#polio, Twitter, 9/20/2021 2:44:47 AM, 262434


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#polio_2021-09-19_19-33-12.xlsx
#polio_2021-09-19_19-33-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 20, 2021
Short Description:
#polio via NodeXL https://bit.ly/2XDyAYw
@martinkulldorff
@postpolionews
@murtazawahab1
@pakfightspolio
@who
@rotary
@eocsindh
@poliorace
@endpolionow
@gatesfoundation

Top hashtags:
#polio
#zerocovid
#covid19
#smallpox
#vaccine
#mother
#trauma
#romancenovel
#pakistan

Description:
Description
The graph represents a network of 2,256 Twitter users whose tweets in the requested range contained "#polio", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 September 2021 at 02:35 UTC.

The requested start date was Monday, 20 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 13-day, 9-hour, 50-minute period from Monday, 06 September 2021 at 01:21 UTC to Sunday, 19 September 2021 at 11:11 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 : 2256
Unique Edges : 1001
Edges With Duplicates : 3428
Total Edges : 4429
Number of Edge Types : 5
Retweet : 1430
MentionsInRetweet : 1712
Tweet : 373
Mentions : 741
Replies to : 173
Self-Loops : 386
Reciprocated Vertex Pair Ratio : 0.00677200902934537
Reciprocated Edge Ratio : 0.0134529147982063
Connected Components : 373
Single-Vertex Connected Components : 158
Maximum Vertices in a Connected Component : 570
Maximum Edges in a Connected Component : 1583
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.251375
Graph Density : 0.000438348193926814
Modularity : 0.502747
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,256 Twitter users whose tweets in the requested range contained "#polio", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 September 2021 at 02:35 UTC.

The requested start date was Monday, 20 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 13-day, 9-hour, 50-minute period from Monday, 06 September 2021 at 01:21 UTC to Sunday, 19 September 2021 at 11:11 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 : #polio
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:
[73] https://twitter.com/DrEliDavid/status/1434641216348508167
[6] https://www.humnews.pk/latest/348785/
[6] https://www.youtube.com/watch?v=RH1Qszy-4So

[5] http://abcnews.go.com/Health/wireStory/polio-cases-now-caused-vaccine-wild-virus-67287290
[4] http://www.postpolioinfor.org/noticiasDetalle.php?id=302
[4] https://rafamall.com/nigeria-polio-we-have-won-a-battle-but-the-war-is-still-on-professor-tomori/
[3] https://abbtakk.tv/en/kohat-policeman-deployed-on-anti-polio-teams-security-shot-dead/
[3] https://www.newsone.tv/urdu/566840
[3] https://www.thehansindia.com/news/cities/hyderabad/hyderabad-25-differently-abled-get-artificial-limbs-706303?infinitescroll=1
[3] https://twitter.com/interest_mild/status/1438280206696042497

Top URLs in Tweet in G1:
[73] https://twitter.com/DrEliDavid/status/1434641216348508167

Top URLs in Tweet in G3:
[3] https://pubmed.ncbi.nlm.nih.gov/25057632/
[3] https://twitter.com/interest_mild/status/1438280206696042497
[2] http://newspapers.rawson.lib.mi.us/chronicle/ccc1917%20(E)/issues/05-04-1917.pdf
[2] https://www.instagram.com/accounts/login/
[2] https://www.noticiali.com/regreso-a-clases-asegurese-de-que-su-hijo-este-al-dia-con-las-vacunas-de-rutina/
[2] https://www.arabnews.pk/node/1931441/pakistan
[1] https://twitter.com/drelidavid/status/1434641216348508167
[1] https://www.congreso.es/public_oficiales/L14/CONG/BOCG/A/BOCG-14-A-64-1.PDF
[1] https://twitter.com/LaVeritaWeb/status/1434414864953446400
[1] https://twitter.com/BillGates/status/1433896533758410752

Top URLs in Tweet in G4:
[1] http://www.wired.com/story/afghanistan-almost-beat-polio-now-the-future-is-uncertain/?utm_source=twitter&utm_medium=orgsoc&utm_profile=endpolionow&utm_campaign=
[1] http://www.msn.com/en-us/health/medical/polio-vaccine-history-a-look-back-at-how-vaccines-unfolded-then-vs-now/ar-AAOoXoH?ocid=st
[1] https://www.who.int/news-room/feature-stories/detail/the-race-for-a-covid-19-vaccine-explained
[1] https://twitter.com/drmohsinhasan/status/1073881113016369152
[1] https://www.endpolio.org/it/register-your-event
[1] https://rotaryblogit.org/2021/09/15/mostra-il-tuo-supporto-alleradicazione-della-polio/
[1] https://www.wired.com/story/afghanistan-almost-beat-polio-now-the-future-is-uncertain/?utm_source=twitter&utm_medium=orgsoc&utm_profile=rotary&utm_campaign=
[1] https://www.wired.com/story/afghanistan-almost-beat-polio-now-the-future-is-uncertain/?utm_source=facebook&utm_medium=orgsoc&utm_profile=end+polio+now&utm_campaign=&fbclid=IwAR16i6WJccO9hpWZIBhhnZ_yZsgGDSpNxiY_jKDl7yyvNQ7RcFKpZfhAZSE&utm_source=twitter&utm_medium=orgsoc&utm_profile=rotaryfr&utm_campaign=
[1] https://www.rotarypoliorace.org/
[1] https://thediplomaticinsight.com/commissioner-afghan-refugees-balochistan-meets-the-who-representative-in-pakistan/

Top URLs in Tweet in G5:
[3] https://www.thehansindia.com/news/cities/hyderabad/hyderabad-25-differently-abled-get-artificial-limbs-706303?infinitescroll=1
[2] https://theeagleonline.com.ng/buhari-lauds-rotary-club-for-earmarking-268m-to-fight-polio/
[2] https://reliefweb.int/report/world/gpei-commits-generation-equality-forum
[1] https://www.urdupoint.com/en/pakistan/dc-inaugurated-anti-polio-drive-at-bvh-1353779.html
[1] https://meridian.allenpress.com/japma/article-abstract/111/4/Article_6/470046/Can-Tho-Transfer-Technique-Extensor-Hallucis?redirectedFrom=fulltext
[1] https://www.sciencedirect.com/science/article/abs/pii/S2212109921000911
[1] https://www.sciencedirect.com/science/article/pii/S2352340921006004?via%3Dihub
[1] https://www.sciencedirect.com/science/article/pii/S0264410X21011129?via%3Dihub
[1] https://www.sciencedirect.com/science/article/pii/S0264410X21011130?via%3Dihub
[1] https://www.thieme-connect.com/products/ejournals/abstract/10.1055/a-1220-4689

Top URLs in Tweet in G6:
[2] https://www.editortimes.com/no-polio-case-detected-in-pakistan-in-last-7-months/
[2] https://thepakistandaily.com/no-polio-case-detected-in-last-seven-months-dr-faisal-sultan/
[2] https://www.nawaiwaqt.com.pk/17-Sep-2021/1417596
[1] https://twitter.com/PakFightsPolio/status/1438805248525717505
[1] https://polioeradication.org/news-post/g20-health-ministers-call-for-renewed-commitment-to-eradicate-polio-note-its-critical-role-in-responding-to-global-pandemics/
[1] https://twitter.com/PakFightsPolio/status/1429322969797566464
[1] https://polioeradication.org/wp-content/uploads/2021/09/weekly-polio-analyses-cVDPV-20210907.pdf
[1] https://polioeradication.org/wp-content/uploads/2021/09/weekly-polio-analyses-cVDPV-20210914.pdf
[1] https://www.nawaiwaqt.com.pk/17-Sep-2021/1417598
[1] http://www.radio.gov.pk/17-09-2021/no-polio-case-detected-in-last-seven-months-dr-faisal

Top URLs in Tweet in G7:
[2] https://mybook.to/SBSeries

Top URLs in Tweet in G8:
[2] http://trib.al/3SBGCiq
[2] http://www.globalcitizen.org/Content/Content.aspx?id=60a79699-7b6e-455e-8f18-d870a993e2c9
[2] https://goo.gl/3BNSCi
[2] https://twitter.com/ETPeshawar/status/402036160253284352/photo/1
[2] https://www.lshtm.ac.uk/newsevents/expert-opinion/why-polio-eradication-efforts-should-embrace-data-science-and-statistics
[1] https://www.foreignaffairs.com/articles/pakistan/2021-06-21/women-are-key-vaccinating-world
[1] https://twitter.com/SindhHealthDpt/status/1376408215664082947
[1] https://twitter.com/MediaCellPPP/status/1319671822921629696
[1] https://twitter.com/SindhHealthDpt/status/1285102218102943744
[1] https://jang.com.pk/news/963565

Top Domains
Top Domains in Tweet in Entire Graph:
[154] twitter.com
[30] youtube.com
[10] reliefweb.int
[8] com.pk
[8] urdupoint.com
[6] humnews.pk
[6] statnews.com
[5] postpolioinfor.org
[5] sciencedirect.com
[5] nih.gov

Top Domains in Tweet in G1:
[73] twitter.com

Top Domains in Tweet in G3:
[26] twitter.com
[3] youtube.com
[3] nih.gov
[3] jeeveypakistan.com
[2] mi.us
[2] instagram.com
[2] com.pk
[2] brecorder.com
[2] noticiali.com
[2] arabnews.pk

Top Domains in Tweet in G4:
[4] wired.com
[2] twitter.com
[1] msn.com
[1] who.int
[1] endpolio.org
[1] rotaryblogit.org
[1] rotarypoliorace.org
[1] thediplomaticinsight.com
[1] statnews.com

Top Domains in Tweet in G5:
[10] reliefweb.int
[8] urdupoint.com
[5] sciencedirect.com
[3] thehansindia.com
[2] com.ng
[2] biomedcentral.com
[2] com.pk
[2] dawn.com
[1] allenpress.com
[1] thieme-connect.com

Top Domains in Tweet in G6:
[3] polioeradication.org
[3] com.pk
[2] twitter.com
[2] editortimes.com
[2] thepakistandaily.com
[1] gov.pk

Top Domains in Tweet in G7:
[2] mybook.to

Top Domains in Tweet in G8:
[6] twitter.com
[2] trib.al
[2] globalcitizen.org
[2] goo.gl
[2] statnews.com
[2] ac.uk
[1] foreignaffairs.com
[1] com.pk
[1] nytimes.com
[1] who.int

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1726] polio
[494] zerocovid
[97] covid19
[82] smallpox
[72] vaccine
[70] mother
[70] trauma
[70] romancenovel
[69] pakistan
[65] endpolio



Top Hashtags in Tweet in G1:
[492] zerocovid
[492] polio

Top Hashtags in Tweet in G2:
[188] polio
[11] karachiworks

Top Hashtags in Tweet in G3:
[187] polio
[22] vaccine
[17] smallpox
[16] covid
[15] pakistan
[14] covid19
[13] vaccination
[12] measles
[10] vaccines
[8] health

Top Hashtags in Tweet in G4:
[111] polio
[28] cameroon
[11] endpolio
[8] rotarypoliorace
[4] rotary
[4] everymomentcounts
[3] africa
[3] community
[2] vaccines
[2] endpolionow

Top Hashtags in Tweet in G5:
[61] polio
[46] endpolio
[36] vaccineswork
[33] publichealth
[16] pakistan
[15] poliofreepakistan
[10] nigeria
[7] abstract
[7] india
[7] gpei

Top Hashtags in Tweet in G6:
[75] polio
[11] afghanistan
[6] vitamina
[6] pakistan
[5] nationalimmunizationdays
[4] rescuejimsjacobabad
[3] poliofree
[3] foreverychild
[3] throwbackthursday
[3] covid19

Top Hashtags in Tweet in G7:
[70] mother
[70] trauma
[70] romancenovel
[8] spinabifida
[8] polio
[5] conditions
[5] paralyzed
[3] diseases
[3] disabilities
[3] amazon

Top Hashtags in Tweet in G8:
[52] polio
[24] covid19
[8] pakistan
[5] urticadioica
[5] disinfection
[5] virus
[5] corona
[5] dengue
[5] ebola
[5] zika

Top Hashtags in Tweet in G9:
[2] mumps
[2] measles
[2] rubella
[2] polio
[2] smallpox

Top Hashtags in Tweet in G10:
[33] crt
[33] debate
[2] jab
[1] polio

Top Words
Top Words in Tweet in Entire Graph:
[1726] #polio
[504] dream
[497] zero
[497] instead
[496] always
[494] #zerocovid
[493] pipe
[493] let's
[493] focus
[493] doable

Top Words in Tweet in G1:
[492] #zerocovid
[492] always
[492] pipe
[492] dream
[492] let's
[492] focus
[492] zero
[492] #polio
[492] instead
[492] doable

Top Words in Tweet in G2:
[188] #polio
[187] murtazawahab1
[176] held
[176] meeting
[176] unicef
[176] officials
[176] regarding
[176] upcoming
[176] campaign
[176] starting

Top Words in Tweet in G3:
[187] #polio
[60] polio
[27] vaccine
[22] #vaccine
[20] vaccines
[17] #smallpox
[16] #covid
[15] #pakistan
[14] #covid19
[14] disease

Top Words in Tweet in G4:
[111] #polio
[89] vaccination
[83] children
[74] polio
[62] afghanistan
[55] way
[55] work
[54] remains
[54] protect
[54] program

Top Words in Tweet in G5:
[61] #polio
[46] #endpolio
[36] #vaccineswork
[33] #publichealth
[22] polio
[16] #pakistan
[15] #poliofreepakistan
[15] pakfightspolio
[15] whopakistan
[15] unicef_pakistan

Top Words in Tweet in G6:
[75] #polio
[62] pakfightspolio
[52] children
[40] polio
[33] drops
[30] teams
[28] administered
[25] dr
[23] health
[21] campaign

Top Words in Tweet in G7:
[70] katiemettner
[70] #mother
[70] loses
[70] leg
[70] #trauma
[70] writes
[70] published
[70] 44
[70] #romancenovel
[70] different

Top Words in Tweet in G8:
[52] #polio
[25] billgates
[24] aseefabz
[24] #covid19
[23] pandemic
[23] exacerbated
[23] dimension
[23] inequity
[23] think
[23] told

Top Words in Tweet in G9:
[3] gerryblevins
[3] babetruth2
[3] quiptography
[3] jherbatov
[3] wisemanryder
[3] hankstern2
[3] wiguy45
[3] numbersmean
[3] steve_s_1967
[3] velveteven

Top Words in Tweet in G10:
[33] more
[33] info
[33] need
[33] put
[33] #crt
[33] neutral
[33] #debate
[33] colleges
[33] univ
[33] publicly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[495] zero,#polio
[493] #zerocovid,always
[493] always,pipe
[493] pipe,dream
[493] dream,let's
[493] let's,focus
[493] focus,zero
[493] #polio,instead
[493] instead,doable
[491] martinkulldorff,#zerocovid

Top Word Pairs in Tweet in G1:
[492] #zerocovid,always
[492] always,pipe
[492] pipe,dream
[492] dream,let's
[492] let's,focus
[492] focus,zero
[492] zero,#polio
[492] #polio,instead
[492] instead,doable
[491] martinkulldorff,#zerocovid

Top Word Pairs in Tweet in G2:
[176] held,meeting
[176] meeting,unicef
[176] unicef,officials
[176] officials,regarding
[176] regarding,upcoming
[176] upcoming,#polio
[176] #polio,campaign
[176] campaign,starting
[176] starting,20th
[176] 20th,september

Top Word Pairs in Tweet in G3:
[11] #polio,survivor
[8] #polio,#vaccine
[8] #smallpox,#polio
[7] polio,vaccine
[7] shot,dead
[6] eradicate,polio
[6] #polio,#smallpox
[5] #vaccine,#polio
[5] #polio,vaccine
[4] #measles,#polio

Top Word Pairs in Tweet in G4:
[54] vaccination,remains
[54] remains,way
[54] way,protect
[54] protect,children
[54] children,#polio
[54] #polio,afghanistan
[54] afghanistan,polio
[54] polio,program
[54] program,continues
[54] continues,work

Top Word Pairs in Tweet in G5:
[29] #vaccineswork,#publichealth
[25] #endpolio,#polio
[15] pakfightspolio,whopakistan
[15] whopakistan,unicef_pakistan
[14] #poliofreepakistan,#vaccineswork
[14] drsafdar64,fslsltn
[12] #polio,#vaccineswork
[10] reliefweb,#endpolio
[9] unicef_pakistan,unicefpolio
[9] unicefpolio,drsafdar64

Top Word Pairs in Tweet in G6:
[28] drops,children
[20] #polio,drops
[17] close,dr
[17] dr,sohail
[17] sohail,tariq
[17] tariq,requests
[17] requests,parents
[17] parents,cooperate
[17] cooperate,vaccinate
[17] vaccinate,polio

Top Word Pairs in Tweet in G7:
[70] #mother,loses
[70] loses,leg
[70] leg,#trauma
[70] #trauma,writes
[70] writes,published
[70] published,44
[70] 44,#romancenovel
[70] #romancenovel,different
[67] katiemettner,#mother
[62] different,#

Top Word Pairs in Tweet in G8:
[23] #covid19,pandemic
[23] pandemic,exacerbated
[23] exacerbated,dimension
[23] dimension,inequity
[23] inequity,think
[23] think,billgates
[23] billgates,told
[22] helenbranswell,#covid19
[22] told,spo
[10] against,#polio

Top Word Pairs in Tweet in G9:
[3] gerryblevins,babetruth2
[3] babetruth2,quiptography
[3] quiptography,jherbatov
[3] jherbatov,wisemanryder
[3] wisemanryder,hankstern2
[3] hankstern2,wiguy45
[3] wiguy45,numbersmean
[3] numbersmean,steve_s_1967
[3] steve_s_1967,velveteven
[2] velveteven,zalphaprime

Top Word Pairs in Tweet in G10:
[33] more,info
[33] info,need
[33] need,put
[33] put,#crt
[33] #crt,neutral
[33] neutral,#debate
[33] #debate,colleges
[33] colleges,univ
[33] univ,publicly
[33] publicly,funded

Top Replied-To
Top Replied-To in Entire Graph:
@gopleader
@jim_jordan
@psholstein
@horadevacinar
@murtazawahab1
@gerryblevins
@rotaryes
@lalegale
@msnbc
@notdaniii

Top Replied-To in G2:
@murtazawahab1

Top Replied-To in G4:
@rotaryes
@who
@shekhar_rotary
@rotaryd2201
@salerotaryclub

Top Replied-To in G5:
@nhsrcofficial

Top Replied-To in G8:
@drtedros
@tilschweiger
@kateclancy
@officialqcmayor
@dalailama

Top Replied-To in G9:
@gerryblevins

Top Mentioned
Top Mentioned in Entire Graph:
@martinkulldorff
@murtazawahab1
@pakfightspolio
@katiemettner
@who
@rotary
@magaawe
@whoafro
@minsantecmr
@billgates

Top Mentioned in G1:
@martinkulldorff

Top Mentioned in G2:
@murtazawahab1
@shakeelchppp

Top Mentioned in G3:
@jasghar
@wvsouthsudan
@10wallstreet
@omegashock1
@truthandvalues
@poliodrops

Top Mentioned in G4:
@rotary
@who
@minsantecmr
@whoafro
@endpolionow
@rotaryitalia
@rotaryfr
@salerotaryclub
@wired
@whopakistan

Top Mentioned in G5:
@pakfightspolio
@whopakistan
@unicef_pakistan
@unicefpolio
@drsafdar64
@fslsltn
@nhsrcofficial
@reliefweb
@azizmemonkings
@whosearo

Top Mentioned in G6:
@pakfightspolio
@dr_hamidjafari
@shamimaftabpti
@fslsltn
@who
@govtofpakistan
@nutritionintl
@thepakdaily
@murtazawahab1
@sindhgovt1

Top Mentioned in G7:
@katiemettner

Top Mentioned in G8:
@billgates
@aseefabz
@helenbranswell
@un
@gatesfoundation
@bbcnews
@un_women
@etpeshawar
@globalfestival
@lshtm

Top Mentioned in G9:
@babetruth2
@quiptography
@jherbatov
@wisemanryder
@hankstern2
@wiguy45
@numbersmean
@steve_s_1967
@velveteven
@zalphaprime

Top Mentioned in G10:
@magaawe

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@kayemenner
@abbtakk
@alhanda
@nblackthorne
@peruenlanoticia
@rjber15
@_redfrog
@ginniasa
@tammysdragonfly

Top Tweeters in G1:
@beank511
@thewaterflea
@sustain05
@anakreontyk
@maegan_laporte
@vg123e
@mcarsonaos
@stevekloscak
@nc_24
@jackcolleton

Top Tweeters in G2:
@bilalahmedppp
@aajeel_dars
@zohaib_vighio
@kafias
@nkhanswati70
@mfahadlashari
@imranpathanzai
@chacharfayaz
@islamk454
@nasirabbasipppp

Top Tweeters in G3:
@gadflyquebec
@calvinswine905
@realindiaherald
@caseofdees
@24sante_fr
@boiarski
@evillysexybitch
@equalisource
@itsibrahimbanks
@lindenlyn

Top Tweeters in G4:
@janiecestaton
@southerngemgal
@andytoronto
@ladysadie66
@wired
@karyfontaine
@realhumanrights
@skatiq3
@who
@ayanmushir

Top Tweeters in G5:
@timesofindia
@daily_trust
@allafrica
@thehansindiaweb
@deagleonline
@guardiannigeria
@dawn_com
@cbsdenver
@the_nation
@hyderabadiiiiii

Top Tweeters in G6:
@stablegeniusinc
@radiopakistan
@nawaiwaqt_
@azad_shehri
@mojamesapted
@ptvnewsofficial
@ptikpofficial
@kpkupdates
@phaki_75
@moib_official

Top Tweeters in G7:
@paul_cude
@kayemenner
@alhanda
@nblackthorne
@tammysdragonfly
@reginapucket
@supersoftknits
@charityparkerso
@tudortweep
@katiemettner

Top Tweeters in G8:
@rjber15
@cnbsnana
@markplackett1
@beccanalia
@bbcnews
@melissasweetdr
@katydogcrazy
@cfraase
@lbc
@jparkins10

Top Tweeters in G9:
@babetruth2
@zalphaprime
@reid_co
@jackiebarbosa
@numbersmean
@th1rt3en_tm
@enby896
@slorddampnut
@kester_lowers
@emilybanting1

Top Tweeters in G10:
@vebo1991
@toscaausten
@stewart63818860
@birdie2963
@sandalsanew
@coco14391
@happygirldeb1
@jeffrocks60
@magaawe
@poppylovestruth