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Maternal health_2021-09-12_21-10-58.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2021
Short Description:
Maternal health via NodeXL https://bit.ly/3z1tPVj
@bmhcaucus
@saph_alexander
@deoliver47
@unfpa
@salhaj
@senschumer
@nowthisnews
@who
@fivexmore
@newyorkstateag

Top hashtags:
#tigray
#momnibus
#gims
#medicaid
#eritrea
#sdg
#afar
#maternalhealth
#maternal
#afghanistan

Description:
Description
The graph represents a network of 8,062 Twitter users whose tweets in the requested range contained "Maternal health", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 13 September 2021 at 04:18 UTC.

The requested start date was Monday, 13 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 10-day, 11-hour, 0-minute period from Wednesday, 01 September 2021 at 17:55 UTC to Sunday, 12 September 2021 at 04:56 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 : 8062
Unique Edges : 5409
Edges With Duplicates : 11967
Total Edges : 17376
Number of Edge Types : 5
Retweet : 5502
MentionsInRetweet : 7922
Tweet : 1069
Mentions : 2310
Replies to : 573
Self-Loops : 1113
Reciprocated Vertex Pair Ratio : 0.0200100553041729
Reciprocated Edge Ratio : 0.0392350157728707
Connected Components : 1075
Single-Vertex Connected Components : 397
Maximum Vertices in a Connected Component : 4212
Maximum Edges in a Connected Component : 11414
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.790403
Graph Density : 0.000156090878743946
Modularity : 0.572137
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 8,062 Twitter users whose tweets in the requested range contained "Maternal health", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 13 September 2021 at 04:18 UTC.

The requested start date was Monday, 13 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 10-day, 11-hour, 0-minute period from Wednesday, 01 September 2021 at 17:55 UTC to Sunday, 12 September 2021 at 04:56 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 : Maternal health
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:
[48] https://mmhtechcon.conference.tc/
[22] https://www.newsweek.com/biden-admin-replaces-mothers-birthing-people-maternal-health-guidance-1598343
[20] https://www.statnews.com/2021/08/30/climate-change-disasters-magnifying-maternal-health-crisis/
[19] https://www.communitycatalyst.org/resources/comment-letters/document/Joint-Letter-Maternal-Health-081721.pdf
[15] https://www.americanprogress.org/issues/women/reports/2018/06/13/451891/limiting-abortion-access-contributes-poor-maternal-health-outcomes/
[14] https://medicine.tufts.edu/news/2021/09/public-health-professor-spearheads-effort-reduce-racial-disparities-maternal-health
[12] https://utsystem.edu/offices/population-health/overview/severe-maternal-morbidity-texas
[11] https://disrupt-africa.com/2021/09/01/zambian-startup-dawa-health-plans-regional-expansion-for-maternal-health-focused-digital-platform/
[9] https://rtbhealthcare.org/statement-on-optimal-maternal-health/
[8] https://nowthisnews.com/news/5-things-to-know-about-the-maternal-health-crisis-in-america

Top URLs in Tweet in G1:
[44] https://mmhtechcon.conference.tc/
[15] https://www.communitycatalyst.org/resources/comment-letters/document/Joint-Letter-Maternal-Health-081721.pdf
[8] https://rtbhealthcare.org/statement-on-optimal-maternal-health/
[7] https://www.padilla.senate.gov/press-releases/senators-padilla-warnock-team-up-to-discuss-maternal-health-crisis-in-new-video/
[5] https://tcf.org/content/report/promoting-better-maternal-health-outcomes-closing-medicaid-postpartum-coverage-gap/
[5] https://tmcg.co.ug/call-for-information-reproductive-maternal-newborn-child-and-adolescent-health-rmncah/
[4] https://www.aft.org/hc/spring2021/taylor
[4] https://spark.adobe.com/page/FuYGWkvPnZTkk/
[4] https://twitter.com/USAID_MOMENTUM/status/1435192378273505282
[4] https://tcf.org/content/report/promoting-better-maternal-health-outcomes-closing-medicaid-postpartum-coverage-gap/?agreed=1

Top URLs in Tweet in G2:
[1] https://twitter.com/amnestyusa/status/1434667914205048833
[1] https://twitter.com/LexGoffe/status/1424222599492550656

Top URLs in Tweet in G3:
[5] https://www.americanprogress.org/issues/women/reports/2018/06/13/451891/limiting-abortion-access-contributes-poor-maternal-health-outcomes/
[5] https://disrupt-africa.com/2021/09/01/zambian-startup-dawa-health-plans-regional-expansion-for-maternal-health-focused-digital-platform/
[5] https://maternalhack4equity.com/
[4] https://www.statnews.com/2021/08/30/climate-change-disasters-magnifying-maternal-health-crisis/
[4] https://utsystem.edu/offices/population-health/overview/severe-maternal-morbidity-texas
[3] https://www.telegraphindia.com/jharkhand/tata-foundation-initiative-prize-in-maternal-and-newborn-health/cid/1829105
[3] https://www.texastribune.org/2021/08/27/texas-medicaid-maternal-mortality-health/
[2] https://www.health-check.in/healthcheck/social-discrimination-key-factor-in-stunting-among-children-study-772460
[2] https://bit.ly/38cvdtf
[2] https://www.2020mom.org/maternal-suicide-awareness-campaign

Top URLs in Tweet in G4:
[6] https://www.eventbrite.co.uk/e/world-patient-safety-day-focusing-on-maternal-and-newborn-health-tickets-168943934857
[4] https://www.eventbrite.co.uk/e/maternal-mental-health-education-research-and-celebration-event-tickets-164862170189
[3] https://www.frontiersin.org/articles/10.3389/fgwh.2021.645690/full?&utm_source=Email_to_authors_&utm_medium=Email&utm_content=T1_11.5e1_author&utm_campaign=Email_publication&field=&journalName=Frontiers_in_Global_Women
[2] https://twitter.com/doctor_shox/status/1430602657069215745
[2] https://www.cheshireandmerseysidepartnership.co.uk/news-and-publications/new-maternal-mental-health-service-set-to-launch-across-cheshire-and-merseyside/
[2] https://andrewmayers.uk/perinatal-mental-health
[1] https://twitter.com/themummymot/status/1435548221720481794
[1] https://twitter.com/fivexmore/status/1434851277058584582
[1] https://maternalmentalhealthalliance.org
[1] https://teams.microsoft.com/registration/kT6LLi17XUOs2qaLomU-Wg,uxTe0O95qUaIb4hVOuhoaw,xRAIxqIWp0GEFftldcuyCA,wthuf7SPD0aObNK2LskcmA,k6PC_S07KEu_aVCL8B9OHA,SQlIiZ1A10aK2IxQ_711wA?mode=read&tenantId=2e8b3e91-7b2d-435d-acda-a68ba2653e5a

Top URLs in Tweet in G5:
[2] https://www.whec.com/rochester-new-york-news/sen-schumer-announces-black-maternal-health-momnibus-act/6232608/?cat=565
[1] https://blackmaternalhealthcaucus-underwood.house.gov/Momnibus
[1] https://www.congress.gov/bill/117th-congress/house-bill/959
[1] https://www.americanprogress.org/issues/women/reports/2019/05/02/469186/eliminating-racial-disparities-maternal-infant-mortality/
[1] https://twitter.com/AlvinChipmunk00/status/1436033487308566529
[1] https://www.nbcnews.com/health/womens-health/u-s-finally-has-better-maternal-mortality-data-black-mothers-n1125896

Top URLs in Tweet in G6:
[1] https://nowthisnews.com/news/5-things-to-know-about-the-maternal-health-crisis-in-america?&utm_medium=social&utm_source=twitter&utm_campaign=nowthisnews
[1] https://www.usatoday.com/story/sponsor-story/philips-healthcare/2021/07/15/free-app-pregnant-women-aims-bridge-maternal-health-divide/7894281002/
[1] https://qz.com/2051822/there-are-no-midwifery-programs-at-hcbus/

Top URLs in Tweet in G7:
[2] https://www.yesmagazine.org/health-happiness/2021/05/07/yes-crossword-maternal-instincts
[2] https://www.yesmagazine.org/health-happiness/2021/05/07/yes-crossword-maternal-instincts?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1630581343

Top URLs in Tweet in G9:
[1] https://twitter.com/wellbeingafrica/status/1436347286439829508

Top URLs in Tweet in G10:
[1] https://twitter.com/MetroFamChicago/status/1433099280001245186
[1] https://whova.com/web/dhes_202111/
[1] https://twitter.com/DenbrotS/status/1434192831405600768
[1] https://maternalhack4equity.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[167] twitter.com
[50] conference.tc
[44] google.com
[31] bit.ly
[29] statnews.com
[28] newsweek.com
[23] communitycatalyst.org
[20] co.uk
[19] tcf.org
[17] nih.gov

Top Domains in Tweet in G1:
[46] conference.tc
[30] twitter.com
[17] communitycatalyst.org
[15] tcf.org
[8] rtbhealthcare.org
[7] senate.gov
[7] co.ug
[4] 2020mom.org
[4] aft.org
[4] adobe.com

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

Top Domains in Tweet in G3:
[42] twitter.com
[10] bit.ly
[6] cnn.com
[6] nih.gov
[5] americanprogress.org
[5] disrupt-africa.com
[5] maternalhack4equity.com
[4] commonwealthfund.org
[4] statnews.com
[4] utsystem.edu

Top Domains in Tweet in G4:
[12] co.uk
[4] twitter.com
[3] frontiersin.org
[2] nhs.uk
[2] andrewmayers.uk
[1] maternalmentalhealthalliance.org
[1] microsoft.com
[1] youtube.com
[1] glowm.com
[1] org.uk

Top Domains in Tweet in G5:
[2] whec.com
[1] house.gov
[1] congress.gov
[1] americanprogress.org
[1] twitter.com
[1] nbcnews.com

Top Domains in Tweet in G6:
[1] nowthisnews.com
[1] usatoday.com
[1] qz.com

Top Domains in Tweet in G7:
[4] yesmagazine.org

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

Top Domains in Tweet in G10:
[2] twitter.com
[1] whova.com
[1] maternalhack4equity.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[250] tigray
[230] momnibus
[176] gims
[143] medicaid
[110] eritrea
[104] sdg
[95] afar
[88] maternalhealth
[54] maternal
[45] afghanistan



Top Hashtags in Tweet in G1:
[184] momnibus
[111] medicaid
[40] afghanistan
[36] maternalhealth
[35] stayanddeliver
[34] maternalmhmatters
[34] mmhtechcon21
[31] mmh
[30] everywomaneverychild
[29] reprohealth

Top Hashtags in Tweet in G3:
[8] health
[8] maternal
[6] maternalhealth
[6] medicaid
[6] momnibus
[5] covid19
[5] hack4equityga
[4] physician
[3] texasabortionban
[3] maternalmentalhealth

Top Hashtags in Tweet in G4:
[19] worldsuicidepreventionday
[13] justpublished
[9] mentalhealth
[7] worldpatientsafetyday
[7] worldpatientsafteyday
[5] gestational
[5] diabetes
[3] caesarean
[2] bmhaw21
[2] srip2021

Top Hashtags in Tweet in G5:
[8] roc
[7] momnibus
[1] blackmaternalhealth
[1] racism
[1] healthcare

Top Hashtags in Tweet in G6:
[1] sponsored
[1] makethisalldifferent
[1] usethepoweryouhave
[1] covid19

Top Hashtags in Tweet in G8:
[175] gims

Top Hashtags in Tweet in G9:
[246] tigray
[3] stayanddeliver
[3] afghanistan
[2] qualityhealthcare
[2] mobileclinics
[2] airbridge
[2] airdropfoodtotigray
[1] firstlady
[1] leadership
[1] toyinsarakiday

Top Hashtags in Tweet in G10:
[16] abortion
[3] healthequity
[3] hack4equityga
[1] catholic
[1] abortionishealthcare
[1] reproductiverights
[1] digitalequity
[1] roevwade

Top Words
Top Words in Tweet in Entire Graph:
[5283] maternal
[5069] health
[1244] black
[1090] women
[1047] abortion
[978] care
[854] mortality
[714] child
[698] country
[634] first

Top Words in Tweet in G1:
[1155] health
[1107] maternal
[368] crisis
[256] mental
[247] address
[244] congress
[207] investments
[202] black
[193] justice
[184] #momnibus

Top Words in Tweet in G2:
[564] maternal
[561] abortion
[560] first
[559] country
[559] caribbean
[559] legalize
[559] barbados
[559] 1983
[559] decision
[559] reduced

Top Words in Tweet in G3:
[461] health
[413] maternal
[106] child
[86] women
[65] care
[60] mortality
[53] abortion
[52] community
[41] more
[41] ù

Top Words in Tweet in G4:
[269] maternal
[232] health
[198] week
[198] next
[196] fivexmore
[177] save
[177] date
[126] black
[107] day
[103] please

Top Words in Tweet in G5:
[285] black
[273] newyorkstateag
[221] health
[184] senschumer
[152] more
[145] rochester
[142] care
[140] access
[111] disparities
[108] quality

Top Words in Tweet in G6:
[217] maternal
[215] black
[207] mortality
[205] shockingly
[205] high
[205] women
[205] situation
[205] dire
[204] nowthisnews
[126] rate

Top Words in Tweet in G7:
[214] joycewhitevance
[213] make
[213] inroads
[213] lead
[213] gutting
[213] protections
[213] roe
[213] provided
[213] morning_joe
[211] cases

Top Words in Tweet in G8:
[175] today
[175] health
[175] minister
[175] sindh
[175] mam
[175] azra
[175] pechuho
[175] going
[175] inaugurate
[175] 80

Top Words in Tweet in G9:
[246] #tigray
[130] health
[124] refugees
[124] needs
[123] mar
[123] msf
[123] found
[123] 70
[123] systems
[123] destroyed

Top Words in Tweet in G10:
[94] abortion
[91] hillaryclinton
[91] access
[91] safe
[60] maternal
[60] secretary
[60] responds
[60] question
[60] role
[60] government

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1886] maternal,health
[722] maternal,mortality
[562] first,country
[562] country,caribbean
[562] caribbean,legalize
[562] legalize,abortion
[562] abortion,barbados
[562] barbados,1983
[562] 1983,decision
[562] decision,reduced

Top Word Pairs in Tweet in G1:
[670] maternal,health
[352] health,crisis
[240] mental,health
[210] maternal,mental
[160] crisis,congress
[158] address,ongoing
[158] ongoing,maternal
[128] congress,make
[128] make,investments
[126] investments,advance

Top Word Pairs in Tweet in G2:
[559] first,country
[559] country,caribbean
[559] caribbean,legalize
[559] legalize,abortion
[559] abortion,barbados
[559] barbados,1983
[559] 1983,decision
[559] decision,reduced
[559] reduced,maternal
[558] saph_alexander,first

Top Word Pairs in Tweet in G3:
[153] maternal,health
[87] maternal,child
[82] child,health
[51] maternal,mortality
[30] health,care
[29] mental,health
[24] ù,ù
[21] health,learn
[21] racial,disparities
[21] disparities,maternal

Top Word Pairs in Tweet in G4:
[177] save,date
[126] black,maternal
[122] maternal,health
[101] tuesday,14th
[100] please,save
[100] date,bellribeiroaddy
[100] bellribeiroaddy,secured
[100] secured,90
[100] 90,minute
[100] minute,westminster

Top Word Pairs in Tweet in G5:
[141] health,care
[107] quality,health
[107] black,mothers
[106] america,disparities
[106] disparities,access
[106] access,quality
[106] care,led
[106] led,black
[106] mothers,dying
[106] dying,far

Top Word Pairs in Tweet in G6:
[207] maternal,mortality
[205] shockingly,high
[205] high,maternal
[205] black,women
[205] women,situation
[205] situation,dire
[204] nowthisnews,shockingly
[126] mortality,rate
[126] rate,black
[79] mortality,rateâ

Top Word Pairs in Tweet in G7:
[213] make,inroads
[213] inroads,lead
[213] lead,gutting
[213] gutting,protections
[213] protections,roe
[213] roe,provided
[213] morning_joe,joycewhitevance
[211] joycewhitevance,cases
[211] cases,make
[4] rate,maternal

Top Word Pairs in Tweet in G8:
[175] today,health
[175] health,minister
[175] minister,sindh
[175] sindh,mam
[175] mam,azra
[175] azra,pechuho
[175] pechuho,going
[175] going,inaugurate
[175] inaugurate,80
[175] 80,beded

Top Word Pairs in Tweet in G9:
[123] mar,msf
[123] msf,found
[123] found,70
[123] 70,health
[123] health,systems
[123] systems,#tigray
[123] #tigray,destroyed
[123] destroyed,unocha
[123] unocha,refugees
[123] refugees,reports

Top Word Pairs in Tweet in G10:
[89] safe,abortion
[60] secretary,hillaryclinton
[60] hillaryclinton,responds
[60] responds,question
[60] question,role
[60] role,government
[60] government,supporting
[60] supporting,access
[60] access,safe
[59] hillarypix,secretary

Top Replied-To
Top Replied-To in Entire Graph:
@gregabbott_tx
@narendramodi
@jessicam6946
@mayorbowser
@billkristol
@johncornyn
@prolife_sam
@usaid_momentum
@allisonw_sports
@briantylercohen

Top Replied-To in G1:
@usaid_momentum
@rrhdr
@maternal_hub
@cdc_drh
@salhaj
@theleslielink
@thomsen_sarah
@tafy033
@repunderwood
@who

Top Replied-To in G3:
@unfpatajikistan

Top Replied-To in G4:
@rosecoatesbn5
@pndjourney2019
@heathertheheron
@ayrshirebfn

Top Replied-To in G5:
@rochesterbna
@senschumer
@velvetpage

Top Replied-To in G6:
@bull_doggie

Top Replied-To in G7:
@progavalanche
@septicskeptica1
@kyletompkins12

Top Replied-To in G9:
@bukolasaraki

Top Replied-To in G10:
@pudgenet
@amoneyresists
@anti_liberalusa
@stonewall_19

Top Mentioned
Top Mentioned in Entire Graph:
@saph_alexander
@newyorkstateag
@joycewhitevance
@morning_joe
@nowthisnews
@fivexmore
@senschumer
@kaloi_dr
@unfpa
@refugees

Top Mentioned in G1:
@unfpa
@who
@usaid_momentum
@reprorightsdoc
@kerstikaljulaid
@blkmamasmatter
@blkwomenshealth
@birthequity
@hrpresearch
@usaidgh

Top Mentioned in G2:
@saph_alexander
@tropicalgyndoc

Top Mentioned in G3:
@snnotes_
@smokefreenotts
@menafn
@unfpamalaysia
@cjpubhealth
@fr_hossain

Top Mentioned in G4:
@fivexmore
@bellribeiroaddy
@blackballaduk
@bamematernity
@mmhalliance
@sophiedrussell
@arc_s_lppi
@actiononpp
@stefmaudsley
@doctor_shox

Top Mentioned in G5:
@newyorkstateag
@senschumer
@doc_wharton
@uofrson
@senatorbrouk
@whec_eputnam
@sarahhartclark
@sunydownstate
@suny
@texastribune

Top Mentioned in G6:
@nowthisnews
@profalang
@philipsna
@usatoday
@mclemoremr
@smc429
@remmy_sheda
@moderna_tx
@mamatotovillage

Top Mentioned in G7:
@joycewhitevance
@morning_joe
@gingerfromma
@itsjefftiedrich
@rmartinwriting
@septicskeptica1
@senschumer
@yesmagazine

Top Mentioned in G8:
@kaloi_dr
@drrahimbuxbhat2
@muqaddasrz
@azrapechuho
@bbhuttozardari

Top Mentioned in G9:
@msf
@unocha
@refugees
@drweinitessema
@toyinsaraki
@wellbeingafrica
@unfpa
@luquluqutribe
@powerusaid
@bkshittu

Top Mentioned in G10:
@hillaryclinton
@hillarypix
@catholic4choice
@accenture
@reprobinkelly
@jnjnews
@microsoft
@hmhbgeorgia
@ehealthdc
@annecarin

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@pairsonnalitesu
@pairsonnalitesa
@solutioneer72
@world_news_eng
@7b73f39b85e1415
@joni_looking
@drocktrot
@inspiteoftrump
@mharvey816

Top Tweeters in G1:
@johangreg
@wadakashiho
@darrellpmwest
@bivi_17
@the3jsmom
@jsnyder555
@pecunium
@olumideidowu
@takinyera
@sfdirewolf

Top Tweeters in G2:
@aurorascup
@shxnsei
@subzero_winz
@qweeniey
@mavellahh
@chelzzayy
@__daviann
@iamgeci
@bfitzinar
@mdrfl

Top Tweeters in G3:
@pairsonnalitesu
@prpnews
@pairsonnalitesn
@strawberryng
@dev_discourse
@middleeastton
@taiping2
@mdtoorder
@radioblackon
@basuashis

Top Tweeters in G4:
@business
@hackneywick
@drumeshprabhu
@sameihuda
@glamazon1026
@nestawane
@kenzeroharm
@madamelazet
@chibiandchill
@misspaulagreen

Top Tweeters in G5:
@dichristine
@solutioneer72
@7b73f39b85e1415
@drocktrot
@inspiteoftrump
@govkhan
@jayoung1892
@aclaysuper
@avonan
@robinmcouch

Top Tweeters in G6:
@backstorymom1
@jjj5819
@brontyman
@npsusa
@familygrowing1
@bukiwilliams
@bbkenn92
@cultiv8hope
@inforenique
@smc429

Top Tweeters in G7:
@homegypsy
@theresamax
@maryalicebisho2
@suekhi
@rabidbadger
@50smag
@paruchgretchen
@bdbgoldens3
@nutmeg3isme
@zebrafarm2000

Top Tweeters in G8:
@ajaz_787
@aajeel_dars
@kaleriashraf
@nkhanswati70
@mfahadlashari
@aqeel_p
@nasirabbasipppp
@suhail_gadehi
@sohailkppp
@drabdulaziz32

Top Tweeters in G9:
@theayoadams
@onile050
@mark_kido
@refugees
@percayangl
@mussietesfaye4
@bkshittu
@ethio100
@meditigray
@yitbare86451916

Top Tweeters in G10:
@kak089
@billieo2
@jot_au
@the_lady_red
@bad_woof
@elkehollings
@freeandclear1
@saukel
@alasscanisback
@marti431uew


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