Maternal health, Twitter, 9/17/2019 10:22:33 AM, 210029


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Maternal health_2019-09-17_03-00-02.xlsx
Maternal health_2019-09-17_03-00-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2019
Short Description:
Maternal health via NodeXL http://bit.ly/308sChu
@rgay
@cdcgov
@npr
@indivisibleil14
@nighealthwatch
@repadams
@b1e56df9ce6549f
@angieptaylor
@bmhcaucus
@johnhipps

Top hashtags:
#mtnfoundation
#didyouknow
#demdebate
#dcmaternalhealth
#maternalhealth
#medicareforall

Description:
Description
The graph represents a network of 5,371 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 Tuesday, 17 September 2019 at 10:01 UTC.

The requested start date was Monday, 16 September 2019 at 00:01 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 5-day, 4-hour, 38-minute period from Tuesday, 10 September 2019 at 19:21 UTC to Monday, 16 September 2019 at 00:00 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 : 5371
Unique Edges : 6848
Edges With Duplicates : 857
Total Edges : 7705
Number of Edge Types : 3
Mentions : 7048
Tweet : 483
Replies to : 174
Self-Loops : 483
Reciprocated Vertex Pair Ratio : 0.0219813309244204
Reciprocated Edge Ratio : 0.0430170889805539
Connected Components : 460
Single-Vertex Connected Components : 190
Maximum Vertices in a Connected Component : 3725
Maximum Edges in a Connected Component : 5315
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.027265
Graph Density : 0.000235349020725484
Modularity : 0.815746
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://www.unfpa.org/25years
[6] https://energycommerce.house.gov/committee-activity/hearings/hearing-on-improving-maternal-health-legislation-to-advance-prevention
[4] https://www.hhs.gov/about/news/2019/09/12/hhs-awards-374-million-programs-supporting-maternal-child-health.html?utm_source=twitter&utm_medium=social&utm_content=09122019&utm_campaign=home-visiting-awards
[4] https://www.hhs.gov/about/news/2019/09/12/hhs-awards-374-million-programs-supporting-maternal-child-health.html
[4] https://www.istandwithpp.org/no-gag-rule/learn/community-letter-congress-title-x
[4] https://lupinepublishers.com/gynecology-women-health-journal/fulltext/maternal-and-perinatal-outcome-in-hypertensive-disorders-in-pregnancy.ID.000125.php
[3] https://www.corehealthfargo.com/
[3] https://www.afro.com/black-maternal-health-crisis-prompts-politicians-providers-to-act-2/
[3] https://forms.gle/oGUhNkJkVGE7hbXU8
[3] https://www.wafb.com/2019/09/12/la-receive-m-maternal-child-health-grant/

Top URLs in Tweet in G1:
[1] https://www.nationalgeographic.com/culture/2018/12/maternal-mortality-usa-health-motherhood/
[1] https://berniesanders.com/end-racial-health-disparities/

Top URLs in Tweet in G2:
[1] https://trib.al/0ZErp2Z
[1] https://www.wlrn.org/post/how-racism-impacts-black-womens-maternal-health
[1] https://insidehealthpolicy.com/vitals/azar-holds-roundtables-advocates-improving-maternal-health
[1] https://twitter.com/amescg/status/1171585906668711937

Top URLs in Tweet in G3:
[3] https://forms.gle/oGUhNkJkVGE7hbXU8
[3] http://saharareporters.com/2019/09/12/okowa-health-minister-decry-nigeria%E2%80%99s-high-maternal-mortality-rate
[1] https://www.who.int/papuanewguinea/news/detail/28-02-2019-minister-pledges-to-reduce-high-maternal-and-newborn-mortality
[1] https://mailchi.mp/nigeriahealthwatch/top-ten-news-items-on-health-14-september-2019
[1] https://www.f6s.com/maternalhealthhackathon/apply
[1] https://chicago.cbslocal.com/2019/09/03/federal-grant-maternal-health/
[1] https://www.youtube.com/watch?v=lq-cveHM7po&feature=youtu.be

[1] https://twitter.com/nejmperspec/status/1161994498181914625
[1] https://www.lshtm.ac.uk/newsevents/events/questions-symposium-maternal-and-newborn-health-research
[1] http://epiafric.com/wp-content/uploads/2019/05/An-Evaluation-of-the-Maternal-and-Child-Health-Project-of-the-Subsidy-Reinvestment-and-Empowerment-Programme-SURE-P-MCH.pdf

Top URLs in Tweet in G4:
[3] https://www.hpnonline.com/patient-satisfaction/population-health-care-continuum/article/21096520/opening-remarks-at-maternal-health-hearing-indicate-strong-support-for-change
[3] https://energycommerce.house.gov/committee-activity/hearings/hearing-on-improving-maternal-health-legislation-to-advance-prevention
[2] https://twitter.com/EnergyCommerce/status/1171421818999033858
[2] https://themissouritimes.com/64921/dhss-awarded-cdc-grant-to-improve-maternal-health/
[1] https://news.illinoisstate.edu/2019/09/illinois-state-student-explores-maternal-and-reproductive-health-during-summer-internship/
[1] https://twitter.com/bmhcaucus/status/1172505668743548930
[1] https://twitter.com/EnergyCommerce/status/1171536663371079680?s=20
[1] https://twitter.com/energycommerce/status/1171421818999033858
[1] https://www.bcbsms.com/be-healthy/womens-health/
[1] https://cdmcd.co/YJzpz

Top URLs in Tweet in G5:
[3] https://www.globaldiasporanews.com/mamacare-using-health-education-to-improve-maternal-and-child-health-in-lagos-state/
[2] https://blogforarizona.net/maternal-child-health-a-public-health-model-for-social-justice-video/
[2] https://www.ncbi.nlm.nih.gov/pubmed/31509360
[2] https://wtop.com/local/2019/09/dc-leaders-sound-the-alarm-for-better-maternal-health-at-packed-summit/
[2] https://www.youtube.com/watch?v=mFMEplitvUI&feature=youtu.be

[2] http://stores.praeclaruspress.com/battling-over-birth-black-women-and-the-maternal-health-care-crisis/
[2] https://www.wafb.com/2019/09/12/la-receive-m-maternal-child-health-grant/
[2] https://in.pairsonnalites.org/2019/09/1-crore-indians-are-at-high-suicidal.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://bit.ly/30Vjz0g
[2] http://www.spyuganda.com/mtnministry-of-health-partner-to-promote-maternal-health-in-uganda/

Top URLs in Tweet in G6:
[1] https://twitter.com/repannwagner/status/1171473911172587521

Top URLs in Tweet in G7:
[2] https://www.pscp.tv/w/cEectTF3QkVBWWxaR0pORVB8MXZBeFJxUG9RVmdKbONKzWkGPfxDckOP-nMRE1ygLfYnWtwTkJ4SHCUL3nzg
[2] https://dcmaternalhealth.com/
[1] https://www.facebook.com/MomHealthDC/videos/2976656322560530/
[1] https://dcmaternalhealth.com/resources/
[1] https://twitter.com/DCMOWPI/status/1172515613085962241
[1] https://www.instagram.com/thrivebyfivedc
[1] https://twitter.com/thrivebyfiveDC/status/1171530642078584832
[1] https://twitter.com/pt4breakfast/status/1171462958204932096
[1] http://www.dcmaternalhealth.com
[1] https://twitter.com/dc_mofmb/status/1171482386673963009

Top URLs in Tweet in G8:
[14] https://www.unfpa.org/25years
[1] https://www.unfpa.org/news/twenty-five-years-ago-leaders-promised-advance-womens-health-and-rights-have-they-delivered
[1] https://globalpressjournal.com/africa/uganda/will-uganda-increase-investment-maternal-health/
[1] https://twitter.com/unfpaafg/status/1171658871976472577
[1] https://www.unfpa.org/news/life-saving-services-risk-humanitarian-funding-dries-yemen

Top URLs in Tweet in G9:
[2] https://www.valdostadailytimes.com/news/business/national-maternal-and-infant-health-crisis-spurs-health-systems-to/article_3e8b7a8e-2191-5c22-bdf0-e18cd526f236.html
[1] https://www.aviahealthinnovation.com/press-releases/national-maternal-and-infant-health-crisis-spurs-30-health-systems-to-take-action/?utm_content=100740164&utm_medium=social&utm_source=twitter&hss_channel=tw-1231875049
[1] https://www.vox.com/science-and-health/2017/6/29/15830970/women-health-care-maternal-mortality-rate
[1] https://twitter.com/i/broadcasts/1zqKVEmWPgmxB
[1] https://www.aviahealthinnovation.com/press-releases/national-maternal-and-infant-health-crisis-spurs-30-health-systems-to-take-action/?utm_content=100740163&utm_medium=social&utm_source=linkedin&hss_channel=lcp-3256167
[1] https://www.businesswire.com/news/home/20190912005237/en/National-Maternal-Infant-Health-Crisis-Spurs-30#.XXpJ49Ic6rU.twitter

Top URLs in Tweet in G10:
[1] https://twitter.com/iaokowa/status/1172462869163782145

Top Domains
Top Domains in Tweet in Entire Graph:
[86] twitter.com
[18] unfpa.org
[16] instagram.com
[15] hhs.gov
[14] linkedin.com
[9] house.gov
[8] com.ng
[7] globalgiving.org
[6] bit.ly
[6] nih.gov

Top Domains in Tweet in G1:
[1] nationalgeographic.com
[1] berniesanders.com

Top Domains in Tweet in G2:
[1] trib.al
[1] wlrn.org
[1] insidehealthpolicy.com
[1] twitter.com

Top Domains in Tweet in G3:
[3] forms.gle
[3] saharareporters.com
[2] twitter.com
[1] who.int
[1] mailchi.mp
[1] f6s.com
[1] cbslocal.com
[1] youtube.com
[1] ac.uk
[1] epiafric.com

Top Domains in Tweet in G4:
[6] twitter.com
[5] house.gov
[3] hpnonline.com
[2] themissouritimes.com
[2] cdc.gov
[1] illinoisstate.edu
[1] bcbsms.com
[1] cdmcd.co
[1] aha.org
[1] washingtonpost.com

Top Domains in Tweet in G5:
[11] instagram.com
[10] linkedin.com
[8] twitter.com
[5] hhs.gov
[5] com.ng
[4] dlvr.it
[4] bit.ly
[3] globaldiasporanews.com
[3] youtube.com
[3] nih.gov

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

Top Domains in Tweet in G7:
[12] twitter.com
[4] dcmaternalhealth.com
[3] dc.gov
[2] pscp.tv
[2] newsecuritybeat.org
[1] facebook.com
[1] instagram.com
[1] bit.ly
[1] marchofdimes.org
[1] hollywoodreporter.com

Top Domains in Tweet in G8:
[16] unfpa.org
[1] globalpressjournal.com
[1] twitter.com

Top Domains in Tweet in G9:
[2] aviahealthinnovation.com
[2] valdostadailytimes.com
[1] vox.com
[1] twitter.com
[1] businesswire.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[100] mtnfoundation
[94] didyouknow
[53] demdebate
[50] dcmaternalhealth
[43] maternalhealth
[30] medicareforall
[24] maternal
[22] maternalmortality
[21] health
[17] dyk



Top Hashtags in Tweet in G1:
[1] teamwarren

Top Hashtags in Tweet in G2:
[4] demdebate
[1] blackwomenlead
[1] hospital
[1] opioidepidemic
[1] medicare4all
[1] democraticdebate

Top Hashtags in Tweet in G3:
[15] frontlinefriday
[14] healthmeetstechng
[10] midwife
[10] hackathon
[6] walkthetalk
[6] healthforallchallenge
[5] maternalmonday
[4] nch62
[4] healthforall
[4] criesofourmothers

Top Hashtags in Tweet in G4:
[9] maternalmortality
[6] maternalhealth
[4] maternalmorbidity
[4] mommaact
[4] utsw
[3] redbird
[3] google
[2] cbcfalc19
[2] womenshealth
[2] accessis

Top Hashtags in Tweet in G5:
[8] maternalhealth
[5] health
[3] womenshealth
[2] maternalmentalhealth
[2] panafricanconferenceug
[2] healthcare
[2] maternal
[2] homevisiting
[2] reproductivehealth
[2] birth

Top Hashtags in Tweet in G7:
[48] dcmaternalhealth
[4] dcproud
[3] packedconventioncenter
[3] maternalmortality
[2] great
[2] panels
[2] speakers
[2] dc
[2] momlife
[2] healthyfamilies

Top Hashtags in Tweet in G8:
[94] didyouknow
[14] standup4humanrights
[9] icpd25
[5] dyk
[2] cbcf
[2] ujimacommunity
[2] ujimacbcf19
[2] cbcfalc19
[1] midwife
[1] gambia

Top Hashtags in Tweet in G9:
[5] maternal
[1] medicaid
[1] innovative
[1] healthymommies
[1] medicaidtransformation

Top Words
Top Words in Tweet in Entire Graph:
[3979] Words in Sentiment List#1: Positive
[3382] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[117976] Non-categorized Words
[125337] Total Words
[4065] maternal
[3704] health
[2511] black
[1764] s
[1399] plans

Top Words in Tweet in G1:
[1402] black
[1392] maternal
[1382] rgay
[1382] health
[1362] s
[1357] debt
[1356] addressing
[1356] student
[1355] whether
[1355] plans

Top Words in Tweet in G2:
[476] black
[464] maternal
[457] white
[412] mortality
[406] rate
[405] disparities
[405] greater
[404] beto
[404] mothers
[404] 3x

Top Words in Tweet in G3:
[189] health
[152] nigeria
[151] maternal
[124] state
[108] delta
[93] iaokowa
[69] today
[68] governor
[67] national
[66] council

Top Words in Tweet in G4:
[302] black
[218] women
[214] maternal
[199] health
[135] repadams
[118] more
[109] white
[107] times
[99] pregnancy
[97] preventable

Top Words in Tweet in G5:
[225] health
[199] maternal
[58] child
[42] mortality
[29] care
[26] infant
[26] s
[20] women
[18] mental
[18] minister

Top Words in Tweet in G6:
[234] babies
[132] black
[131] mortality
[130] white
[129] higher
[119] ann
[119] rate
[117] hails
[117] missouri
[117] infant

Top Words in Tweet in G7:
[143] health
[138] maternal
[89] infant
[86] summit
[70] mayorbowser
[67] national
[63] s
[48] #dcmaternalhealth
[29] today
[28] dc

Top Words in Tweet in G8:
[127] maternal
[118] today
[113] world
[113] deaths
[101] countries
[100] ago
[100] leaders
[99] years
[99] called
[99] reducing

Top Words in Tweet in G9:
[149] maternal
[108] health
[64] women
[60] black
[55] reppressley
[54] hard
[54] believe
[54] 2019
[54] still
[54] experiencing

Top Words in Tweet in G10:
[91] maternal
[91] mortality
[90] yarkafanchan
[90] part
[89] room
[89] people
[89] discussing
[89] child
[89] woman
[89] great

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2160] maternal,health
[1513] black,maternal
[1363] student,debt
[1362] whether,s
[1362] s,plans
[1362] plans,literally
[1362] literally,everything
[1362] everything,addressing
[1362] addressing,burdens
[1362] burdens,student

Top Word Pairs in Tweet in G1:
[1385] black,maternal
[1379] maternal,health
[1356] student,debt
[1355] whether,s
[1355] s,plans
[1355] plans,literally
[1355] literally,everything
[1355] everything,addressing
[1355] addressing,burdens
[1355] burdens,student

Top Word Pairs in Tweet in G2:
[409] maternal,mortality
[404] mortality,black
[402] beto,o'rourke
[402] o'rourke,mentioned
[402] mentioned,racial
[402] racial,disparities
[402] disparities,maternal
[402] black,mothers
[402] mothers,rate
[402] rate,3

Top Word Pairs in Tweet in G3:
[105] delta,state
[66] national,council
[66] council,health
[63] yesterday,delta
[63] state,banquet
[63] banquet,honour
[63] honour,delegates
[63] delegates,national
[63] health,emphasized
[63] emphasized,nigeria

Top Word Pairs in Tweet in G4:
[155] maternal,health
[107] black,women
[106] times,more
[96] pregnancy,complications
[95] women,nearly
[95] nearly,4
[95] 4,times
[95] more,preventable
[95] preventable,pregnancy
[95] complications,white

Top Word Pairs in Tweet in G5:
[59] maternal,health
[50] maternal,child
[38] child,health
[21] maternal,mortality
[18] mental,health
[18] maternal,infant
[16] health,care
[15] nigeria,s
[14] improving,maternal
[14] health,minister

Top Word Pairs in Tweet in G6:
[118] mortality,rate
[117] ann,hails
[117] hails,missouri
[117] missouri,infant
[117] infant,mortality
[117] rate,black
[117] black,babies
[117] babies,4x
[117] 4x,higher
[117] higher,white

Top Word Pairs in Tweet in G7:
[83] maternal,infant
[83] infant,health
[77] health,summit
[64] national,maternal
[36] maternal,health
[22] mayorbowser,s
[22] s,national
[13] today,s
[11] mayorbowser,national
[9] s,maternal

Top Word Pairs in Tweet in G8:
[113] maternal,deaths
[99] years,ago
[99] world,leaders
[99] leaders,called
[99] reducing,maternal
[99] deaths,75
[88] 25,years
[88] 75,today
[88] today,9
[88] 9,countries

Top Word Pairs in Tweet in G9:
[58] maternal,health
[56] black,women
[54] hard,believe
[54] believe,2019
[54] 2019,black
[54] women,still
[54] still,experiencing
[54] experiencing,significantly
[54] significantly,worse
[54] worse,maternal

Top Word Pairs in Tweet in G10:
[89] room,people
[89] people,discussing
[89] discussing,maternal
[89] maternal,child
[89] child,mortality
[89] mortality,woman
[89] woman,great
[89] great,part
[89] part,failure
[88] yarkafanchan,room

Top Replied-To
Top Replied-To in Entire Graph:
@rgay
@chricedng
@heynkechi
@kcford7
@dapplegrey07
@indian_bronson
@repbuddycarter
@energycommerce
@dominiquixote
@hhsgov

Top Replied-To in G1:
@rgay
@sarahndipity44
@queeninyeiiow
@stankattitude
@zzmama1
@pamaqua2017

Top Replied-To in G2:
@betoorourke
@npr

Top Replied-To in G3:
@chricedng
@heynkechi
@mallampelliks
@afenetafrica
@ncdcgov
@msdformothers
@epiafric
@reprorights
@arccommentaries
@pastor_jill

Top Replied-To in G4:
@energycommerce
@repunderwood
@jerrysoucyrn
@johannamaska
@lauramiers

Top Replied-To in G7:
@mphhoward
@mayorbowser

Top Replied-To in G8:
@unfpa
@unfpaafg

Top Replied-To in G9:
@aslavitt
@reppressley

Top Replied-To in G10:
@yarkafanchan

Top Mentioned
Top Mentioned in Entire Graph:
@rgay
@npr
@repadams
@sharkfu
@iaokowa
@yarkafanchan
@mtnug
@capaction
@mayorbowser
@minofhealthug

Top Mentioned in G1:
@rgay
@ewarren
@tina_herod
@queeninyeiiow
@tristanshouts
@zzmama1
@perennialfuckup
@drogon_dracarys
@ajentleson
@pamaqua2017

Top Mentioned in G2:
@npr
@capaction
@betoorourke
@jehmu
@repadams
@abbycscience
@rgay
@chelseacirruzzo
@wlrnsundial

Top Mentioned in G3:
@iaokowa
@dsgovernment
@nighealthwatch
@wellbeingafrica
@epiafric
@abangdove
@toyinsaraki
@fmohnigeria
@ekemma
@cmn

Top Mentioned in G4:
@repadams
@repunderwood
@energycommerce
@bmhcaucus
@repjoekennedy
@frankpallone
@bcbsassociation
@4kira4moms
@congressmanruiz
@npr

Top Mentioned in G5:
@health_news_4u
@biosimilarsbio
@booksnursing
@healthconnctone
@talkofnaija
@pairsonnalitesu
@pairsonnalitesa
@obstetrics_bio
@womens_womens
@cam_bio

Top Mentioned in G6:
@sharkfu
@jamie_daw
@naralmissouri
@rgay
@npr

Top Mentioned in G7:
@mayorbowser
@drlnesbitt
@momhealthdc
@alyssa_milano
@thrivebyfivedc
@dc_mofmb
@lindagoler
@marchofdimes
@dcmowpi
@_dchealth

Top Mentioned in G8:
@unfpa
@unfpa_geneva
@unfpaasia
@unfpatanzania
@unfpathegambia
@unfpa_esaro
@unfpaafg
@unfpapalestine
@italyinafg
@aics_it

Top Mentioned in G9:
@reppressley
@aslavitt
@healthavia
@sharkfu
@ilhan
@rgay
@ayannapressley

Top Mentioned in G10:
@yarkafanchan
@dnurseadvocate

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@pairsonnalitesu
@jurylady5
@pairsonnalitesa
@solutioneer72
@ez4u2say_janis
@thepoliticalcat
@chantelldawnsny
@prpnews
@phillip92321

Top Tweeters in G1:
@oldlady12345
@n7irl
@gojira007x
@kenkircher1
@79topper
@wellness4you13
@mindpollution3
@cece_23spalding
@estarianne
@mms5048

Top Tweeters in G2:
@bkindngood
@fieryreddragon
@gpwriter
@lacunalingua
@textiff
@jennontherocks_
@marilyncapps
@thesalteater
@fj_newman
@tjwoodstockny

Top Tweeters in G3:
@magarya
@toluolisa
@drrafiqraji
@hiv_insight
@ghenhiskhan
@gentleojay
@jaustinuche
@simplyteewhy
@esquiremagic
@askgerbil

Top Tweeters in G4:
@solutioneer72
@b1e56df9ce6549f
@shalisa_renee
@betterw05759703
@freeandclear1
@ninatypewriter
@trumpwatchnews
@wechoosewisdom
@menjicm
@wlfpack81

Top Tweeters in G5:
@pairsonnalitesu
@pairsonnalitesa
@prpnews
@newsfromspi
@usrealitycheck
@testisfidelis
@leadershipnga
@anamafalda1992
@nnnnews247
@srm_up

Top Tweeters in G6:
@tenji95
@rockyintx
@christineiam
@sunlightwarden
@livegreenordie
@andypeacock999
@multijo1
@wrap02
@thewaywithanoa
@tenshiakari12

Top Tweeters in G7:
@ja_gypsy
@moldedfromcle
@timjgraham
@heatherhunterdc
@alyssa_milano
@keyharris
@publichealthmap
@ehinesphd
@marchofdimes
@miuamaya

Top Tweeters in G8:
@jurylady5
@rachel_mcrea
@tzdiscovery
@allanmzalendo
@juliawraith
@masalupaschal
@copyright1011
@kuni84165269
@humayag
@hwanodema

Top Tweeters in G9:
@phillip92321
@astwisa
@loulachat
@leighlike1234
@rm1268
@cathyjoegpt
@bruntofitall
@dialogician
@sundene
@flamingogrrl

Top Tweeters in G10:
@k3in3ahnung_
@ronkizzle93
@thenkennia
@mubzz__
@badmansophss
@flowwriter360
@yarkafanchan
@_lastromanking
@iamodera
@mrsangotoki


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