market research, Twitter, 8/12/2022 9:26:46 PM, 279926


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market research_2022-08-12_05-00-47.xlsx
market research_2022-08-12_05-00-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 12, 2022
Short Description:
market research via NodeXL https://bit.ly/3QJqLGW
@lennysan
@ndr_research
@kevinkho_za
@maciase10
@saxena_puru
@ccme_com
@earnisland
@azahranazwa60
@cashngoco
@immaculateedwi1

Top hashtags:
#research
#marketresearch
#market
#crypto
#earnisland
#marketing
#business

Description:
Description
The graph represents a network of 7,870 Twitter users whose tweets in the requested range contained "market research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 August 2022 at 12:15 UTC.

The requested start date was Friday, 12 August 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 3-day, 6-hour, 22-minute period from Monday, 08 August 2022 at 12:25 UTC to Thursday, 11 August 2022 at 18:48 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 : 7870
Unique Edges : 4659
Edges With Duplicates : 7889
Total Edges : 12548
Number of Edge Types : 5
Retweet : 2981
MentionsInRetweet : 3516
Tweet : 3342
Replies to : 826
Mentions : 1883
Self-Loops : 3422
Reciprocated Vertex Pair Ratio : 0.0170940170940171
Reciprocated Edge Ratio : 0.0336134453781513
Connected Components : 2799
Single-Vertex Connected Components : 1449
Maximum Vertices in a Connected Component : 276
Maximum Edges in a Connected Component : 612
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 2.828061
Graph Density : 9.41561655333533E-05
Modularity : 0.53503
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 7,870 Twitter users whose tweets in the requested range contained "market research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 August 2022 at 12:15 UTC.

The requested start date was Friday, 12 August 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 3-day, 6-hour, 22-minute period from Monday, 08 August 2022 at 12:25 UTC to Thursday, 11 August 2022 at 18:48 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 : market research
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://earnisland.co
[19] https://www.researchandmarkets.com/
[15] https://maggnetsolutions.net/
[14] https://twitter.com/WifeyAlpha/status/1507048129882996745?s=20&t=k9TBVRwiWiPPFCFD6Dms-g
[14] https://twitter.com/WifeyAlpha/status/1528351009482977280?s=20&t=qhDa0_Bxhzhk3A8XdcDs3A
[14] https://twitter.com/WifeyAlpha/status/1528496483883941893?s=20&t=k9TBVRwiWiPPFCFD6Dms-g
[12] https://www.estateagenttoday.co.uk/breaking-news/2022/8/value-of-property-stock-currently-on-the-market-soars-to-117-billion-finds-research
[12] https://www.myfrugalfitness.com/2022/07/general-information-about-incidence-rate-market-research.html
[11] https://orderinbox.com/collection/3061723
[10] https://blog.reedsy.com/market-research-checklist/

Top URLs in Tweet in G1:
[19] https://www.researchandmarkets.com/
[8] https://connectednation.org/blog/2022/08/09/connected-nation-honors-agriculture-producers-during-national-farmers-market-week/
[7] https://www.estateagenttoday.co.uk/breaking-news/2022/8/value-of-property-stock-currently-on-the-market-soars-to-117-billion-finds-research
[5] https://dash.clicktoearn.co/u/osaoud873
[5] https://cryptoslate.com/research-the-market-is-ripe-with-signs-of-capitulation-but-bitcoin-is-holding-its-ground/
[5] https://www.realtor.com:443/
[4] https://rssfeeds.cloudsite.builders/2022/08/08/fluoropolymer-film-market-is-expected-to-reach-2-8-billion-by-2027-an-exclusive-market-research-report-by-lucintel/
[4] https://rssfeeds.cloudsite.builders/2022/08/08/lighting-control-market-is-expected-to-reach-30-3-billion-by-2027-an-exclusive-market-research-report-by-lucintel/
[4] https://rssfeeds.cloudsite.builders/2022/08/08/frp-panel-market-is-expected-to-reach-1-4-billion-by-2027-an-exclusive-market-research-report-by-lucintel/
[4] https://pro.benzinga.com/?gspk=YnJpYW5tYXR0aGV3czYyNjg&gsxid=8qo0WMGpCMsP

Top URLs in Tweet in G2:
[1] https://pingthread.com/thread/1557407413979860994

Top URLs in Tweet in G3:
[1] https://innovate.ucdavis.edu/business-development-fellowship-program
[1] https://journals.sagepub.com/doi/abs/10.1177/23326492221114812
[1] https://twitter.com/maciase10/status/1556708937327677440

Top URLs in Tweet in G5:
[73] https://earnisland.co
[4] https://link.cashandgo.co/u/pfeaciak
[4] https://link.cashandgo.co/u/austin51I
[4] https://link.cashandgo.co/u/austin51
[3] https://link.cashandgo.co/u/twonawf74
[2] https://link.cashandgo.co/u/kandy1
[2] https://link.cashandgo.co/u/wonderball42
[2] https://link.cashandgo.co/u/iammiiyah_
[2] https://cashandgo.co
[1] https://link.cashandgo.co/u/testname

Top URLs in Tweet in G6:
[2] https://www.spglobal.com/ratings/en/research/articles/220728-credit-trends-global-financing-conditions-bond-issuance-set-to-contract-16-after-weak-first-half-2022-wit-12453032
[1] https://www.spglobal.com/ratings/en/research/articles/220808-independent-mexican-nonbank-financial-institutions-look-to-domestic-financing-to-ease-refinancing-woes-12456665
[1] https://www.marketwatch.com/story/why-the-u-s-stock-rally-is-starting-to-a-look-like-a-new-bull-market-according-to-these-analysts-11659549336?utm_source=MarketWatch&utm_medium=organic&utm_campaign=bear+like+a+bull&utm_id=NDR+thought+leaders&utm_term=US+economy&utm_content=twittr+mktwatch+share
[1] https://www.flexport.com/research/hot-jobs-market-flexport-weekly-economic-report/
[1] https://www.flexport.com/research/hot-jobs-market-flexport-weekly-economic-report/?utm_source=twitter&utm_medium=post&utm_campaign=web-ongoing-social&utm_content=220808
[1] https://www.flexport.com/research/hot-jobs-market-flexport-weekly-economic-report/?utm_source=twitter&utm_medium=post&utm_campaign=web-ongoing-social&utm_content=220809-chart-of-the-week

Top URLs in Tweet in G7:
[2] https://www.amazon.com/dp/B0B7QPTNSF/ref=cm_sw_r_tw_dp_H49PH9CY8X8WR8RPBBE0
[2] https://www.amazon.com/dp/B0B7QPTNSF/ref=cm_sw_r_tw_dp_6XDSDC9QMADAQEC24W1A
[2] https://about.fb.com/news/2022/07/new-meta-ai-model-translates-200-languages-making-technology-more-accessible/
[2] https://www.channelfutures.com/channel-research/aws-market-share-crept-up-a-full-percentage-point-in-q2?utm_source=twitter&utm_medium=social&utm_campaign=dlvr.it-cf
[1] https://www.verifiedmarketresearch.com/product/digital-twin-technology-market/
[1] https://www.maximizemarketresearch.com/request-sample/3386/
[1] https://www.maximizemarketresearch.com/market-report/global-wearable-injectors-market/20826/?utm_source=shraddhamatre
[1] https://www.maximizemarketresearch.com/market-report/global-carbon-dioxide-incubators-market/33821/?utm_source=shraddhamatre
[1] https://www.maximizemarketresearch.com/request-sample/84455?utm_source=shraddha&utm_medium=twitter
[1] https://www.maximizemarketresearch.com/request-sample/84654?utm_source=shraddha&utm_medium=twitter

Top URLs in Tweet in G8:
[4] https://www.prnewswire.co.uk/news-releases/iot-in-smart-cities-market-size-worth-735-billion-globally-by-2030-at-23-04-cagr-verified-market-research-r--883643585.html
[2] https://www.industryarc.com/Research/Metagenomics-Market-Research-502523?utm_source=Social&utm_medium=Twitter&utm_campaign=manideep-moluguri&utm_id=Lifesciences-and-Healthcare&utm_term=Metagenomics-Market&utm_content=11-Aug-2022
[2] https://www.industryarc.com/Report/16245/small-animal-imaging-market.html?utm_source=Manideep&utm_medium=Twitter&utm_campaign=Manideep
[2] https://www.marketsandmarkets.com/Market-Reports/e-prescription-systems-market-910.html
[2] https://www.marketsandmarkets.com/Market-Reports/drug-discovery-services-market-138732129.html
[2] https://www.prnewswire.com/news-releases/iot-in-smart-cities-market-size-worth--735-billion-globally-by-2030-at-23-04-cagr-verified-market-research-301601483.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.globenewswire.com/NewsRoom/ReleaseNg/5088848/en
[1] https://www.globenewswire.com/NewsRoom/ReleaseNg/5080435/en
[1] https://www.globenewswire.com/NewsRoom/ReleaseNg/5080464/en
[1] https://www.globenewswire.com/NewsRoom/ReleaseNg/5080542/en

Top URLs in Tweet in G9:
[5] https://medium.com/@goldentimshel/gold1-the-peoples-market-cc964817f620
[1] https://plato-farm.s3.ap-northeast-2.amazonaws.com/plato_farm.apk
[1] https://apps.apple.com/app/id15853187
[1] https://t.me/PlatoFarm
[1] https://twitter.com/CryptoEmdarks/status/1556311114832551936

Top URLs in Tweet in G10:
[1] https://www.mfoundation.org/news/2022/8/9/saudi-arabia-joins-the-global-quest-for-longer-life-welcome

Top Domains
Top Domains in Tweet in Entire Graph:
[195] twitter.com
[141] globenewswire.com
[136] linkewire.com
[109] einnews.com
[84] earnisland.co
[62] co.uk
[60] marketresearchfuture.com
[57] industryarc.com
[51] cashandgo.co
[41] articletrunk.com

Top Domains in Tweet in G1:
[136] linkewire.com
[91] globenewswire.com
[69] twitter.com
[55] marketresearchfuture.com
[41] articletrunk.com
[36] co.uk
[32] google.com
[32] informazione.it
[30] pressrelease.cc
[25] yahoo.com

Top Domains in Tweet in G2:
[1] pingthread.com

Top Domains in Tweet in G3:
[1] ucdavis.edu
[1] sagepub.com
[1] twitter.com

Top Domains in Tweet in G5:
[83] earnisland.co
[51] cashandgo.co

Top Domains in Tweet in G6:
[3] spglobal.com
[3] flexport.com
[1] marketwatch.com

Top Domains in Tweet in G7:
[17] maximizemarketresearch.com
[4] amazon.com
[2] fb.com
[2] channelfutures.com
[1] verifiedmarketresearch.com
[1] marketstudyreport.com
[1] paramountmarketresearch.com
[1] lightwaveonline.com

Top Domains in Tweet in G8:
[20] industryarc.com
[16] globenewswire.com
[7] marketsandmarkets.com
[4] co.uk
[3] blockchain.news
[3] prnewswire.com
[2] everestgrp.com
[1] yahoo.com
[1] signifyresearch.net
[1] newsorigins.com

Top Domains in Tweet in G9:
[5] medium.com
[1] amazonaws.com
[1] apple.com
[1] t.me
[1] twitter.com

Top Domains in Tweet in G10:
[1] mfoundation.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[225] research
[163] marketresearch
[146] market
[85] crypto
[80] earnisland
[75] marketing
[61] business
[51] xrp
[50] bitcoin
[48] gut



Top Hashtags in Tweet in G1:
[98] marketresearch
[87] research
[49] market
[44] forecast2027
[36] marketing
[28] usa
[26] report
[25] business
[25] forex
[24] news

Top Hashtags in Tweet in G3:
[3] ucdavis
[3] academic
[1] twitterstorians
[1] seisa2022

Top Hashtags in Tweet in G4:
[1] jan6th
[1] dreambelievebecome

Top Hashtags in Tweet in G5:
[80] earnisland
[46] cashandgo
[1] clicktoearn
[1] gpt
[1] freecash
[1] money
[1] freemoney
[1] makemoneyfromhome

Top Hashtags in Tweet in G6:
[4] unemployment

Top Hashtags in Tweet in G7:
[18] research
[17] market
[10] researchpaper
[5] researchpapers
[4] markets
[4] cloud
[3] report
[2] india
[2] industrial
[2] robotics

Top Hashtags in Tweet in G8:
[14] marketresearch
[14] research
[13] market
[12] healthcare
[11] mrfr
[11] marketresearchfuture
[11] ai
[10] blockchain
[9] ml
[7] industryarc

Top Hashtags in Tweet in G9:
[48] gut
[48] genesisuniverse
[12] 808ta
[10] crypto
[9] gold1
[6] 808exchange
[6] kucoin
[6] btc
[6] eth
[6] bnb

Top Hashtags in Tweet in G10:
[7] btc
[3] dogelonmars
[1] longevity
[1] space
[1] mars
[1] shib
[1] dogelon
[1] shiba

Top Words
Top Words in Tweet in Entire Graph:
[7177] market
[5830] research
[992] report
[805] more
[702] 2022
[682] global
[594] billion
[492] size
[485] forecast
[435] job

Top Words in Tweet in G1:
[2528] market
[2044] research
[553] report
[378] 2022
[292] global
[289] forecast
[287] more
[271] size
[253] billion
[246] analysis

Top Words in Tweet in G2:
[182] research
[182] product
[182] market
[182] fit
[182] journeys
[182] successful
[182] b2c
[182] startups
[182] found
[181] lennysan

Top Words in Tweet in G3:
[131] market
[131] research
[130] job
[125] latinx
[125] youth
[124] maciase10
[124] first
[124] gen
[124] scholar
[124] examines

Top Words in Tweet in G4:
[31] market
[16] research
[10] over
[9] potus
[9] once
[9] stumble
[9] runs
[9] 10000
[9] time
[9] one

Top Words in Tweet in G5:
[171] earnisland
[158] 25
[134] fastest
[134] growing
[134] market
[134] research
[134] network
[134] using
[133] made
[133] paid

Top Words in Tweet in G6:
[77] ndr_research
[73] market
[45] bear
[38] lows
[36] saxena_puru
[36] forward
[36] bearish
[35] june
[35] spx
[35] reach

Top Words in Tweet in G7:
[36] market
[26] analysis
[18] #research
[17] #market
[16] report
[15] free
[15] co
[15] keyplayers
[13] research
[11] objective

Top Words in Tweet in G8:
[138] market
[53] research
[39] billion
[37] cagr
[37] size
[29] more
[26] forecast
[23] 2030
[21] report
[19] 2027

Top Words in Tweet in G9:
[96] users
[80] research
[73] market
[54] well
[53] returns
[53] start
[48] etherqueen_
[48] genesisunivers
[48] need
[48] gut

Top Words in Tweet in G10:
[90] saudi
[90] arabia
[46] mfoundation
[46] billion
[45] hevolution_f
[45] joins
[45] global
[45] quest
[45] longevity
[45] word

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2123] market,research
[457] research,report
[382] market,size
[288] job,market
[244] social,media
[214] product,market
[205] market,fit
[195] research,product
[183] fit,journeys
[183] journeys,successful

Top Word Pairs in Tweet in G1:
[875] market,research
[339] research,report
[185] market,size
[115] market,2022
[88] industry,share
[80] research,study
[74] expected,reach
[74] research,market
[70] market,expected
[67] report,global

Top Word Pairs in Tweet in G2:
[182] research,product
[182] product,market
[182] market,fit
[182] fit,journeys
[182] journeys,successful
[182] successful,b2c
[182] b2c,startups
[182] startups,found
[181] lennysan,research
[181] found,essentially

Top Word Pairs in Tweet in G3:
[130] job,market
[124] maciase10,job
[124] market,first
[124] first,gen
[124] gen,latinx
[124] latinx,scholar
[124] scholar,research
[124] research,examines
[124] examines,undocumented
[124] undocumented,youth

Top Word Pairs in Tweet in G4:
[9] once,stumble
[9] stumble,market
[9] market,runs
[9] runs,10000
[9] 10000,over
[9] over,time
[9] time,one
[9] one,those
[9] those,times
[8] kingoozzy,once

Top Word Pairs in Tweet in G5:
[134] fastest,growing
[134] growing,market
[134] market,research
[134] research,network
[133] network,paid
[133] paid,using
[131] using,social
[130] social,media
[129] person,invite
[129] invite,sign

Top Word Pairs in Tweet in G6:
[37] bear,market
[36] market,lows
[35] june,spx
[35] spx,forward
[35] forward,reach
[35] reach,'15
[35] '15,'18
[35] '18,'20
[35] '20,bear
[35] lows,positioning

Top Word Pairs in Tweet in G7:
[15] free,analysis
[15] analysis,co
[11] #market,objective
[11] objective,report
[11] report,present
[11] present,comprehensive
[11] comprehensive,analysis
[11] analysis,market
[10] market,stakeholders
[10] stakeholders,industry

Top Word Pairs in Tweet in G8:
[36] market,size
[32] market,research
[18] report,market
[15] research,future
[12] growing,cagr
[11] future,#mrfr
[11] analysis,market
[10] billion,2030
[10] iot,smart
[10] smart,cities

Top Word Pairs in Tweet in G9:
[53] start,research
[48] genesisunivers,need
[48] need,start
[48] research,gut
[48] gut,quite
[48] quite,bullish
[48] bullish,considering
[48] considering,well
[48] well,generates
[48] generates,returns

Top Word Pairs in Tweet in G10:
[90] saudi,arabia
[45] arabia,hevolution_f
[45] hevolution_f,joins
[45] joins,global
[45] global,quest
[45] quest,longevity
[45] longevity,word
[45] word,saudi
[45] arabia,intends
[45] intends,spend

Top Replied-To
Top Replied-To in Entire Graph:
@etherqueen_
@samroseloui
@grammarhippy
@steve_bromley
@heybarsee
@huobi_research
@vizovisek
@planetix0
@garygensler
@betterpakistan

Top Replied-To in G1:
@my_piggee

Top Replied-To in G2:
@pageman

Top Replied-To in G4:
@potus
@elonmusk
@momangtrades
@whoukraine
@wholemarsblog
@johnshowme1
@ourplanetlives
@android_actions
@cnbcclosingbell
@teslaownerssv

Top Replied-To in G6:
@saxena_puru
@ndr_research

Top Replied-To in G8:
@antgrasso

Top Replied-To in G9:
@etherqueen_
@whaleeverything
@cryptojack
@themooncarl
@kucoincom
@bscnews
@martiniguyyt
@sheldon_sniper
@cryptojourneyrs
@cryptoemdarks

Top Replied-To in G10:
@cryptodominence

Top Mentioned
Top Mentioned in Entire Graph:
@lennysan
@maciase10
@earnisland
@ndr_research
@redford_crypto
@_crypto_barbie
@genesisunivers
@cashngoco
@bitfinex
@mfoundation

Top Mentioned in G1:
@dpi_research
@rothrockstrat
@technavio
@disabledphd
@victori95957256
@urologynephrol1
@salestweaker

Top Mentioned in G2:
@lennysan

Top Mentioned in G3:
@maciase10
@ucdavisinnovate
@serxiogonzalez
@nellstra
@sorophd

Top Mentioned in G4:
@kingoozzy
@potus
@elonmusk
@dpr56x
@cnbc
@speakerpelosi
@january6thcmte
@who
@vp
@un_women

Top Mentioned in G5:
@earnisland
@cashngoco
@harjanidris
@bch_pls
@bchbigbutts
@martinrengifo1
@rocketbotpro

Top Mentioned in G6:
@ndr_research
@saxena_puru
@tonywelch17
@edclissold
@marketwatch
@spglobalratings
@flexport
@chrisghrogers
@philipilevy
@lennysan

Top Mentioned in G7:
@amazon
@awscloud
@meta
@sewing_beginner
@honeywell
@siemens
@hitachiglobal
@microsoft
@lightcounting
@srg_research

Top Mentioned in G8:
@futureourwork
@panthamamani
@albertvilella
@biopharmatrend
@manideep_iarc
@ronald_vanloon
@insilicomeds
@digital_trans4m
@mrfrresearch
@betamoroney

Top Mentioned in G9:
@genesisunivers
@ladyofcrypto1
@powman33
@cryptoemdarks
@coinmarketcap
@cryptogems555
@whaleeverything
@bscgemsalert
@martiniguyyt
@cryptojack

Top Mentioned in G10:
@mfoundation
@hevolution_f
@georgexkalade
@bmw1282009
@shibbender
@nasa

Top Tweeters
Top Tweeters in Entire Graph:
@cryptotraderpro
@yoshiki7111
@chidambara09
@robinsnewswire
@gambiste1
@remindme_ofthis
@stigmabaseu
@ohmybeautybank
@moonbootica
@faby_nava77

Top Tweeters in G1:
@yoshiki7111
@robinsnewswire
@stigmabaseu
@ohmybeautybank
@mortgage_shop
@blackcentaurfx
@fainformazione
@syssecserv
@dataaugmented
@uhiiman

Top Tweeters in G2:
@ayirpelle
@dontelamonte
@pageman
@hubin369
@g_dukic
@hnshah
@kunledecastro
@romokeeee
@kellblog
@masehmalong

Top Tweeters in G3:
@igallupd
@prison_health
@learnteachwin
@victor_asal
@mar_de_palabras
@lilsnowbabe
@paula_span
@amandaworking
@timecompactor
@alixabeth

Top Tweeters in G4:
@business
@guardian
@cnbc
@people
@wsj
@france24
@gma
@ellemagazine
@cgtnofficial
@wholemarsblog

Top Tweeters in G5:
@ashhnichelle
@realfinechyna
@_0gslim
@telly_woahthere
@mexicandoughboy
@varyamsingh25
@bt_2011
@rocketbotpro
@wrippel
@iam_themotto

Top Tweeters in G6:
@paulstewartii
@marketwatch
@livesquawk
@josevicentefor1
@optionshawk
@traderpburns
@optiongirl
@sayter
@askourgias
@moorewealthal

Top Tweeters in G7:
@robotconsumer
@coolmusthaves
@generalelectric
@ava
@azure
@amazon
@awscloud
@microsoft
@symantec
@boxpark

Top Tweeters in G8:
@chidambara09
@evankirstel
@godfrey_g_
@nicochan33
@caring_mobile
@pyscalellc
@smartecocity
@ipfconline1
@kirkdborne
@pierrecappelli

Top Tweeters in G9:
@davidgokhshtein
@cryptogems555
@belufrancese
@coingecko
@martiniguyyt
@defiprime
@coinmarketcap
@ladyofcrypto1
@facugambande
@themooncarl

Top Tweeters in G10:
@boxer_dogelon
@nasa
@shibbender
@2_duchess
@truchung0610
@real_chinixx
@nmassets
@alisava93907864
@georgexkalade
@danielsil44


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