market research, Twitter, 2/22/2021 2:42:38 AM, 249339


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market research_2021-02-21_04-51-46.xlsx
market research_2021-02-21_04-51-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 22, 2021
Short Description:
market research via NodeXL https://bit.ly/37B1g6g
@eu_commission
@jolyonmaugham
@discriminantbot
@djp455
@godfrey_g_
@braincures
@cbinsights
@vrretweeter
@jrinswer
@dexguru

Top hashtags:
#marketresearch
#binance
#research
#ai
#market
#mrx
#antibiotics
#covid19

Description:
Description
The graph represents a network of 7,231 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 Sunday, 21 February 2021 at 13:07 UTC.

The requested start date was Friday, 19 February 2021 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 2-day, 16-hour, 22-minute period from Tuesday, 16 February 2021 at 08:37 UTC to Friday, 19 February 2021 at 01:00 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 : 7231
Unique Edges : 4622
Edges With Duplicates : 8047
Total Edges : 12669
Number of Edge Types : 5
Retweet : 2888
MentionsInRetweet : 3781
Tweet : 3647
Replies to : 786
Mentions : 1567
Self-Loops : 3735
Reciprocated Vertex Pair Ratio : 0.0189012541953718
Reciprocated Edge Ratio : 0.0371012482662968
Connected Components : 2585
Single-Vertex Connected Components : 1358
Maximum Vertices in a Connected Component : 616
Maximum Edges in a Connected Component : 1780
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.42397
Graph Density : 0.000110328723360099
Modularity : 0.515556
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,231 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 Sunday, 21 February 2021 at 13:07 UTC.

The requested start date was Friday, 19 February 2021 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 2-day, 16-hour, 22-minute period from Tuesday, 16 February 2021 at 08:37 UTC to Friday, 19 February 2021 at 01:00 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:
[63] https://www.spglobal.com/platts/en/market-insights/latest-news/natural-gas/021121-oil-states-face-devastating-revenue-crunch-from-global-climate-policies-study-says
[62] https://www.mrs.org.uk/article/anytype/mrs-president-jan-gooding-addresses-the-extraordinary-statements-made-about-the-research-and-insight-sector
[39] https://www.bioportfolio.co.uk/
[28] https://play.google.com/store/apps/details?id=news.live.channel.headlines.breaking.trending.hindi.english.allComplete
[21] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/broken-antibiotics-market-puts-cancer-treatments-at-risk
[18] https://www.otcmarkets.com/home
[13] https://www.forex.com/en-uk/market-analysis/latest-research/bitcoin-pierces-50000-for-the-first-time/
[12] https://www.forex.com/en-us/market-analysis/latest-research/so-you-want-to-trade-the-dxy-eurusd-usdchf/
[11] https://focusgroups.org/
[11] https://www.forex.com/en-us/market-analysis/latest-research/weekly-update/

Top URLs in Tweet in G1:
[39] https://www.bioportfolio.co.uk/
[7] https://www.marketwatch.com/story/the-new-york-stock-exchange-president-says-the-stock-market-is-not-a-casino-heres-what-academic-research-says-11613396805
[6] https://www.realtor.com/
[6] http://www.topnewscorner.com/
[6] https://bdaily.co.uk/articles/2021/02/17/two-thirds-of-businesses-wasted-budget-on-unused-market-research-in-2020
[5] https://www.mpi-europe.com/bookings-checkout/mifid-research-solutions
[4] https://insights.deribit.com/market-research/leverage-101-a-short-primer/
[4] https://blogs.cfainstitute.org/investor/2021/01/31/gamestop-or-why-the-short-sellers-win/
[3] https://goo.gl/0aJ5LI
[3] https://www.datamaticsbpm.com/business-research-and-analysis/market-intelligence-and-trends/

Top URLs in Tweet in G2:
[6] http://Fact.MR
[6] https://www.thebusinessresearchcompany.com/report/marketing-research-and-analysis-services-global-market-report
[5] https://neighborwebsj.com/news/2986504/cloud-microservices-market-size-share-trends-competitive-landscape-and-forecast-to-2027/
[5] https://www.atlanticfinancialmanagement.co.uk/uncategorised/243680/design-thinking-market-research-report-2021-impact-analysis-2021-2026/
[5] https://www.mccourier.com/complete-report-on-cloud-microservices-industry-market-research-with-statistics-facts-and-figures-2021-2026/
[5] https://ksusentinel.com/2021/02/17/cloud-computing-services-market-analysis-by-recent-developments-and-demands-2021-to-2027/
[4] https://www.cbinsights.com/research/unicorn-startup-market-map/
[4] https://neurons.ai/blog/news-stories/artificial-intelligence-and-machine-learning-market-analysis-and-research-microsoft-corporation/
[4] https://neurons.ai/blog/news-stories/artificial-intelligence-platform-market-supply-demand-industry-research-and-end-user-analysis/
[4] http://www.Neurons.AI

Top URLs in Tweet in G3:
[1] https://www.lisavienna.at/
[1] https://twitter.com/i/web/status/1361952116441374723

Top URLs in Tweet in G4:
[62] https://www.mrs.org.uk/article/anytype/mrs-president-jan-gooding-addresses-the-extraordinary-statements-made-about-the-research-and-insight-sector
[1] https://www.esomar.org/what-we-do/news/23/press/144/ESOMAR-condemns-uncorroborated-allegations-made-by-Mr.-Dominic-Cummings
[1] https://twitter.com/i/web/status/1361273413965410306
[1] https://twitter.com/i/web/status/1361724867264020480
[1] https://www.globalgovernmentforum.com/how-the-uk-accidentally-left-the-single-market-and-other-brexit-stories/
[1] https://twitter.com/i/web/status/1361596476703580160

Top URLs in Tweet in G5:
[2] https://research.binance.com/en/projects/dodo?ref=JLI1VBLA&utm_source=BinanceTwitter&utm_medium=GlobalSocial&utm_campaign=GlobalSocial
[1] https://twitter.com/i/web/status/1361974699924725766
[1] https://research.binance.com/en/projects/dodo

Top URLs in Tweet in G6:
[6] https://insights.deribit.com/market-research/leverage-101-a-short-primer/
[2] https://insights.deribit.com/market-research/analysis-of-eip-1559/
[2] https://insights.deribit.com/market-research/stratum-v2-migration-and-decentralization/
[1] https://insights.deribit.com/market-research/analysis-of-eip-2593-escalator/#single/0
[1] https://insights.deribit.com/market-research/on-reflexivity-and-imitation/
[1] https://insights.deribit.com/market-research/gamestop-short-squeezes-and-impacts-on-market-making/

Top URLs in Tweet in G7:
[1] https://dex.guru/
[1] https://watchsignals.com/watch-blog/luxury-watch-data-on-blockchain-chainlink.html
[1] https://twitter.com/i/web/status/1361893040206606339

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1362005962270285828
[1] https://twitter.com/stlouisfed/status/1358883628600721411
[1] https://www.konjungate.net/
[1] https://huobiresearch.medium.com/huobi-research-weekly-vol-153-2021-2-8-2021-2-14-9fd1de56ac4a

Top URLs in Tweet in G9:
[2] https://www.lewis.ucla.edu/research/market-rate-development-impacts/
[1] https://research.upjohn.org/up_workingpapers/307/
[1] https://twitter.com/mc_lens/status/1362286187491168258
[1] https://www.katepennington.org/research
[1] https://www.fanniemae.com/research-and-insights/do-new-housing-units-next-door-raise-your-rents

Top URLs in Tweet in G10:
[4] https://martechlive.com/extended-reality/
[3] https://www.linkedin.com/slink?code=dsbtyWR
[1] https://twitter.com/i/web/status/1331660743742205953
[1] https://www.marketwatch.com/story/patient-monitoring-devices-equipments-systems-market-latest-research-on-industry-growth-trends-top-players-key-regions-by-2027-2021-02-18
[1] https://www.marketwatch.com/story/arthroscopy-products-market-research-with-method-top-companies-global-development-factorsand-forecast-2026-2021-02-16
[1] https://www.marketwatch.com/story/artificial-larynx-device-market-research-revealing-the-growth-rate-and-business-opportunities-to-2027-2021-02-16
[1] https://www.marketwatch.com/story/asia-pacific-home-cold-light-tooth-whitening-apparatus-market-size-share-growth-sales-and-drivers-analysis-research-report-2027-2021-02-16
[1] https://twitter.com/i/web/status/1361677602230915073
[1] https://www.marketwatch.com/story/attention-deficit-hyperactivity-disorder-therapeutics-market-research-with-method-top-companies-global-development-factorsand-forecast-2026-2021-02-16
[1] https://twitter.com/i/web/status/1361678648969814017

Top Domains
Top Domains in Tweet in Entire Graph:
[1525] twitter.com
[365] google.com
[340] marketwatch.com
[194] forex.com
[127] co.uk
[69] spglobal.com
[66] org.uk
[59] linkedin.com
[45] neighborwebsj.com
[43] tifia.com

Top Domains in Tweet in G1:
[823] twitter.com
[281] marketwatch.com
[81] co.uk
[59] google.com
[43] tifia.com
[29] einnews.com
[27] linkedin.com
[25] articletrunk.com
[22] ksusentinel.com
[22] globenewswire.com

Top Domains in Tweet in G2:
[268] google.com
[58] twitter.com
[21] neurons.ai
[19] neighborwebsj.com
[15] ksusentinel.com
[10] einnews.com
[9] cbinsights.com
[9] co.uk
[7] mccourier.com
[6] fact.mr

Top Domains in Tweet in G3:
[1] lisavienna.at
[1] twitter.com

Top Domains in Tweet in G4:
[62] org.uk
[3] twitter.com
[1] esomar.org
[1] globalgovernmentforum.com

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

Top Domains in Tweet in G6:
[13] deribit.com

Top Domains in Tweet in G7:
[1] dex.guru
[1] watchsignals.com
[1] twitter.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] konjungate.net
[1] medium.com

Top Domains in Tweet in G9:
[2] ucla.edu
[1] upjohn.org
[1] twitter.com
[1] katepennington.org
[1] fanniemae.com

Top Domains in Tweet in G10:
[50] marketwatch.com
[30] twitter.com
[4] martechlive.com
[3] linkedin.com
[2] paper.li

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[93] marketresearch
[76] binance
[68] research
[62] ai
[50] market
[44] mrx
[34] antibiotics
[33] covid19
[31] marketing
[30] business



Top Hashtags in Tweet in G1:
[57] marketresearch
[28] research
[28] market
[22] business
[19] marketing
[16] mrx
[12] stockmarket
[10] insights
[9] healthcare
[9] data

Top Hashtags in Tweet in G2:
[53] ai
[18] ml
[12] artificialintelligence
[12] intoainews
[11] machinelearning
[10] research
[10] cdo
[10] mhealth
[8] finperform
[7] datagovernance

Top Hashtags in Tweet in G3:
[3] biotech
[3] pharma
[3] medtech
[2] european
[1] euarchives
[1] vienna
[1] austria

Top Hashtags in Tweet in G4:
[9] brexit

Top Hashtags in Tweet in G5:
[76] binance
[2] binancesmartchain
[1] havenprotocol

Top Hashtags in Tweet in G7:
[23] chainlink

Top Hashtags in Tweet in G8:
[1] definews
[1] konj
[1] cryptocatalog
[1] smartliquidity
[1] blockchain
[1] apl
[1] xrp
[1] tezos
[1] bnb
[1] ardr

Top Hashtags in Tweet in G10:
[3] healthcare
[3] funding
[2] bitcoin
[2] digitalhealth
[1] covid19
[1] freelance
[1] marketing
[1] businessgrowth
[1] davido
[1] research

Top Words
Top Words in Tweet in Entire Graph:
[6092] market
[4677] research
[900] report
[706] global
[584] growth
[579] 2021
[573] analysis
[509] more
[441] data
[429] stock

Top Words in Tweet in G1:
[2287] market
[1696] research
[492] report
[371] global
[326] analysis
[316] growth
[267] size
[261] 2021
[239] forecast
[224] 2025

Top Words in Tweet in G2:
[551] market
[222] research
[133] global
[132] growth
[129] report
[107] intelligence
[105] 2021
[104] analysis
[93] artificial
[90] industry

Top Words in Tweet in G3:
[349] european
[175] 35
[175] years
[175] ago
[175] single
[175] act
[175] signed
[175] luxembourg
[175] added
[175] momentum

Top Words in Tweet in G4:
[124] research
[115] market
[111] jolyonmaugham
[63] society
[62] fair
[62] happy
[48] statement
[45] unsubstantiated
[45] misleading
[45] esomar

Top Words in Tweet in G5:
[84] market
[80] binance
[78] dodo
[77] decentralized
[77] exchange
[77] proactive
[77] maker
[77] built
[76] #binance
[76] launchpool

Top Words in Tweet in G6:
[62] hasufl
[58] avifelman
[56] primer
[55] concept
[54] bring
[51] insightful
[50] joined
[50] forces
[50] one
[50] traders

Top Words in Tweet in G7:
[107] dexguru
[58] data
[54] excited
[54] announce
[54] beta
[54] officially
[54] live
[54] brings
[54] together
[54] permissionless

Top Words in Tweet in G8:
[62] market
[53] konjungate
[53] enabling
[53] endeavours
[53] rewrite
[53] rules
[53] art
[53] imminent
[53] age
[53] decentralization

Top Words in Tweet in G9:
[71] mc_lens
[69] shanedphillips
[48] taking
[48] break
[48] tweetyelling
[48] tell
[48] y'all
[48] wrote
[48] thing
[48] hope

Top Words in Tweet in G10:
[158] gt
[137] market
[122] research
[93] product
[46] niche
[46] create
[45] wish
[45] existed
[44] find
[44] fit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1785] market,research
[557] research,report
[223] market,size
[216] stock,market
[177] years,ago
[176] 35,years
[176] ago,single
[176] act,signed
[176] signed,luxembourg
[176] luxembourg,added

Top Word Pairs in Tweet in G1:
[774] market,research
[373] research,report
[173] market,size
[92] grand,view
[86] view,research
[81] research,inc
[74] size,share
[72] covid,19
[72] billion,2025
[64] market,2021

Top Word Pairs in Tweet in G2:
[90] artificial,intelligence
[78] research,report
[65] market,research
[47] covid,19
[39] report,2021
[38] massive,growth
[29] machine,learning
[29] growth,2026
[29] market,eyewitness
[29] eyewitness,massive

Top Word Pairs in Tweet in G3:
[175] 35,years
[175] years,ago
[175] ago,single
[175] act,signed
[175] signed,luxembourg
[175] luxembourg,added
[175] added,momentum
[174] single,european
[174] european,act
[174] momentum,european

Top Word Pairs in Tweet in G4:
[115] market,research
[63] research,society
[62] society,fair
[62] fair,happy
[61] jolyonmaugham,market
[45] unsubstantiated,misleading
[45] misleading,statement
[45] statement,esomar
[45] esomar,strongly
[45] strongly,supports

Top Word Pairs in Tweet in G5:
[77] decentralized,exchange
[77] proactive,market
[77] market,maker
[76] #binance,launchpool
[76] launchpool,dodo
[76] dodo,breederdodo
[76] breederdodo,decentralized
[76] exchange,leveraging
[76] leveraging,proactive
[76] maker,algorithm

Top Word Pairs in Tweet in G6:
[54] bring,primer
[54] primer,concept
[50] joined,forces
[50] forces,avifelman
[50] avifelman,one
[50] one,insightful
[50] insightful,traders
[50] traders,know
[50] know,bring
[49] hasufl,joined

Top Word Pairs in Tweet in G7:
[54] excited,announce
[54] announce,beta
[54] beta,officially
[54] officially,live
[54] live,dexguru
[54] dexguru,brings
[54] brings,together
[54] together,permissionless
[54] permissionless,time
[54] time,data

Top Word Pairs in Tweet in G8:
[53] konjungate,enabling
[53] enabling,endeavours
[53] endeavours,rewrite
[53] rewrite,rules
[53] rules,art
[53] art,market
[53] market,imminent
[53] imminent,age
[53] age,decentralization
[52] scryptoschool,konjungate

Top Word Pairs in Tweet in G9:
[48] taking,break
[48] break,tweetyelling
[48] tweetyelling,shanedphillips
[48] shanedphillips,tell
[48] tell,y'all
[48] y'all,wrote
[48] wrote,thing
[48] thing,hope
[48] hope,yell
[47] mc_lens,taking

Top Word Pairs in Tweet in G10:
[65] market,research
[53] gt,gt
[45] wish,existed
[44] find,product
[44] product,market
[44] market,fit
[44] fit,study
[44] study,small
[44] small,niche
[44] niche,research

Top Replied-To
Top Replied-To in Entire Graph:
@lasvegas_nv_usa
@tomspencer_io
@lennysan
@binance
@thegostep
@kuttrapali
@stoolpresidente
@serpstat
@rga
@jolyonmaugham

Top Replied-To in G1:

Top Replied-To in G2:
@volker_straub
@drumeshprabhu

Top Replied-To in G4:
@jolyonmaugham

Top Replied-To in G5:
@binance
@tie_gunners

Top Replied-To in G6:
@thegostep
@ashlee30192898
@defiprime
@dodirty17

Top Replied-To in G7:
@cryptomichnl

Top Replied-To in G8:
@definews_info
@dexdigest
@lavaswap

Top Replied-To in G9:
@mc_lens
@oweninvan
@adamnvillani

Top Replied-To in G10:
@valaafshar
@rinasawayama
@spokespersonchn

Top Mentioned
Top Mentioned in Entire Graph:
@eu_commission
@jolyonmaugham
@joep_forexcom
@binance
@breederdodo
@mc_lens
@shanedphillips
@hasufl
@avifelman
@dexguru

Top Mentioned in G1:
@stigmabase
@pairsonnalites
@gfradelos
@bluestarcap
@realalexramos
@lasvegasvipz
@d__raptis
@kninjaknetwork
@courageousyou1

Top Mentioned in G2:
@suriyasubraman
@cbinsights
@into_ai
@stpiindia
@csetgeorgetown
@amplyfitech
@ainewsfeed
@milocamj
@industrytoday
@dicompath

Top Mentioned in G3:
@eu_commission
@lifesciencevie

Top Mentioned in G4:
@jolyonmaugham
@ukandeu
@globegov
@sub_neon
@kirkbytop
@philiphammonduk
@eu_commission

Top Mentioned in G5:
@binance
@breederdodo
@binanceresearch
@terra_money
@_cryptoelite
@z001___
@isafepal
@trezor
@ledger

Top Mentioned in G6:
@hasufl
@avifelman
@deribitinsights
@timbeiko
@sendmoodz
@gakonst
@paddypisa
@william94029369
@anydotcrypto
@karimhelpme

Top Mentioned in G7:
@dexguru
@watchsignalscom
@chainlinkgod
@willsinvesting
@cryptomichnl
@chainlink

Top Mentioned in G8:
@konjungate
@scryptoschool
@uniswap
@huobi_research
@huobiglobal
@instar
@dexguru
@sovifinance
@huobiecochain
@huobi_pool

Top Mentioned in G9:
@mc_lens
@shanedphillips
@advocateclaire
@slomojoe2
@tomdavidoff
@dannyoleksiuk
@oweninvan
@uclalewiscenter

Top Mentioned in G10:
@gregisenberg
@paikcapital
@globalfatpos
@chidambara09
@sandra_moore01
@rasmussen_poll
@entreprneurship
@jrinswer
@aiseaimpact

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@cryptotraderpro
@pairsonnalites
@pairsonnalitesu
@pairsonnalitesa
@newsoneplace
@cybersec_feeds
@chidambara09
@yoshiki7111
@gambiste1

Top Tweeters in G1:
@pairsonnalites
@pairsonnalitesu
@pairsonnalitesa
@newsoneplace
@yoshiki7111
@bitcoinagile
@crweworld
@fainformazione
@politicalhedge
@dailyusanews

Top Tweeters in G2:
@ottlegalrebels
@googleexpertuk
@bexxmodd
@calcaware
@into_ai
@nicochan33
@researchmrx
@ml_tweet_bot
@hubofml
@drumeshprabhu

Top Tweeters in G3:
@dev_discourse
@spanishdan1
@jorichardskent
@erwinbertrand
@asterathmaria
@david96212152
@caleeuropaedic
@rg_team_tokyo
@thd_it
@sxybio

Top Tweeters in G4:
@allchanges
@sandradunn1955
@sandssims
@margymayell
@kingking3107
@kingsmeadmrt
@andyc2311
@gareth0108
@robinpaulinman
@ellih53

Top Tweeters in G5:
@005e5n
@_carryone
@syoyo
@_atakantosun_
@monnaiecryptofr
@jotarides
@_cryptoelite
@archon_ch
@aaakikii
@v1adimirovi4

Top Tweeters in G6:
@inversebrah
@tcrpartybot
@cryptocoin
@thecryptodog
@aridavidpaul
@veroxis_
@ecassidy47
@bitcoinblazers
@paddypisa
@hasufl

Top Tweeters in G7:
@oceantweetbot
@cryptomichnl
@chainlinkgod
@tempeltownc
@iamapaidbot
@alexintosh
@katman51092542
@islandhunting
@lmtrecords
@mass_adoption

Top Tweeters in G8:
@jammagat_
@jlramirezb
@dvidwynz
@jhianajaice
@staanaroshell
@huobiglobal
@emelyncastro8
@jayrmelendez98
@rove_abainza
@mhaliab

Top Tweeters in G9:
@mateosfo
@idothethinking
@sr_lazarus
@jongeeting
@hmmbee
@plannersean
@lyndon_bae_j
@edhinman89
@hopeisrevolutio
@carterrubin

Top Tweeters in G10:
@chidambara09
@valaafshar
@mvargasgarro
@marnuel_mccall
@chubet007
@mnicklausevans
@ingeniouschi
@jf_selv
@rasmussen_poll
@adedoyinamos