datamining, Twitter, 5/30/2022 8:39:04 AM, 277330


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datamining_2022-05-29_23-45-00.xlsx
datamining_2022-05-29_23-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 30, 2022
Short Description:
datamining via NodeXL https://bit.ly/3a8cZxd
@kirkdborne
@ricardo_ik_ahau
@globaliqx
@heptagontech
@gp_pulipaka
@sekurprivate
@sgblank
@codewithtwitchi
@analytics_699
@baronessbruck

Top hashtags:
#datamining
#datascience
#machinelearning
#bigdata
#ai
#data
#python

Description:
Description
The graph represents a network of 2,571 Twitter users whose tweets in the requested range contained "datamining", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 30 May 2022 at 06:52 UTC.

The requested start date was Monday, 30 May 2022 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, 22-hour, 10-minute period from Monday, 16 May 2022 at 00:18 UTC to Sunday, 29 May 2022 at 22:29 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 : 2571
Unique Edges : 1304
Edges With Duplicates : 7873
Total Edges : 9177
Number of Edge Types : 5
Retweet : 3219
MentionsInRetweet : 3837
Tweet : 1195
Mentions : 723
Replies to : 203
Self-Loops : 1219
Reciprocated Vertex Pair Ratio : 0.013915857605178
Reciprocated Edge Ratio : 0.027449728694542
Connected Components : 421
Single-Vertex Connected Components : 175
Maximum Vertices in a Connected Component : 1177
Maximum Edges in a Connected Component : 6851
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.385384
Graph Density : 0.000474160306441043
Modularity : 0.305763
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,571 Twitter users whose tweets in the requested range contained "datamining", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 30 May 2022 at 06:52 UTC.

The requested start date was Monday, 30 May 2022 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, 22-hour, 10-minute period from Monday, 16 May 2022 at 00:18 UTC to Sunday, 29 May 2022 at 22:29 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 : datamining
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:
[176] https://dafriedman97.github.io/mlbook/content/introduction.html
[140] https://gonintendo.com/contents/4115-datamining-hints-at-10-additional-characters-for-mario-strikers-battle-league
[111] https://www.datasciencecentral.com/profiles/blogs/free-book-azure-machine-learning-in-a-weekend
[110] https://archive.siam.org/meetings/sdm10/tutorial3.pdf
[74] https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html
[48] https://www.fiverr.com/share/dDRXe0
[42] https://twinybots.ch/
[41] https://www.infoworld.com/article/3262053/how-to-bring-bi-and-analytics-to-modern-nested-data-structures.html
[39] http://www.datasciencecentral.com/profiles/blogs/anomaly-detection-for-the-oxford-data-science-for-iot-course
[38] http://www.datasciencecentral.com/profiles/blogs/book-python-data-science-handbook?overrideMobileRedirect=1

Top URLs in Tweet in G1:
[121] https://dafriedman97.github.io/mlbook/content/introduction.html
[88] https://archive.siam.org/meetings/sdm10/tutorial3.pdf
[60] https://www.datasciencecentral.com/profiles/blogs/free-book-azure-machine-learning-in-a-weekend
[49] https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html
[33] https://www.infoworld.com/article/3262053/how-to-bring-bi-and-analytics-to-modern-nested-data-structures.html
[23] http://www.datasciencecentral.com/profiles/blogs/book-python-data-science-handbook?overrideMobileRedirect=1
[21] https://www.datasciencecentral.com/profiles/blogs/github-material
[20] http://www.datasciencecentral.com/profiles/blogs/anomaly-detection-for-the-oxford-data-science-for-iot-course
[16] https://www.datasciencecentral.com/profiles/blogs/deep-learning-techniques-for-cyber-security
[16] https://www.amazon.com/gp/product/1449361323/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1449361323&linkCode=as2&tag=kirkdborne-20&linkId=343e9c82bd6583d5c786d3307baa1c90

Top URLs in Tweet in G2:
[51] https://dafriedman97.github.io/mlbook/content/introduction.html
[49] https://www.datasciencecentral.com/profiles/blogs/free-book-azure-machine-learning-in-a-weekend
[48] https://www.fiverr.com/share/dDRXe0
[33] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ
[32] https://cursortek.com/business-data-details.php?country=us&category=medical-centers
[32] https://cursortek.com/business-data-details.php?country=us&category=accountants
[32] https://cursortek.com/business-data-details.php?country=us&category=real-estate-agents
[32] https://cursortek.com/business-data-details.php?country=us&category=massage-therapy
[32] https://cursortek.com/business-data-details.php?country=us&category=car-wash
[32] https://cursortek.com/business-data-details.php?country=us&category=acupuncture

Top URLs in Tweet in G3:
[17] https://www.linkedin.com/slink?code=gz_acwH
[9] https://twinybots.ch/
[9] https://brazilsfeterms.blogspot.com/2019/03/O-que-e-RM-Retail-Market-Close-Up-International.html
[9] https://brazilsfeterms.blogspot.com/2019/03/O-que-e-TD-Territorial-Data.html
[9] https://brazilsfeterms.blogspot.com/2019/03/O-que-e-DDD-Drug-Distribution-Data.html
[9] https://brazilsfeterms.blogspot.com/2019/03/O-que-e-o-PMB-Pharmaceutical-Market-Brasil-IQVIA.html
[4] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL2o3OUVxdj8=&uuid=b6394d86-b946-11ec-9b9b-42794e656558&vid=
[3] https://www.r-bloggers.com/2022/05/using-leonardo-svg-palettes-in-r/
[3] http://www.fiverr.com/256159701?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=849eNq
[3] https://www.r-bloggers.com/2022/01/stacked-bar-alternatives/

Top URLs in Tweet in G4:
[12] https://www.eletimes.com/big-data-and-its-impact-on-cloud-computing?utm_content=bufferad415&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://medium.com/codex/data-science-a-high-level-overview-cb076619cad2?utm_content=bufferbdbdd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://venturebeat.com/2022/05/17/why-observability-data-is-crucial-for-digital-transformation/?utm_content=buffer75b7a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.forbes.com/sites/bernardmarr/2022/03/30/why-external-data-is-so-important-for-every-business/?sh=3e6bde0d9119&utm_content=buffer61087&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://data-flair.training/blogs/big-data-vs-data-science/
[4] https://techxplore.com/news/2022-05-user-friendly-vr-interface-digital.html?utm_content=buffer204db&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.iotforall.com/5-reasons-to-use-an-iot-framework-for-your-connected-devices?utm_content=buffer6a565&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.rtinsights.com/how-artificial-intelligence-improves-software-development/?utm_content=buffer1919a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.rtinsights.com/how-iot-in-transportation-makes-big-data-valuable-for-businesses/?utm_content=buffer40d47&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://techcentral.co.za/why-data-protection-is-the-key-to-successful-digital-transformation-comprom/211287/?utm_content=buffer6717c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[135] https://gonintendo.com/contents/4115-datamining-hints-at-10-additional-characters-for-mario-strikers-battle-league
[1] https://twitter.com/nintendoamerica/status/1530176027703525377

Top URLs in Tweet in G6:
[1] https://twitter.com/PJ_shoui/status/1529797862875594754

Top URLs in Tweet in G7:
[5] https://gonintendo.com/contents/4115-datamining-hints-at-10-additional-characters-for-mario-strikers-battle-league
[1] https://discord.com/invite/mariokarttours

Top URLs in Tweet in G8:
[10] https://eqp.datamining.om/estebyanar/czmrwoqo20222310332
[6] https://eqp.datamining.om/estebyanar/zlwcqywn20225108282
[1] http://eqp.datamining.om/estebyanar/czm
[1] https://twitter.com/mmukhaini_tv86/status/1527205603957002242

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=uGvQmQ7Dxjc&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://twitter.com/eveningstandard/status/1526284025761091584

Top Domains
Top Domains in Tweet in Entire Graph:
[454] datasciencecentral.com
[254] cursortek.com
[176] github.io
[156] fiverr.com
[140] gonintendo.com
[112] twitter.com
[112] globalbigdataconference.com
[110] siam.org
[101] r-bloggers.com
[74] theinsaneapp.com

Top Domains in Tweet in G1:
[249] datasciencecentral.com
[121] github.io
[88] siam.org
[49] theinsaneapp.com
[45] amazon.com
[33] infoworld.com
[8] medium.com
[8] mathworks.com
[7] twitter.com
[3] twinybots.ch

Top Domains in Tweet in G2:
[254] cursortek.com
[187] datasciencecentral.com
[118] fiverr.com
[108] globalbigdataconference.com
[51] github.io
[43] jokoding.com
[42] freelancer.com
[35] twitter.com
[32] r-bloggers.com
[25] alliedtechnologies.io

Top Domains in Tweet in G3:
[37] blogspot.com
[35] twitter.com
[20] linkedin.com
[19] fiverr.com
[9] twinybots.ch
[8] r-bloggers.com
[4] youtube.com
[3] diablonext.com
[3] gamingbolt.com
[3] instagram.com

Top Domains in Tweet in G4:
[13] datasciencecentral.com
[12] medium.com
[12] venturebeat.com
[12] eletimes.com
[10] forbes.com
[8] techxplore.com
[8] jokoding.com
[7] rtinsights.com
[6] data-flair.training
[4] iotforall.com

Top Domains in Tweet in G5:
[135] gonintendo.com
[1] twitter.com

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

Top Domains in Tweet in G7:
[5] gonintendo.com
[1] discord.com

Top Domains in Tweet in G8:
[17] datamining.om
[1] twitter.com

Top Domains in Tweet in G9:
[2] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1812] datamining
[1265] datascience
[1110] machinelearning
[1078] bigdata
[782] ai
[657] data
[554] python
[492] bulk
[481] iot
[443] deeplearning



Top Hashtags in Tweet in G1:
[382] machinelearning
[332] datascience
[314] bigdata
[212] ai
[163] deeplearning
[132] datamining
[75] python
[73] abdsc
[60] azure
[57] statistics

Top Hashtags in Tweet in G2:
[997] datamining
[737] datascience
[635] bigdata
[621] machinelearning
[592] data
[492] bulk
[463] ai
[442] python
[384] iot
[355] scraping

Top Hashtags in Tweet in G3:
[183] datamining
[40] dataentry
[36] cup
[36] closeup
[36] closeupinternational
[36] ddd
[36] td
[36] territorialdata
[27] indústriafarmacêutica
[27] varejo

Top Hashtags in Tweet in G4:
[100] datamining
[85] datascience
[72] bigdata
[51] ai
[43] machinelearning
[35] dataanalytics
[32] iot
[24] python
[23] datascientist
[22] 5g

Top Hashtags in Tweet in G7:
[21] mariokarttour
[2] mktn

Top Hashtags in Tweet in G8:
[34] شبابنا_عمادنا
[4] جنوب_الشرقية
[3] جعلان_بني_بوعلي
[2] ولاية_صور
[1] رؤية_عمان_2040

Top Hashtags in Tweet in G9:
[1] nightsintodreams
[1] segasaturn
[1] ナイツ
[1] sonicteam

Top Hashtags in Tweet in G10:
[2] travalyst
[2] datamining
[1] compassioninaction
[1] hypocrite

Top Words
Top Words in Tweet in Entire Graph:
[1812] #datamining
[1265] #datascience
[1116] kirkdborne
[1110] #machinelearning
[1078] #bigdata
[881] data
[782] #ai
[667] #data
[597] datamining
[575] cursortek

Top Words in Tweet in G1:
[650] kirkdborne
[382] #machinelearning
[332] #datascience
[314] #bigdata
[227] download
[224] pdf
[212] #ai
[192] ebook
[186] free
[176] outlier

Top Words in Tweet in G2:
[997] #datamining
[737] #datascience
[635] #bigdata
[621] #machinelearning
[597] #data
[575] cursortek
[492] #bulk
[476] data
[463] #ai
[442] #python

Top Words in Tweet in G3:
[183] #datamining
[119] data
[75] datamining
[40] #dataentry
[37] terms
[36] brazil
[36] sfe
[36] #cup
[36] #closeup
[36] #closeupinternational

Top Words in Tweet in G4:
[100] #datamining
[85] #datascience
[72] #bigdata
[58] data
[53] globaliqx
[51] #ai
[43] #machinelearning
[35] #dataanalytics
[32] #iot
[27] kirkdborne

Top Words in Tweet in G5:
[136] datamining
[135] hints
[135] 10
[135] additional
[135] characters
[135] mario
[135] strikers
[135] battle
[135] league
[134] gonintendotweet

Top Words in Tweet in G6:
[88] pj_shoui
[70] wt
[51] dataminingされた新しいゲームモード
[51] fps経験者なら分かるアレ
[16] datamining
[12] 1st
[12] devのdatamining
[12] amx系列の車両の後退速度が軒並み増えてるが
[12] このまま適用されればかなりbuffでは
[10] pre

Top Words in Tweet in G7:
[107] datamining
[100] news
[100] peach
[100] vs
[100] bowser
[100] tour
[97] kart_tour
[81] special
[81] week
[63] pipes

Top Words in Tweet in G8:
[89] المحافظة
[81] ss_governor
[78] في
[70] التسجيل
[64] الشباب
[52] لحضور
[51] من
[45] مع
[43] رابط
[40] على

Top Words in Tweet in G9:
[95] animations
[49] unused
[48] video
[47] digi_valentine
[46] nights
[46] dreams
[46] bunch
[46] character
[46] analyse
[46] speculate

Top Words in Tweet in G10:
[40] harry
[40] social
[40] media
[40] money
[38] baronessbruck
[36] data
[35] meanwhile
[34] eveningstandard
[34] complains
[34] large

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[492] #bulk,#data
[323] #selling,#bulk
[288] #scraping,#datamining
[270] 3k,plus
[266] #machinelearning,#deeplearning
[257] #socialmedia,#scraping
[256] #hotels,#restaurants
[256] #restaurants,#leads
[248] #bigdata,#datascience
[223] checkout,cursortek

Top Word Pairs in Tweet in G1:
[121] online,ebook
[121] ebook,open
[121] open,access
[121] #machinelearning,scratch
[121] scratch,#bigdata
[119] access,download
[119] download,#machinelearning
[118] kirkdborne,online
[118] #bigdata,#datascie
[106] #machinelearning,#deeplearning

Top Word Pairs in Tweet in G2:
[492] #bulk,#data
[323] #selling,#bulk
[286] #scraping,#datamining
[270] 3k,plus
[255] #socialmedia,#scraping
[254] #hotels,#restaurants
[254] #restaurants,#leads
[223] checkout,cursortek
[220] cursortek,#selling
[205] #datascience,#iot

Top Word Pairs in Tweet in G3:
[36] brazil,sfe
[36] sfe,terms
[36] terms,#cup
[36] #cup,#closeup
[36] #closeup,#closeupinternational
[36] #closeupinternational,#datamining
[36] #datamining,#ddd
[36] #td,#territorialdata
[34] data,entry
[27] #indústriafarmacêutica,#varejo

Top Word Pairs in Tweet in G4:
[22] #datascience,#dataanalytics
[22] #datamining,#datascience
[17] #bigdata,#datamining
[12] #datascience,#datamining
[12] #bigdata,impact
[12] impact,#cloudcomputing
[12] #datamining,#5g
[12] #5g,#iot
[12] #iot,#datascience
[12] #datascientist,#datavisualization

Top Word Pairs in Tweet in G5:
[135] datamining,hints
[135] hints,10
[135] 10,additional
[135] additional,characters
[135] characters,mario
[135] mario,strikers
[135] strikers,battle
[135] battle,league
[134] gonintendotweet,datamining

Top Word Pairs in Tweet in G6:
[64] pj_shoui,wt
[51] wt,dataminingされた新しいゲームモード
[51] dataminingされた新しいゲームモード,fps経験者なら分かるアレ
[16] wt,datamining
[12] 1st,devのdatamining
[12] devのdatamining,amx系列の車両の後退速度が軒並み増えてるが
[12] amx系列の車両の後退速度が軒並み増えてるが,このまま適用されればかなりbuffでは
[11] pj_shoui,1st
[10] pre,order
[7] pj_shoui,devのdataminingでホワイトロック要塞が削除された事になってるんだが本当ですかね

Top Word Pairs in Tweet in G7:
[100] peach,vs
[100] vs,bowser
[100] bowser,tour
[97] kart_tour,news
[81] news,datamining
[63] datamining,special
[63] special,pipes
[63] pipes,one
[63] one,week
[63] week,pipe

Top Word Pairs in Tweet in G8:
[40] مع,الشباب
[40] الله,تعالى
[40] رابط,التسجيل
[40] التسجيل,لحضور
[39] على,بركة
[39] بركة,الله
[38] أبناء,المحافظة
[38] المحافظة,كما
[38] كما,وعدناكم
[38] وعدناكم,باللقاء

Top Word Pairs in Tweet in G9:
[46] nights,dreams
[46] dreams,bunch
[46] bunch,unused
[46] unused,character
[46] character,animations
[46] animations,video
[46] video,analyse
[46] analyse,animations
[46] animations,speculate
[45] digi_valentine,nights

Top Word Pairs in Tweet in G10:
[40] social,media
[34] eveningstandard,harry
[34] harry,complains
[34] complains,large
[34] large,social
[34] media,companies
[34] companies,making
[34] making,money
[34] money,user
[34] user,data

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@cursortek
@gp_pulipaka
@gonintendotweet
@theinsaneapp
@analytics_699
@kart_tour
@bigdataconf
@globaliqx
@pj_shoui

Top Mentioned in G1:
@kirkdborne
@theinsaneapp
@jakevdp
@gp_pulipaka
@analyticsvidhya
@tibco
@datasci
@jason_mayes
@mathworks
@heptagontech

Top Mentioned in G2:
@kirkdborne
@cursortek
@gp_pulipaka
@analytics_699
@bigdataconf
@freitasmanuel
@heptagontech
@theinsaneapp
@sgblank
@kred

Top Mentioned in G3:
@genereaux2019
@_pilotbeacon_
@svobodalab

Top Mentioned in G4:
@globaliqx
@kirkdborne
@antgrasso
@ingliguori
@chid
@jnursiyono
@dataflairws
@terence_mills
@sciam
@waicheedimock

Top Mentioned in G5:
@gonintendotweet

Top Mentioned in G6:
@pj_shoui

Top Mentioned in G7:
@kart_tour
@gonintendotweet
@mariokarttouren
@creeper19221
@goldshyguy1

Top Mentioned in G8:
@ss_governor
@sur_nn1
@jaalan_photo
@alsharqyasouth
@omifco

Top Mentioned in G9:
@digi_valentine
@andreasscholl09

Top Mentioned in G10:
@baronessbruck
@eveningstandard

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@kirin_company
@sectest9
@starbucks_j_cpg
@chidambara09
@xaelbot
@codedailybot
@piyuanker12
@collegemenfess

Top Tweeters in G1:
@piyuanker12
@robotproud
@pvalsfr
@cchukudebelu
@designthinkbot
@2bftawfik
@bayiskendr
@greentechdon
@pythonroboto
@newsneus

Top Tweeters in G2:
@sectest9
@xaelbot
@codedailybot
@cybersecurityn8
@jfsebastian146
@100xcode
@fabriciosx
@hubofml
@ml_tweet_bot
@education_24x7

Top Tweeters in G3:
@elfyau
@xenagifts
@sora_h
@genevieveisgg
@may_gun
@datascience__
@paimonfess
@subterfugia
@money_personal
@genereaux2019

Top Tweeters in G4:
@chidambara09
@evankirstel
@codernotesbot
@dataaugmented
@thesecretjunio1
@nicochan33
@vrretweeter
@rwang0
@shi4tech
@gvalan

Top Tweeters in G5:
@ahl9
@reputati0ntv
@gonintendotweet
@dokoronuki
@manuelromer2
@chargerupgaming
@shock_and_roll
@bpragosa
@gintaxalviss
@yoyomaster333

Top Tweeters in G6:
@cnok3
@np_gldemo_lisa
@neotinosusan
@rize_driver
@godzilla1914189
@taiganarukami
@archer65907290
@atuagenimono
@1llytusywyokn2t
@koukethuniwator

Top Tweeters in G7:
@maslowluver4evr
@kevinareco20
@fabrizio_213
@dzdoom23
@juanitoswitch
@_therandomguy__
@lonelybats_
@cototototorra
@mysticgalaxia
@sarahbear6391

Top Tweeters in G8:
@alwahaajfaiz1
@saalmobuhisi123
@qdcehwi65q3nnzd
@uqxnkfkbumjerp3
@bu_bashar_
@yousuf_oman1
@sur_nn1
@mohamedalzdjali
@librakhalid
@zalshoaibi

Top Tweeters in G9:
@mewillrockme
@axl_fox
@enistoja
@waveprism_
@lioneljackson8
@xyberknight
@imagni
@spiveymario
@superstaticpro
@pikmin442

Top Tweeters in G10:
@mackette52
@cmodowd
@eveningstandard
@mog1717
@cherylkate_news
@ussceit
@jayne13
@kiwife71
@farnaj60
@baronessbruck


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