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market research_2022-01-28_04-36-03.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 28, 2022
Short Description:
market research via NodeXL https://bit.ly/3rX7O8S
@wublockchain
@firstsquawk
@4e93c4b107fea2
@reuters
@viriyabot
@jlsanchez37
@samdgreat01
@universetwenty
@medinacerecero
@arkinvest

Top hashtags:
#research
#marketresearch
#market
#business
#xrp
#crash
#stockmarket

Description:
Description
The graph represents a network of 8,135 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, 28 January 2022 at 12:54 UTC.

The requested start date was Friday, 28 January 2022 at 01:01 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 6-day, 14-hour, 21-minute period from Friday, 21 January 2022 at 04:26 UTC to Thursday, 27 January 2022 at 18:47 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 : 8135
Unique Edges : 4470
Edges With Duplicates : 8557
Total Edges : 13027
Number of Edge Types : 5
Retweet : 3440
MentionsInRetweet : 3995
Replies to : 825
Tweet : 3073
Mentions : 1694
Self-Loops : 3147
Reciprocated Vertex Pair Ratio : 0.0156932535188481
Reciprocated Edge Ratio : 0.03090156100669
Connected Components : 2621
Single-Vertex Connected Components : 1308
Maximum Vertices in a Connected Component : 558
Maximum Edges in a Connected Component : 1361
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 4.721476
Graph Density : 9.48767033564561E-05
Modularity : 0.54062
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,135 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, 28 January 2022 at 12:54 UTC.

The requested start date was Friday, 28 January 2022 at 01:01 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 6-day, 14-hour, 21-minute period from Friday, 21 January 2022 at 04:26 UTC to Thursday, 27 January 2022 at 18:47 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:
[47] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/
[39] https://lpl-research.com/~rss/LPL_RSS_Feeds_Publications/WMC/Weekly_Market_Commentary_1242022.pdf
[27] https://www.researchandmarkets.com/
[26] https://blog.pawealth.in/
[22] https://maggnetsolutions.net/
[20] https://www.google.com/maps/place/Ken+Research/@28.4136938,77.0421322,15z/data=!4m5!3m4!1s0x0:0x99f0442d9bba9641!8m2!3d28.4136821!4d77.0421725?shorturl=1
[20] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/?taid=61f14e09e941150001c7f6b7&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[17] https://www.prnewswire.com/news-releases/virtual-reality-in-healthcare-market-worth-33-72-billion-globally-by-2027-at-41-2-cagr-verified-market-research-301087574.html
[15] https://www.globenewswire.com/news-release/2022/01/25/2372143/0/en/Blockchain-in-Healthcare-Market-to-Reach-1189-8-Million-by-2028-Increasing-Cases-of-Healthcare-Data-Breaches-to-Drive-the-Market-Growth-Exclusive-Report-by-Vantage-Market-Research.html
[15] https://stockedge.com/plans/stockedge-premium-annual-mr/25?utm_source=twitter.com&utm_medium=social&utm_campaign=se-premium

Top URLs in Tweet in G1:
[39] https://lpl-research.com/~rss/LPL_RSS_Feeds_Publications/WMC/Weekly_Market_Commentary_1242022.pdf
[24] https://www.researchandmarkets.com/
[19] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/
[9] https://twinybots.ch/
[9] https://www.prnewswire.com/news-releases/virtual-reality-in-healthcare-market-worth-33-72-billion-globally-by-2027-at-41-2-cagr-verified-market-research-301087574.html
[6] https://noa.uk.net/research/market-research/
[4] https://www.moodys.com/research/Corporate-Bond-Issuance-Set-to-Moderate-Capital-Market-Research-Weekly--PBC_1317251
[4] https://www.realtor.com/research/2022-national-housing-forecast/
[4] https://www.bridgewater.com/research-and-insights/the-archetypical-equity-cycle-and-the-anatomy-of-a-bear-market
[4] http://localgeniusmarketing.com/marketresearch

Top URLs in Tweet in G4:
[1] https://jiji.ng/

Top URLs in Tweet in G5:
[19] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/?taid=61f14e09e941150001c7f6b7&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[15] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/
[1] https://trendsmena.com/company-news/iphone-retakes-top-spot-in-china/
[1] https://www.cnbc.com/2022/01/07/deep-learning-and-large-language-how-ai-is-set-to-evolve-in-2022.html
[1] https://www.counterpointresearch.com/apple-reaches-highest-ever-market-share-china/
[1] https://www.techmeme.com/220126/p19
[1] https://www.cnbc.com/video/2021/08/17/premature-for-opec-to-boost-oil-output-when-demand-is-weak-goldman.html
[1] https://twitter.com/shiffa_zy/status/1486431239741575181
[1] https://trib.al/8WPRDqJ
[1] https://appleinsider.com/articles/22/01/26/apples-iphone-reaches-its-highest-ever-market-share-in-china

Top URLs in Tweet in G6:
[9] https://www.research.arcane.no/the-weekly-update?utm_source=Twitter
[4] https://www.channelnewsasia.com/business/apples-iphone-retakes-top-spot-china-smartphone-market-research-2462916?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.channelnewsasia.com/business/apple-grabs-record-china-market-share-q4-sales-surge-research-2461171?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/
[1] https://twitter.com/JMellerud/status/1486039872448176134
[1] https://research.ark-invest.com/hubfs/1_Download_Files_ARK-Invest/White_Papers/ARK_BigIdeas2022.pdf?utm_referrer=https%3A%2F%2Fresearch.ark-invest.com%2Fthank-you-big-ideas-2022%3FsubmissionGuid%3De88c91cb-578e-445c-a3e9-56a437223828
[1] https://www.reuters.com/technology/apple-grabs-record-china-market-share-q4-sales-surge-research-2022-01-26/?taid=61f14e09e941150001c7f6b7&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://www.linkedin.com/feed/update/urn:li:share:6891911751341064192

Top URLs in Tweet in G7:
[8] https://brewlabs.info/
[3] https://kraken.docsend.com/view/98sgdzbyw4tyaf7h
[2] https://brewlabs.gitbook.io/welcome-to-brewlabs/
[1] https://twitter.com/TeamBrewlabs/status/1486596254750502912

Top URLs in Tweet in G8:
[1] https://twitter.com/tomwarren/status/1485976190410235906

Top URLs in Tweet in G9:
[1] https://research.ark-invest.com/hubfs/1_Download_Files_ARK-Invest/White_Papers/ARK_BigIdeas2022.pdf?hsCtaTracking=217bbc93-a71a-4c2b-9959-0842b6fe301c%7C2653a4d0-af35-42f0-853a-c5f90f002abb
[1] https://twitter.com/ARKInvest/status/1486360067024855040
[1] https://ark-invest.com/webinars/january-22-market-update-webinar/?utm_content=195209264&utm_medium=social&utm_source=twitter&hss_channel=tw-2398137084
[1] https://ark-invest.com/webinars/january-22-market-update-webinar/?utm_content=194777682&utm_medium=social&utm_source=twitter&hss_channel=tw-2398137084
[1] https://awesomecallstrading.com/pre-market-game-plan-by-aj-1-25-2022/
[1] https://awesomecallstrading.com/pre-market-game-plan-by-aj-1-26-2022/
[1] https://www.investors.com/market-trend/stock-market-today/dow-jones-futures-fed-chief-powell-hawkish-comments-wipes-out-market-rally-tesla-headlines-earnings/
[1] https://twitter.com/wintonark/status/1486143239753060353

Top Domains
Top Domains in Tweet in Entire Graph:
[283] co.uk
[138] twitter.com
[136] marketwatch.com
[93] globenewswire.com
[70] reuters.com
[65] tifia.com
[60] google.com
[55] linkedin.com
[46] youtube.com
[46] articletrunk.com

Top Domains in Tweet in G1:
[245] co.uk
[127] marketwatch.com
[65] tifia.com
[64] twitter.com
[61] globenewswire.com
[40] informazione.it
[39] lpl-research.com
[33] linkedin.com
[33] linkewire.com
[26] nonsell.com

Top Domains in Tweet in G4:
[1] jiji.ng

Top Domains in Tweet in G5:
[34] reuters.com
[2] cnbc.com
[2] counterpointresearch.com
[1] trendsmena.com
[1] techmeme.com
[1] twitter.com
[1] trib.al
[1] appleinsider.com
[1] americasvoice.news
[1] swarajyamag.com

Top Domains in Tweet in G6:
[9] arcane.no
[6] channelnewsasia.com
[3] reuters.com
[1] twitter.com
[1] ark-invest.com
[1] linkedin.com

Top Domains in Tweet in G7:
[8] brewlabs.info
[3] docsend.com
[2] gitbook.io
[1] twitter.com

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

Top Domains in Tweet in G9:
[3] ark-invest.com
[2] twitter.com
[2] awesomecallstrading.com
[1] investors.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[269] research
[131] marketresearch
[124] market
[120] business
[98] xrp
[97] crash
[54] stockmarket
[54] report
[54] investing
[51] crypto



Top Hashtags in Tweet in G1:
[112] research
[82] market
[81] business
[66] marketresearch
[51] report
[48] imarcgroup
[47] trends
[46] growth
[46] covid19_impact
[46] size

Top Hashtags in Tweet in G2:
[1] ielts

Top Hashtags in Tweet in G5:
[5] chine
[3] smartphone
[2] machinelearning
[2] ai
[2] vivo
[1] apple
[1] iphone
[1] china
[1] bigdata
[1] tech

Top Hashtags in Tweet in G6:
[17] bitcoin
[11] crypto
[1] research
[1] xrp
[1] crash

Top Hashtags in Tweet in G7:
[18] brewlabs
[11] charity
[11] ridge
[11] ridgearmy
[10] crypto
[3] market
[3] research
[1] flokish
[1] flokidao
[1] bitcoin

Top Hashtags in Tweet in G9:
[5] marketupdate
[4] act
[2] calls
[2] puts
[1] eth
[1] cybertruck
[1] drink
[1] firsttomarket
[1] spacex
[1] starlink

Top Hashtags in Tweet in G10:
[96] research
[95] xrp
[95] crash
[1] xrpcommunity
[1] davidschwartz

Top Words
Top Words in Tweet in Entire Graph:
[6647] market
[5297] research
[843] report
[615] more
[612] 2022
[517] global
[488] time
[477] 2021
[469] china
[401] free

Top Words in Tweet in G1:
[2300] market
[1623] research
[506] report
[333] 2021
[252] global
[246] forecast
[242] analysis
[237] more
[225] 2022
[222] growth

Top Words in Tweet in G2:
[264] research
[263] students
[263] uk
[263] canada
[263] australia
[263] etc
[263] write
[263] ielts
[263] purposes
[263] score

Top Words in Tweet in G3:
[261] pew
[260] finally
[260] research
[260] sent
[260] vietnamese
[260] questionaire
[260] chart
[260] support
[260] free
[260] market

Top Words in Tweet in G4:
[205] friend
[205] going
[205] camping
[205] activity
[205] bought
[205] same
[205] type
[205] camp
[205] bed
[205] 25k

Top Words in Tweet in G5:
[181] apple
[167] china
[151] top
[147] research
[146] vendor
[143] smartphone
[141] selling
[122] time
[117] six
[115] first

Top Words in Tweet in G6:
[142] market
[126] exceed
[85] bitcoin
[82] wublockchain
[64] 20
[63] ark
[63] invest
[63] predicts
[63] price
[63] million

Top Words in Tweet in G7:
[44] market
[33] research
[23] right
[22] 100x
[22] ridge
[19] good
[18] #brewlabs
[17] best
[16] changing
[14] huge

Top Words in Tweet in G8:
[103] nothing
[103] adoption
[103] nfts
[103] platforms
[103] twitter
[103] youtube
[103] really
[103] underscored
[103] little
[103] market

Top Words in Tweet in G9:
[176] ideas
[173] big
[90] arkinvest
[86] cathiedwood
[86] today
[86] ark
[85] along
[85] 2022
[85] streamed
[85] summit

Top Words in Tweet in G10:
[190] before
[190] april
[96] universetwenty
[96] #research
[96] 100
[95] #xrp
[95] 10
[95] 2022
[95] #crash
[95] 50

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1735] market,research
[376] research,report
[280] free,market
[265] students,uk
[265] uk,canada
[265] canada,australia
[265] australia,etc
[265] etc,write
[265] write,ielts
[265] ielts,research

Top Word Pairs in Tweet in G1:
[644] market,research
[275] research,report
[126] report,2021
[105] market,size
[80] market,share
[73] size,share
[71] 2021,2026
[67] market,report
[66] see,more
[65] more,tifia

Top Word Pairs in Tweet in G2:
[263] students,uk
[263] uk,canada
[263] canada,australia
[263] australia,etc
[263] etc,write
[263] write,ielts
[263] ielts,research
[263] research,purposes
[263] purposes,score
[263] score,significantly

Top Word Pairs in Tweet in G3:
[260] finally,pew
[260] pew,research
[260] research,sent
[260] sent,vietnamese
[260] vietnamese,questionaire
[260] questionaire,chart
[260] chart,support
[260] support,free
[260] free,market
[260] market,system

Top Word Pairs in Tweet in G4:
[205] friend,going
[205] going,camping
[205] camping,activity
[205] activity,bought
[205] bought,same
[205] same,type
[205] type,camp
[205] camp,bed
[205] bed,25k
[205] 25k,market

Top Word Pairs in Tweet in G5:
[141] top,selling
[114] first,time
[112] six,years
[111] time,six
[107] vendor,china
[106] smartphone,vendor
[106] china,first
[105] apple,become
[105] become,top
[105] selling,smartphone

Top Word Pairs in Tweet in G6:
[63] ark,invest
[63] invest,predicts
[63] predicts,bitcoin
[63] bitcoin,price
[63] price,exceed
[63] exceed,million
[63] million,2030
[63] 2030,ethereum
[63] ethereum,market
[63] market,capitalization

Top Word Pairs in Tweet in G7:
[21] market,right
[14] best,market
[14] right,huge
[14] huge,pipeline
[14] pipeline,game
[14] game,changing
[12] changing,projects
[12] projects,invest
[12] invest,good
[12] market,research

Top Word Pairs in Tweet in G8:
[103] nothing,adoption
[103] adoption,nfts
[103] nfts,platforms
[103] platforms,twitter
[103] twitter,youtube
[103] youtube,really
[103] really,underscored
[103] underscored,little
[103] little,market
[102] campster,nothing

Top Word Pairs in Tweet in G9:
[172] big,ideas
[85] today,along
[85] along,big
[85] ideas,2022
[85] 2022,streamed
[85] streamed,ark
[85] ark,big
[85] ideas,summit
[85] summit,youtube
[85] youtube,according

Top Word Pairs in Tweet in G10:
[95] #research,#xrp
[95] #xrp,10
[95] 10,before
[95] before,april
[95] april,2022
[95] 2022,#crash
[95] #crash,50
[95] 50,end
[95] end,april
[95] april,early

Top Replied-To
Top Replied-To in Entire Graph:
@watcherguru
@enginyldrm18
@themooncarl
@thatangelguy
@madeinbritaingb
@elonmusk
@realmeetkevin
@mcdonalds
@ddddddddaadsfsd
@armanddoma

Top Replied-To in G5:
@jimcramer
@apple
@tillman_40

Top Replied-To in G7:
@mcdonalds
@bsc_daily
@binance
@blockworks_
@paulkrugman
@teambrewlabs
@fabricrypto
@altcoinadvisor_
@binancepromoter
@genxanalytics

Top Replied-To in G9:
@fundstrat

Top Replied-To in G10:
@universetwenty

Top Mentioned
Top Mentioned in Entire Graph:
@samdgreat01
@lunaoi_vn
@sonik_zakk
@campster
@reuters
@universetwenty
@arkinvest
@cathiedwood
@wublockchain
@suryakane

Top Mentioned in G1:
@oceancitydental
@booklaunchbiz
@stigmabase
@cognilytica
@t4_research
@whaleanalyst
@jesperdramsch
@webfactoryltd
@yashi__jaiswal
@medrectech

Top Mentioned in G2:
@samdgreat01
@taadelodun
@ukhomeoffice

Top Mentioned in G3:
@lunaoi_vn

Top Mentioned in G4:
@sonik_zakk

Top Mentioned in G5:
@reuters
@reutersbiz
@apple
@reuterstech
@wallstjesus
@cnbcfastmoney
@reutersasia
@techmeme
@asianews_fr
@justthenews

Top Mentioned in G6:
@wublockchain
@arcaneresearch
@firstsquawk
@reuters
@channelnewsasia
@yardeni
@punkcap
@reuterschina
@universetwenty

Top Mentioned in G7:
@earncrypto247
@choocolatier
@krakenfx
@realflokiinu
@simonfic
@cheemsinu
@richquack
@tesla
@inukishu
@babydogecoin

Top Mentioned in G8:
@campster

Top Mentioned in G9:
@arkinvest
@cathiedwood
@ibd_ecarson
@ajtrader7
@melaynalokosky
@serotonin_hq
@theone189262098
@ajtrade
@wublockchain

Top Mentioned in G10:
@universetwenty

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cryptotraderpro
@detikcom
@robinsnewswire
@yoshiki7111
@chidambara09
@edinburghwatch
@tradermarcocost
@gambiste1
@world_news_eng

Top Tweeters in G1:
@detikcom
@robinsnewswire
@yoshiki7111
@bitcoinagile
@lado_mx
@blackcentaurfx
@fainformazione
@newsfilterio
@mortgage_shop
@5bilionsales

Top Tweeters in G2:
@oluwej
@getmebayo
@temii_xox
@holar_folarin
@off_cock
@alaanuloluwa_
@tijanihabeeb
@fassybky
@alpha_salt
@friendofdclass

Top Tweeters in G3:
@silvrib
@darius_roberti
@billhog15360397
@gemanuada
@luarien
@vrykranky
@cappescanova
@nebirous
@suddenlygarmo
@moody_jules_

Top Tweeters in G4:
@switflav
@urpapadeycraze
@acedouglas1
@tharealbello
@playboy4rxxxy
@damitheog_
@dhavidote
@zee_zhu_
@rapzyrita1
@dianacoco_

Top Tweeters in G5:
@tradermarcocost
@gambiste1
@world_news_eng
@billm9
@reuters
@c3kenneth
@ana_captures
@sinemetuvivere
@vmrwanda
@cnbc

Top Tweeters in G6:
@viriyabot
@patriceinmilano
@channelnewsasia
@medinacerecero
@mikeabundo
@antiprosynth
@johnmorganfl
@allymrowe
@4e93c4b107fea2
@firstsquawk

Top Tweeters in G7:
@mcdonalds
@fintechfrank
@fabricrypto
@charlesschwab
@btctn
@paulkrugman
@bitcoinmagazine
@binance
@cdcdirector
@1goonrich

Top Tweeters in G8:
@robbychu
@biocrafthero
@turnaboutsister
@sissyphus19
@tris_otaking
@butchteddybear
@the_shadow_hog
@dafrightz0ne
@inonepiecenow
@rainy_memories

Top Tweeters in G9:
@laughingmantwit
@tsla__bot
@vin_ann
@ajtrader7
@melaynalokosky
@mandivs
@ibdinvestors
@elonfantommy
@gskn4u
@jlsanchez37

Top Tweeters in G10:
@gerkius
@123rpnft
@xrp334
@champagne_air
@m6r_alharthi
@vijaygosain7
@david46969500
@mr_589_
@teamcrypto101
@ripplexrpie


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