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chatgpt #chatgpt Twitter NodeXL SNA Map and Report for Monday, 06 February 2023 at 20:47 UTC
chatgpt #chatgpt Twitter NodeXL SNA Map and Report for Monday, 06 February 2023 at 20:47 UTC
From:
Guest
Uploaded on:
March 20, 2023
Short Description:
chatgpt #chatgpt via NodeXL https://bit.ly/42E761V
@

Top hashtags:
#chatgpt
#ai
#openai
#artificialintelligence
#google
#aptos
#technology
#giveaway
#earthquakeinturkey
#chatgpt3

Description:
Description
The graph represents a network of 16,923 Twitter users whose recent tweets contained "chatgpt #chatgpt", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 06 February 2023 at 22:25 UTC.

The tweets in the network were tweeted over the 23-hour, 13-minute period from Sunday, 05 February 2023 at 21:43 UTC to Monday, 06 February 2023 at 20:57 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.


Overall Graph Metrics
Vertices : 16923
Unique Edges : 21813
Edges With Duplicates : 5734
Total Edges : 27547
Self-Loops : 6831
Reciprocated Vertex Pair Ratio : 0.0196367206676485
Reciprocated Edge Ratio : 0.0385170919595571
Connected Components : 4917
Single-Vertex Connected Components : 3397
Maximum Vertices in a Connected Component : 8150
Maximum Edges in a Connected Component : 16933
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.298164
Graph Density : 6.52754629775614E-05
Modularity : 0.715008
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 16,923 Twitter users whose recent tweets contained "chatgpt #chatgpt", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 06 February 2023 at 22:25 UTC.

The tweets in the network were tweeted over the 23-hour, 13-minute period from Sunday, 05 February 2023 at 21:43 UTC to Monday, 06 February 2023 at 20:57 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 : TwitterSearch
Graph Term : chatgpt #chatgpt
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Vertex Radius : Betweenness Centrality
Vertex Alpha : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[725] https://galxe.com/aptosinsiders/campaign/GC6njU43Xm
[298] https://bep.ai/
[102] https://www.artikfinance.com
[89] https://www.starfightergeneral.com/
[84] https://www.ispolink.com/blog/how-ispolink-uses-ai-to-boost-your-blockchain-career
[72] https://www.wsj.com/articles/ai-chatgpt-dall-e-microsoft-rutkowski-github-artificial-intelligence-11675466857
[68] https://drive.google.com/file/d/1AqnW8MsKsbPzSsUGQjgm0q3DKQJzdAHG/view?usp=drivesdk
[67] https://blog.google/technology/ai/bard-google-ai-search-updates/
[65] https://www.usefini.com/
[54] https://elpais.com/opinion/2023-02-06/la-nueva-guerra-del-copyright.html

Top URLs in Tweet in G1:
[61] https://www.usefini.com/
[34] https://gpt-index.readthedocs.io/en/latest/
[18] https://twitter.com/sundarpichai/status/1622673369480204288
[17] https://blog.google/technology/ai/bard-google-ai-search-updates/
[16] https://www.rcrwireless.com/20230206/ai-ml/kagan-how-chatgpt-chatbot-and-ai-will-change-your-industry
[13] https://humata.ai/
[13] https://www.pcmag.com/news/chatgpt-passes-google-coding-interview-for-level-3-engineer-with-183k-salary
[9] https://www.theverge.com/2023/2/6/23588033/google-chatgpt-rival-bard-testing-rollout-features?utm_campaign=theverge&utm_content=chorus&utm_medium=social&utm_source=twitter
[9] https://maggpt.com/
[8] https://www.01net.com/actualites/chatgpt-aide-juge-rendre-verdict-premiere-historique.html

Top URLs in Tweet in G2:
[722] https://galxe.com/aptosinsiders/campaign/GC6njU43Xm
[2] https://twitter.com/artgpt_ai/status/1621383734804238336
[2] https://bep.ai/

Top URLs in Tweet in G3:
[7] https://www.linkedin.com/pulse/chatgpt-generative-ai-tips-news-bing-longer-search-engine-steve-nouri/
[7] https://sunnmagic.gumroad.com/l/chatgpt-scraper
[6] https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fvideo%2Fevent%2Furn%3Ali%3AugcPost%3A7028191760073793536%2F
[5] https://www.profgalloway.com/luddites/
[3] https://twitter.com/nori76/status/1622436074827169793
[3] https://www.roam.ai/blog/how-to-build-a-website-without-chatgpt?utm_source=Twitter&utm_medium=Twitter_Post&utm_campaign=twitter_website_blog_&utm_content=Twitter
[2] https://time.com/6247678/openai-chatgpt-kenya-workers/
[2] https://app.wand.ai/login/sign-up
[2] https://twitter.com/Mau_Albornoz/status/1622678427433111558
[2] https://twitter.com/k_zaradkiewicz1/status/1622647798960095276

Top URLs in Tweet in G4:
[40] https://www.forbes.com/sites/forbestechcouncil/2023/02/02/the-role-of-chatbots-in-the-future-of-the-travel-industry/
[27] https://time.com/6252404/mira-murati-chatgpt-openai-interview/
[19] https://www.wsj.com/articles/ai-chatgpt-dall-e-microsoft-rutkowski-github-artificial-intelligence-11675466857?mod=wsjhp_columnists_pos3&utm_content=buffere144e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[18] https://arstechnica.com/?post_type=post&p=1914265
[18] https://veille-cyber.com/know-your-organizations-cybersecurity-risk-today-request-your-free-risk-report/
[12] https://www.independent.co.uk/tech/chatgpt-mba-exam-wharton-professor-b2267919.html
[11] https://finance.yahoo.com/news/an-interview-with-ai-what-chatgpt-says-about-itself-135423122.html
[10] https://hackernoon.com/how-to-detect-text-generated-by-artificial-intelligence
[10] https://www.deananthonygratton.com/post/chatgpt-stop-panicking-it-s-not-hal-9000
[9] https://futurism.com/the-byte/microsoft-bing-chatgpt?utm_source=pocket_saves

Top URLs in Tweet in G5:
[1] https://twitter.com/neal_katyal/status/1622433335132782597

Top URLs in Tweet in G6:
[10] https://www.linkedin.com/posts/alfonsocahero_chatgpt-tiktok-artificial-activity-7028412981851942913--UAG?utm_source=share&utm_medium=member_desktop
[7] http://dan.com/buy-domain/chatdealer.com?redirected=true
[7] https://www.bbc.co.uk/news/technology-64538604
[5] https://www.tycoonstory.com/news/the-chatgpt-its-implications-for-the-businesses/
[5] https://podcasts.apple.com/us/podcast/nft-and-chill/id1600083613?i=1000598181780
[5] https://open.spotify.com/episode/2waSjJD0fcLJCVCX0w6GLe?si=0a1BZboVT02Nrl2c2BWV7g
[4] https://chat.openai.com/chat
[4] https://www.nytimes.com/2023/02/03/technology/chatgpt-openai-artificial-intelligence.html
[4] https://thehill.com/blogs/blog-briefing-room/3841457-what-to-know-about-education-savings-accounts-the-school-choice-measure-making-waves-in-states/
[4] https://news4sanantonio.com/news/offbeat/9-year-old-boy-graduates-from-high-school-david-ronya-balogun-cody-derr-college-education-remote-accomplish-learning-astrophysicist-cincinnati-ohio

Top URLs in Tweet in G7:
[2] https://twitter.com/siasatpk/status/1622487756650708993

Top URLs in Tweet in G8:
[289] https://bep.ai/
[5] https://twitter.com/bepaitoken/status/1621455298777980928

Top URLs in Tweet in G9:
[4] https://twitter.com/HommesInfluence/status/1621632891561074693
[2] https://twitter.com/gregoryroose/status/1621974262591504387
[2] https://twitter.com/_barbodoll_/status/1622181370783997959
[2] https://twitter.com/HommesInfluence/status/1621632891561074693?t=xm74rfpBGjrv-tskhsbIOQ&s=19
[1] https://twitter.com/poishich/status/1622390256308723714?t=7VtWfJpkOzOIYJbQZn0R6Q&s=19

Top URLs in Tweet in G10:
[6] https://www.arabnews.fr/node/343606/culture
[1] https://my.sociabble.com/7GC1HDMxYtBc

Top Domains
Top Domains in Tweet in Entire Graph:
[1052] twitter.com
[725] galxe.com
[414] youtube.com
[298] bep.ai
[167] linkedin.com
[159] google.com
[127] medium.com
[117] wsj.com
[102] artikfinance.com
[95] veille-cyber.com

Top Domains in Tweet in G1:
[78] twitter.com
[61] usefini.com
[34] readthedocs.io
[21] dan.com
[20] blog.google
[18] rcrwireless.com
[16] theverge.com
[15] youtube.com
[15] pcmag.com
[13] humata.ai

Top Domains in Tweet in G2:
[722] galxe.com
[2] twitter.com
[2] bep.ai

Top Domains in Tweet in G3:
[58] twitter.com
[13] linkedin.com
[7] gumroad.com
[5] profgalloway.com
[4] bloomberg.com
[3] youtube.com
[3] roam.ai
[2] time.com
[2] wand.ai
[2] businessinsider.com

Top Domains in Tweet in G4:
[87] veille-cyber.com
[64] forbes.com
[42] twitter.com
[36] time.com
[35] google.com
[34] wsj.com
[26] arstechnica.com
[25] futurism.com
[19] youtube.com
[17] yahoo.com

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

Top Domains in Tweet in G6:
[31] google.com
[27] twitter.com
[13] linkedin.com
[8] co.uk
[7] dan.com
[5] cnbc.com
[5] openai.com
[5] tycoonstory.com
[5] apple.com
[5] spotify.com

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G8:
[289] bep.ai
[5] twitter.com

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

Top Domains in Tweet in G10:
[6] arabnews.fr
[1] sociabble.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18776] chatgpt
[5934] ai
[1529] openai
[1447] artificialintelligence
[741] google
[729] aptos
[729] technology
[728] giveaway
[643] earthquakeinturkey
[616] chatgpt3



Top Hashtags in Tweet in G1:
[1186] chatgpt
[385] ai
[131] openai
[74] gpt3
[69] llms
[66] artificialintelligence
[64] llm
[57] gpt
[40] google
[35] bard

Top Hashtags in Tweet in G2:
[766] chatgpt
[745] ai
[724] giveaway
[723] aptos
[34] sui
[17] web3
[3] aptosnft
[2] airdrop
[2] art
[2] botengineering

Top Hashtags in Tweet in G3:
[877] chatgpt
[471] ai
[425] artificialintelligence
[424] chatgpt3
[17] turkey
[12] زلزال
[9] earthquakeinturkey
[9] datascience
[9] development
[8] earthquake

Top Hashtags in Tweet in G4:
[1271] chatgpt
[803] ai
[347] machinelearning
[304] artificialintelligence
[199] fintech
[162] iot
[162] 100daysofcode
[149] tech
[144] openai
[139] innovation

Top Hashtags in Tweet in G5:
[665] chatgpt
[1] steeledossier
[1] privacy

Top Hashtags in Tweet in G6:
[892] chatgpt
[490] ai
[102] artificialintelligence
[71] openai
[39] tech
[38] google
[36] aiart
[30] nft
[23] innovation
[22] machinelearning

Top Hashtags in Tweet in G7:
[550] earthquakeinturkey
[345] chatgpt
[319] pakistanbankrupt
[292] turkey
[286] iran
[252] زلزال
[250] dubai
[249] istanbul
[248] earthquake
[244] syria

Top Hashtags in Tweet in G8:
[304] botengineering
[304] protocol
[304] openai
[304] chatgpt
[304] bnb
[304] future
[304] technology
[289] ai

Top Hashtags in Tweet in G9:
[263] chatgpt
[11] razzias
[2] woke
[2] grandremplacement
[2] racisme
[1] zemmour
[1] melenchon
[1] ai
[1] gauchistes

Top Hashtags in Tweet in G10:
[231] chatgpt
[222] strasbourg
[6] afp
[1] triche
[1] stanford
[1] georgetown
[1] openai

Top Words
Top Words in Tweet in Entire Graph:
[19259] #chatgpt
[6265] #ai
[4387] ai
[3917] de
[2971] chatgpt
[2258] amp
[2030] la
[1584] #openai
[1566] new
[1524] #artificialintelligence

Top Words in Tweet in G1:
[1218] #chatgpt
[420] #ai
[351] openai
[299] ai
[222] chatgpt
[195] google
[172] knowledge
[155] bing
[151] de
[149] new

Top Words in Tweet in G2:
[1446] trend
[1444] giveaway
[766] #chatgpt
[745] #ai
[728] artgpt_ai
[724] members
[724] amp
[724] #giveaway
[723] #aptos
[722] re

Top Words in Tweet in G3:
[883] #chatgpt
[494] ai
[471] #ai
[442] tools
[431] #artificialintelligence
[429] know
[424] #chatgpt3
[424] best
[424] need
[68] chatgpt

Top Words in Tweet in G4:
[1372] #chatgpt
[944] #ai
[532] #machinelearning
[336] #artificialintelligence
[272] #fintech
[250] #iot
[226] #tech
[220] #100daysofcode
[208] #innovation
[203] #deeplearning

Top Words in Tweet in G5:
[1197] ai
[1194] counsels
[1194] special
[1194] barr
[665] #chatgpt
[657] write
[656] essay
[656] writing
[598] style
[598] know

Top Words in Tweet in G6:
[908] #chatgpt
[505] #ai
[293] ai
[215] chatgpt
[111] #artificialintelligence
[97] elonmusk
[93] amp
[83] more
[77] #openai
[75] google

Top Words in Tweet in G7:
[550] #earthquakeinturkey
[345] #chatgpt
[319] #pakistanbankrupt
[292] #turkey
[286] #iran
[252] #زلزال
[250] #dubai
[249] #istanbul
[248] #earthquake
[244] #syria

Top Words in Tweet in G8:
[304] #bnb
[304] #botengineering
[304] #openai
[304] #future
[304] #protocol
[304] #chatgpt
[304] #technology
[290] think
[289] #ai
[289] visit

Top Words in Tweet in G9:
[263] #chatgpt
[222] à
[184] de
[180] le
[179] la
[178] bien
[178] pensance
[178] langage
[178] merveille
[178] parle

Top Words in Tweet in G10:
[900] de
[442] l
[442] cette
[231] #chatgpt
[230] à
[228] un
[228] pour
[224] la
[223] des
[222] #strasbourg

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1204] special,counsels
[761] asked,#chatgpt
[730] new,trend
[728] trend,#chatgpt
[726] aptos,ecosystem
[726] #chatgpt,aptos
[725] members,claim
[725] now,10
[725] announce,giveaway
[725] giveaway,live

Top Word Pairs in Tweet in G1:
[122] knowledge,base
[122] fini,provide
[63] #ai,powered
[63] #chatgpt,#gpt3
[62] openai,#chatgpt
[61] provide,tireless
[61] #gpt3,#llm
[61] link,knowledge
[61] chatbot,fini
[61] base,powerful

Top Word Pairs in Tweet in G2:
[722] live,now
[722] artgpt_ai,project
[722] oat,#aptos
[722] trend,trend
[722] giveaway,live
[722] project,task
[722] aptos,ecosystem
[722] 50,usdt
[722] successful,oat
[722] announce,giveaway

Top Word Pairs in Tweet in G3:
[424] #chatgpt3,#artificialintelligence
[424] know,#chatgpt
[424] ai,tools
[424] #chatgpt,#chatgpt3
[424] best,ai
[424] tools,need
[424] #artificialintelligence,#ai
[424] need,know
[61] fam,#chatgpt
[61] jobs,safe

Top Word Pairs in Tweet in G4:
[110] #tech,#innovation
[105] #machinelearning,#ai
[102] #artificialintelligence,#machinelearning
[101] #metaverse,#blockchain
[100] #machinelearning,#deeplearning
[94] #iot,#analytics
[92] #innovation,#technology
[92] #web3,#metaverse
[92] #marketing,#iot
[92] #analytics,#mwc23

Top Word Pairs in Tweet in G5:
[1194] special,counsels
[597] amp,barr
[597] lark,asked
[597] 1000,word
[597] style,neal
[597] counsels,bill
[597] legit,freaked
[597] 5,years
[597] powerful,ai
[597] counsels,amp

Top Word Pairs in Tweet in G6:
[114] #chatgpt,#ai
[99] #ai,#chatgpt
[36] #chatgpt,#openai
[34] #ai,#artificialintelligence
[30] news,#chatgpt
[29] breaking,news
[24] chat,gpt
[23] #artificialintelligence,#chatgpt
[22] artificial,intelligence
[21] ai,powered

Top Word Pairs in Tweet in G7:
[262] #earthquakeinturkey,#chatgpt
[242] #iran,#istanbul
[242] calling,help
[242] #زلزال,#earthquake
[242] #jeemain2023,#earthquakeinturkey
[242] #earthquakeinturkey,#turkey
[242] #turkeyearthquake,#turkeyearthquake2023
[242] scene,calling
[242] #syria,#turkeyearthquake
[242] #dubai,#iran

Top Word Pairs in Tweet in G8:
[304] #bnb,#future
[304] #future,#technology
[304] #protocol,#openai
[304] #openai,#chatgpt
[304] #botengineering,#protocol
[304] #chatgpt,#bnb
[289] way,think
[289] unleash,imagination
[289] more,#botengineering
[289] solving,visit

Top Word Pairs in Tweet in G9:
[178] le,langage
[178] #chatgpt,parle
[178] la,bien
[178] à,merveille
[178] parle,le
[178] pensance,à
[178] langage,de
[178] bien,pensance
[178] de,la
[30] enfin,dirigé

Top Word Pairs in Tweet in G10:
[442] de,l
[221] en,présentiel
[221] ont,dû
[221] la,maison
[221] cette,fois
[221] servis,de
[221] qui,s'étaient
[221] #chatgpt,pour
[221] dû,repasser
[221] maison,ont

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@openai
@aipadtech
@mushtaqbilalphd
@google
@chatsonicai
@rowancheung
@luka_roman
@lexfridman
@monsterscoins

Top Replied-To in G1:
@openai
@google
@datachaz
@sama
@steve_founder
@digthatdata
@ylecun
@justinsuntron
@bentossell
@decommas

Top Replied-To in G2:
@aptos_insiders

Top Replied-To in G3:
@_birolalkan
@euan_macdonald
@johnvianny

Top Replied-To in G4:
@dinisguarda
@khulood_almani
@c_neuhold1
@elonmusk
@sonu_monika
@drtechnologi
@emarketing_fr
@neodiafr
@altgemhunter
@jagersbergknut

Top Replied-To in G5:
@neal_katyal

Top Replied-To in G6:
@elonmusk
@google
@arealflightrisk
@c3_ai
@openai
@liv_boeree
@warclandestine
@jackposobiec
@ddd_diosett
@osiefish

Top Replied-To in G8:
@bepaitoken
@airdropstario

Top Replied-To in G9:
@damienrieu
@poishich
@hommesinfluence
@gregoryroose

Top Replied-To in G10:
@mediavenir

Top Mentioned
Top Mentioned in Entire Graph:
@artgpt_ai
@openai
@google
@nicochan33
@microsoft
@jblefevre60
@mvollmer1
@shi4tech
@elonmusk
@spirosmargaris

Top Mentioned in G1:
@openai
@google
@microsoft
@bing
@nazmul60863192
@gpt_index
@sama
@origin_trail
@humataai
@rcrwirelessnews

Top Mentioned in G2:
@artgpt_ai

Top Mentioned in G3:
@alteryx
@abdullah_art
@mubarakaljeri
@kurbaag
@time
@openai
@hecpkofficial
@findgg33

Top Mentioned in G4:
@nicochan33
@jblefevre60
@mvollmer1
@shi4tech
@spirosmargaris
@xbond49
@datasciencedojo
@haroldsinnott
@betamoroney
@forbes

Top Mentioned in G5:
@marcrotenberg

Top Mentioned in G6:
@elonmusk
@openai
@openalchat
@liv_boeree
@kennypolcari
@willkoulouris
@mandycnbc
@realdonaldtrump
@evankirstel
@chatgpt

Top Mentioned in G8:
@pumprekt
@rockyfres135
@tegar_vio
@r_nft_r
@aizainull_
@fchrudinfachru
@sz_rendy
@andrewandika
@cryptocurencys

Top Mentioned in G9:
@__lamine
@damienrieu
@ntrm111
@mariam_gato

Top Mentioned in G10:
@lbenhamou

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@odio_nao
@chidambara09
@gambiste1
@jurylady5
@newsoneplace
@cybersecurityn8
@federicoalves
@elpoliticonews
@wwwanpaus

Top Tweeters in G1:
@sectest9
@evankirstel
@ndtv
@alizardx
@g1
@retweelgend
@elperiodico
@frcretweets
@ricardo_ik_ahau
@jobsviatweet

Top Tweeters in G2:
@haravind
@matsuya41730771
@998vadim
@markivanreyes8
@santiyabel
@good_think9
@fahran_1810
@he_man2007
@ademijuakintoye
@tejani_anilbhai

Top Tweeters in G3:
@takanorituko
@kurbaag
@danielcardooso
@chipsystryder
@teresa12369786
@kurubushi_rm
@tuahasohail
@sudharmapala
@cmgaddam
@euan_macdonald

Top Tweeters in G4:
@chidambara09
@independent
@sudeepkhatri
@artificialbra1n
@rvp
@guardian
@npsusa
@businessinsider
@ssxman2
@amazingchevvolt

Top Tweeters in G5:
@russelltim151
@morgfair
@lorettabower3
@squirrel1110
@loulachat
@trumpgot2go
@fran_neena20409
@janattheocean
@rrnunez
@kat223

Top Tweeters in G6:
@cybersecurityn8
@ucloudify
@calcaware
@nhk_news
@shunsuketodo
@cnbc
@sameihuda
@ginademiranda2
@gdprai
@nyacc1978

Top Tweeters in G7:
@hassan_k82
@pollsstar
@papadopoulouel6
@teachesl
@stararsha
@imranwahid144
@opolotjohnpaul
@shoaib10495065
@namjoonsgigi
@claudet10142013

Top Tweeters in G8:
@beerbahagialah
@awereweaceh
@alutmoon
@fit_berak
@budijay85546551
@wkwkw0n
@teddyse46461304
@a2zonlineeranbd
@irene77310878
@youth_bayy

Top Tweeters in G9:
@m75sylvie
@nath92798323
@enrike955001
@chantal_colland
@noe22349
@soso13390
@longinus119
@jean134567
@hay1alex
@frklabaule

Top Tweeters in G10:
@petre_bogdan
@afpfr
@ptunia18
@4lacol
@cd_land
@planet211180
@soohml_
@sims_templar
@mchristine55
@s_garison


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