Sunday, 05 September 2021 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 3-day, 9-hour, 26-minute period from Tuesday, 31 August 2021 at 19:09 UTC to Saturday, 04 September 2021 at 04:36 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 : 7376
Unique Edges : 5430
Edges With Duplicates : 13702
Total Edges : 19132
Number of Edge Types : 5
Replies to : 1897
Tweet : 1483
MentionsInRetweet : 5690
Mentions : 5885
Retweet : 4177
Self-Loops : 1542
Reciprocated Vertex Pair Ratio : 0.0422439245968658
Reciprocated Edge Ratio : 0.0810634125081717
Connected Components : 1492
Single-Vertex Connected Components : 639
Maximum Vertices in a Connected Component : 1559
Maximum Edges in a Connected Component : 4147
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.76975
Graph Density : 0.00016871943821464
Modularity : 0.478347
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 7,376 Twitter users whose tweets in the requested range contained "midwife OR midwifery", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 05 September 2021 at 03:37 UTC.

The requested start date was Sunday, 05 September 2021 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 3-day, 9-hour, 26-minute period from Tuesday, 31 August 2021 at 19:09 UTC to Saturday, 04 September 2021 at 04:36 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 : midwife OR midwifery
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:
[83] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888103/
[51] https://www.midwife.or.jp/general/birthcenter_list/bc_03.html
[40] https://www.aclu.org/news/racial-justice/the-racist-history-of-abortion-and-midwifery-bans/
[39] https://apps.who.int/iris/bitstream/handle/10665/344562/9789240033863-eng.pdf
[16] https://twitter.com/usg_ringo/status/1432890484850978819
[15] https://www.youtube.com/watch?v=4KuptCIQSOE&feature=youtu.be

[12] https://www.ipetitions.com/petition/keep-milli-hill-as-keynote-speaker-at-midwifery?utm_source=twitter&utm_medium=social&utm_campaign=email_campaign_20210902
[11] https://www.ipetitions.com
[10] https://www.abc.net.au/news/2021-09-04/midwife-devastated-by-rare-cancer-diagnosis-warns-others/100431976
[9] https://www.theguardian.com/global-development/2021/sep/03/nigerias-idp-camp-midwife-bringing-joy-to-mothers-left-behind-by-state

Top URLs in Tweet in G1:
[18] https://www.aclu.org/news/racial-justice/the-racist-history-of-abortion-and-midwifery-bans/
[6] https://www.instagram.com/accounts/login/
[6] https://www.abc.net.au/news/2021-09-04/midwife-devastated-by-rare-cancer-diagnosis-warns-others/100431976
[5] https://www.theguardian.com/global-development/2021/sep/03/nigerias-idp-camp-midwife-bringing-joy-to-mothers-left-behind-by-state
[4] https://www.merdeka.com/
[4] https://www.sindonews.com/
[4] https://indoposco.id/
[4] https://www.kompas.com/
[3] http://www.twittascope.com/?sign=4
[3] https://www.midwife.org/Join-ACNM

Top URLs in Tweet in G2:
[6] https://onlinelibrary.wiley.com/doi/10.1111/jocn.15982?af=R
[6] https://www.jobs.nhs.uk/xi/vacancy/916704574
[5] https://www.maternityandmidwifery.co.uk/the-maternity-and-midwifery-hour/
[4] https://www.all4maternity.com/the-practising-midwife-latest/
[3] https://www.nursingtimes.net/roles/midwives-and-neonatal-nurses/what-is-the-relationship-between-midwifery-staffing-and-outcomes-31-08-2021/
[2] https://aahms.org/events/nursing-and-midwifery-life-as-a-clinician-scientist-online-symposium/
[2] https://nottingham.onlinesurveys.ac.uk/gild-study-midwives-and-hcp-survey
[2] https://www.all4maternity.com/product/midwife-membership-print-with-free-copy-of-nurturing-maternity-staff-book/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://www.all4maternity.com/product/student-membership-print-with-free-copy-of-nurturing-maternity-staff-book/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0251331

Top URLs in Tweet in G6:
[1] https://twitter.com/visitcamberwell/status/1056309310949650432?s=20
[1] https://twitter.com/DoctorsXr/status/1433689022342254605

Top URLs in Tweet in G7:
[38] https://apps.who.int/iris/bitstream/handle/10665/344562/9789240033863-eng.pdf
[3] https://health.bmz.de/stories/midwifery-education-in-nepal-training-the-first-generation-of-professional-midwives/
[2] https://www.npeu.ox.ac.uk/mbrrace-uk/bookings
[2] https://twitter.com/NurseMidwife_IN/status/1433445597332213765
[1] https://www.futurelearn.com/courses/identifying-and-responding-to-drug-and-alcohol-addiction
[1] https://www.hra.nhs.uk/planning-and-improving-research/research-planning/student-research/student-research-toolkit/
[1] https://careers.who.int:443/careersection/ex/jobdetail.ftl?job=2102428&lang=en
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.womenandbirth.org%2Farticle%2FS1871-5192%2820%2930326-7%2Ffulltext&rc=0
[1] https://www.internationalmidwives.org/about-us/icm-newsletters.html
[1] https://sowmy-unfpa-global.pantheonsite.io/sowmy-2021

Top URLs in Tweet in G8:
[1] https://florence-nightingale-foundation.org.uk/scholarships/leadership-scholarship-2022/
[1] https://www.eventbrite.co.uk/e/fnf-leadership-support-session-for-senior-leaders-tickets-165112559109
[1] https://www.eventbrite.co.uk/e/leadership-support-for-ward-managersteam-leadershealthcare-professionals-tickets-165417252455
[1] https://www.eventbrite.co.uk/e/support-session-for-healthcare-professionals-ethnic-minority-backgrounds-tickets-165122123717
[1] https://www.eventbrite.co.uk/e/student-midwife-virtual-open-day-tickets-167857356873
[1] https://www.eventbrite.co.uk/e/gastroenterology-and-hepatology-nurse-midwife-and-ahp-webinar-tickets-164852904475

Top URLs in Tweet in G10:
[3] https://www.texasobserver.org/midwife-west-texas/
[1] https://www.texasobserver.org/labor-away-womens-health-rural-texas/
[1] https://www.texasobserver.org/planned-parenthood-returns-to-lubbock/
[1] https://www.texasobserver.org/inside-texas-failed-experiment-to-replace-planned-parenthood-with-an-anti-abortion-group/

Top Domains
Top Domains in Tweet in Entire Graph:
[203] twitter.com
[83] nih.gov
[51] or.jp
[44] co.uk
[41] aclu.org
[40] nhs.uk
[40] who.int
[39] ipetitions.com
[36] theguardian.com
[28] youtube.com

Top Domains in Tweet in G1:
[68] twitter.com
[22] medicaljobsaustralia.com
[20] greatergood.com
[18] aclu.org
[15] theguardian.com
[12] co.uk
[10] thehousethatneverslumbers.com
[8] tribunnews.com
[8] sindonews.com
[7] com.au

Top Domains in Tweet in G2:
[19] twitter.com
[11] nhs.uk
[11] all4maternity.com
[6] ac.uk
[6] wiley.com
[6] midirs.org
[5] org.uk
[5] co.uk
[3] aahms.org
[3] nursingtimes.net

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

Top Domains in Tweet in G7:
[39] who.int
[8] twitter.com
[3] bmz.de
[2] ac.uk
[2] youtube.com
[2] jhpiego.org
[1] futurelearn.com
[1] nhs.uk
[1] elsevierhealth.com
[1] internationalmidwives.org

Top Domains in Tweet in G8:
[5] co.uk
[1] org.uk

Top Domains in Tweet in G10:
[6] texasobserver.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[386] fkocaatamaiçintweetatın
[195] midwife
[139] midwifery
[74] magway
[53] book
[52] love
[52] foldoutfriday
[52] bidan
[48] iyikidoğdunserkanbolat
[37] books



Top Hashtags in Tweet in G1:
[71] midwife
[52] bidan
[25] kebidanan
[22] medicaljobs
[17] midwifery
[10] moneyheist
[10] percepat
[9] moneyheistseason5
[6] lcdp5
[5] 妊婦

Top Hashtags in Tweet in G2:
[36] midwife
[30] midwifery
[28] nurses
[20] studentmidwife
[16] co
[7] midwives
[5] midwiferyhour
[5] womenshistory
[5] midweekmidwifery
[4] rcmsmf

Top Hashtags in Tweet in G5:
[385] fkocaatamaiçintweetatın
[6] fkocaatamaicintweetatın

Top Hashtags in Tweet in G6:
[2] stoptheharm
[1] canarywharf
[1] extinctionrebelion

Top Hashtags in Tweet in G7:
[41] midwifery
[19] midwives
[13] feminist
[13] nursemidwife4change
[11] midwife
[10] nursing
[7] challengerscommittee
[6] sdgs
[4] sowmy
[3] nurses

Top Hashtags in Tweet in G8:
[7] longcovid
[6] teamcno
[5] insitu
[5] interprofessional
[4] midwife
[3] nurse
[3] nhs
[3] lamptest
[2] nursing
[2] midwifery

Top Hashtags in Tweet in G9:
[7] pitmad
[6] a
[5] hf
[3] lgbt
[2] m
[1] hr
[1] fta
[1] wf

Top Words
Top Words in Tweet in Entire Graph:
[3160] midwife
[1048] midwifery
[601] baby
[474] home
[469] drfahrettinkoca
[467] nursing
[463] one
[449] care
[425] love
[424] great

Top Words in Tweet in G1:
[548] midwife
[105] midwifery
[71] #midwife
[64] call
[60] professor
[55] time
[52] #bidan
[49] one
[48] bidan
[41] nurse

Top Words in Tweet in G2:
[185] midwifery
[89] midwife
[71] student
[58] opportunity
[57] join
[55] midwives
[44] staffing
[42] maternity
[41] interested
[40] study

Top Words in Tweet in G3:
[325] love
[324] hoodhealer
[323] baby
[323] born
[323] water
[322] naturally
[322] quickly
[322] home
[322] surrounded
[322] delivered

Top Words in Tweet in G4:
[293] midwife
[292] thefigen
[292] omg
[292] thank
[292] god
[292] fine
[292] great

Top Words in Tweet in G5:
[468] drfahrettinkoca
[385] #fkocaatamaiçintweetatın
[262] atama
[180] bir
[128] bu
[122] artık
[104] için
[94] bekleyen
[84] sağlık
[83] sayın

Top Words in Tweet in G6:
[286] jp
[286] morgan
[267] doctorsxr
[247] midwife
[137] xrebellionuk
[131] outside
[130] dragged
[130] away
[130] doing
[130] duty

Top Words in Tweet in G7:
[68] midwifery
[61] nursing
[48] global
[48] strategic
[48] directions
[41] #midwifery
[41] 2021
[38] midwives
[38] 2025
[37] equitylist

Top Words in Tweet in G8:
[139] fnightingalef
[127] open
[126] applications
[125] moment
[125] finally
[125] fnf
[125] 2022
[125] scholarships
[125] officially
[125] unlock

Top Words in Tweet in G9:
[198] wife
[174] midwife
[116] selkie
[115] portrait
[115] lady
[115] fire
[112] kellypreeper
[74] jean
[74] nova
[74] 1830

Top Words in Tweet in G10:
[216] one
[112] more
[109] sophienovack
[109] miles
[108] big
[108] bend
[108] region
[108] hospital
[108] three
[108] county

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[352] elimuyaafya,midwife_joe
[352] midwife_joe,issm_info
[351] jahimkawthar,elimuyaafya
[350] festongadaya,allen_kaiza
[347] afyafactz,festongadaya
[346] issm_info,afyafactz
[338] allen_kaiza,afyainforx
[324] baby,born
[323] born,naturally
[323] naturally,quickly

Top Word Pairs in Tweet in G1:
[62] call,midwife
[25] #bidan,#midwife
[25] #bidan,#kebidanan
[25] #kebidanan,#midwife
[24] nurse,midwife
[21] role,midwife
[20] nursing,midwifery
[20] cat,arrives
[20] arrives,time
[20] time,play

Top Word Pairs in Tweet in G2:
[45] student,midwife
[30] midwifery,staffing
[27] calling,#nurses
[27] #nurses,interested
[27] interested,undertaking
[27] undertaking,further
[27] further,study
[27] study,become
[27] become,#midwife
[27] #midwife,offer

Top Word Pairs in Tweet in G3:
[322] baby,born
[322] born,naturally
[322] naturally,quickly
[322] quickly,home
[322] home,water
[322] water,surrounded
[322] surrounded,love
[322] love,delivered
[322] delivered,daddy
[322] daddy,assisted

Top Word Pairs in Tweet in G4:
[292] omg,thank
[292] thank,god
[292] god,fine
[292] fine,great
[292] great,midwife
[291] thefigen,omg

Top Word Pairs in Tweet in G5:
[188] drfahrettinkoca,#fkocaatamaiçintweetatın
[83] atama,bekleyen
[40] drfahrettinkoca,rterdogan
[36] bakanım,drfahrettinkoca
[36] drfahrettinkoca,yildizztilbee
[36] yildizztilbee,gokhanozoguz
[35] sayın,bakanım
[34] 10,aydır
[34] bir,açıklama
[31] gokhanozoguz,cmylmz

Top Word Pairs in Tweet in G6:
[286] jp,morgan
[130] midwife,dragged
[130] dragged,away
[130] away,jp
[130] morgan,doing
[130] doing,duty
[130] duty,care
[130] care,standing
[130] standing,doctorsxr
[130] doctorsxr,outside

Top Word Pairs in Tweet in G7:
[51] nursing,midwifery
[48] strategic,directions
[48] directions,nursing
[38] global,strategic
[38] midwifery,2021
[38] 2021,2025
[37] equitylist,global
[13] #midwives,need
[13] need,equal
[13] equal,pay

Top Word Pairs in Tweet in G8:
[125] moment,finally
[125] finally,applications
[125] applications,fnf
[125] fnf,2022
[125] 2022,scholarships
[125] scholarships,officially
[125] officially,open
[125] open,unlock
[125] unlock,potential
[124] fnightingalef,moment

Top Word Pairs in Tweet in G9:
[116] selkie,wife
[115] portrait,lady
[115] lady,fire
[115] fire,selkie
[112] kellypreeper,portrait
[73] wife,nova
[73] nova,scotia
[73] scotia,1830
[69] midwife,jean
[46] 1830,midwife

Top Word Pairs in Tweet in G10:
[108] big,bend
[108] bend,region
[108] region,one
[108] one,hospital
[108] hospital,three
[108] three,county
[108] county,area
[108] area,more
[108] more,12
[108] 12,000

Top Replied-To
Top Replied-To in Entire Graph:
@midwife_mami
@mkungamakini
@siadevinci
@kate_crichton
@sulley__madevu
@midwifery_nalu
@dream5to5
@midwife_yuria
@valonthemoon
@ccriadoperez

Top Replied-To in G2:
@sagefemme2000
@hannahdahlen
@amandacostello2
@pandas_uk
@midwivesacm
@l_rando
@jayneemarshall
@glospmas
@midwife_cw
@suegmaxwell

Top Replied-To in G3:
@hoodhealer

Top Replied-To in G4:
@thefigen

Top Replied-To in G5:
@osmkya06
@mzyensevkin
@eczburhan
@emrllharslnts1
@ilhamiozcanaygn
@drfahrettinkoca

Top Replied-To in G6:
@xrebellionuk
@dalef84
@ellentu_tu
@greeningputney
@doctorsxr

Top Replied-To in G7:
@who
@annaglazewski
@maternalmatters
@rhiannoncor
@phd_midwife
@indranikashyap1
@epope_inserm

Top Replied-To in G8:
@vikkihowarth

Top Replied-To in G9:
@juliedorsey2

Top Mentioned
Top Mentioned in Entire Graph:
@drfahrettinkoca
@midwife_joe
@festongadaya
@elimuyaafya
@issm_info
@allen_kaiza
@jahimkawthar
@afyafactz
@afyainforx
@hoodhealer

Top Mentioned in G1:
@medicalworldnig
@pastorabharris
@jerowneywriter
@greentimes999
@fresh_flames1
@stew_monkman
@mariasmusings
@rochdaleco_nhs
@triporganiser

Top Mentioned in G2:
@samueltodd16
@lisabacon15
@tpm_journal
@aahms_health
@tsm_journal
@janeeball
@calebferg
@all4maternity
@midwivesrcm
@tanya_capper

Top Mentioned in G3:
@hoodhealer

Top Mentioned in G4:
@thefigen

Top Mentioned in G5:
@drfahrettinkoca
@rterdogan
@yildizztilbee
@gokhanozoguz
@tarkan
@cmylmz
@demetakalin
@halileldemir
@haluklevent
@tantasci

Top Mentioned in G6:
@doctorsxr
@xrebellionuk
@jpmorgan
@greeningputney
@bazza73617427
@emilyhewertson
@mailplus
@govuk
@kingscollegenhs
@lambeth_council

Top Mentioned in G7:
@who
@equitylist
@world_midwives
@populationhbrg
@nursemidwife_in
@indranikashyap1
@adelaidazabale1
@deccanherald
@giz_gmbh
@icnurses

Top Mentioned in G8:
@fnightingalef
@shellie_jean
@teamcno_
@dvhsimulation
@ysteachingnhs
@healthdpt
@nuhinstitute
@nottmhospitals
@iammike03
@samueltodd16

Top Mentioned in G9:
@kellypreeper
@juliedorsey2
@mypaperskin

Top Mentioned in G10:
@sophienovack
@stuffcclikes
@sharon_kuruvila
@texasobserver

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@eyalfeed
@knewz_currently
@alhanda
@mattmurph24
@british_airways
@moonbootica
@teamyoutube
@judehaste_write
@world_news_eng

Top Tweeters in G1:
@eyalfeed
@knewz_currently
@moonbootica
@soulfullysue
@oaplaylist
@wzbc_live
@wptsplaylist
@dzbb
@designatfuturit
@modernghanaweb

Top Tweeters in G2:
@jennythem
@sheena_byrom
@jennaprice
@uow_vc
@evanteijlingen
@donna_peach
@nursingtimes
@odeoncinemas
@carolynhastie
@wemidwives

Top Tweeters in G3:
@ariellashaay
@lovevendetta_
@synsati0n
@sjthegreatt
@queenlatrice___
@jnr_santi
@rudeawakening30
@5_d
@rissatsunami
@all_amirrican

Top Tweeters in G4:
@frank29650703
@kokikokiya
@miaspic
@exequielalvare8
@mydaymywin
@fredmorace
@ourok
@essox2
@xcentricmodels
@raptorman65

Top Tweeters in G5:
@demetakalin
@hemsire_bahar
@yildizztilbee
@haber4621
@mhmtemnclk
@1esn_
@furkan_kaartall
@saha_atik
@pekii_margaton
@r

Top Tweeters in G6:
@roblwilson
@protectingterra
@sashasimic
@eutopean
@riverasunauthor
@jav_riv
@saffiya_khan1
@georgebernhard
@walshheyjude
@scot_tigger

Top Tweeters in G7:
@sustaintrends
@deccanherald
@laporres
@soriano_p
@anneodmatthews
@duedevocacion
@who
@globalphobserv
@equityhealthdev
@ghia1212

Top Tweeters in G8:
@kathevans2
@wlasinclair
@nottmhospitals
@wendyjnicholson
@dralexmclark
@teamcno_
@neonatelee1
@rachiemallett26
@georgieagass
@edenpolitics

Top Tweeters in G9:
@elizmanderson
@bmwillows
@scifrey
@nuttlyr
@scmorganauthor
@jfaulknerwriter
@avabanton
@ehsleeta
@jester_bell
@caronpescatore

Top Tweeters in G10:
@mattmurph24
@fieryreddragon
@sallyagale
@aprylsmithts
@docrocktex26
@mjohnso27
@cindycrum
@boris3324
@bukiwilliams
@persistentpengn


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