market research, Twitter, 5/20/2022 12:36:31 PM, 276696


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market research_2022-05-20_05-00-48.xlsx
market research_2022-05-20_05-00-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 20, 2022
Short Description:
market research via NodeXL https://bit.ly/3sINtVS
@ladyofcrypto1
@coinpaprika
@soy_finance
@sumit609tiwari
@bloombergtv
@eliashoshea
@crabb_vicki
@huobi_research
@santosh35065201
@dry_place

Top hashtags:
#crypto
#altcoins
#research
#marketresearch
#market
#business

Description:
Description
The graph represents a network of 7,975 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, 20 May 2022 at 12:13 UTC.

The requested start date was Friday, 20 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 2-day, 15-hour, 53-minute period from Tuesday, 17 May 2022 at 02:55 UTC to Thursday, 19 May 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 : 7975
Unique Edges : 4952
Edges With Duplicates : 8639
Total Edges : 13591
Number of Edge Types : 5
Retweet : 3445
MentionsInRetweet : 4649
Mentions : 1614
Tweet : 3097
Replies to : 786
Self-Loops : 3194
Reciprocated Vertex Pair Ratio : 0.013963963963964
Reciprocated Edge Ratio : 0.0275433140826299
Connected Components : 2623
Single-Vertex Connected Components : 1351
Maximum Vertices in a Connected Component : 691
Maximum Edges in a Connected Component : 2072
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.008674
Graph Density : 0.000106191517415928
Modularity : 0.544189
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,975 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, 20 May 2022 at 12:13 UTC.

The requested start date was Friday, 20 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 2-day, 15-hour, 53-minute period from Tuesday, 17 May 2022 at 02:55 UTC to Thursday, 19 May 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:
[43] https://www.youtube.com/watch?v=uCRGtAv5Fr0&feature=youtu.be

[43] https://lpl-research.com/~rss/LPL_RSS_Feeds_Publications/WMC/Weekly_Market_Commentary_5162022.pdf
[24] https://drive.google.com/file/d/1gEpDqcqttr2QBNSCQT-qQOIJo5D5WZVb/view?usp=sharing
[17] https://www.researchandmarkets.com/
[16] https://www.abc.net.au/news/2022-05-17/australian-researchers-show-solar-power-can-be-generated-at-nigh/101070388
[15] https://www.rte.ie/news/business/2022/0518/1299725-rental-market-research/
[15] https://www.theguardian.com/australia-news/2020/oct/26/scott-morrison-sent-additional-500000-worth-of-publicly-funded-covid-market-research
[14] https://www.forbes.com/sites/sap/2022/05/12/accelerate-innovation-with-a-new-approach-to-market-research/?utm_source=TWITTER&utm_medium=social&utm_content=6984845392&utm_campaign=sprinklrForbesMainTwitter
[10] https://www.ofgem.gov.uk/energy-data-and-research/data-portal/wholesale-market-indicators
[9] https://twinybots.ch/

Top URLs in Tweet in G1:
[41] https://lpl-research.com/~rss/LPL_RSS_Feeds_Publications/WMC/Weekly_Market_Commentary_5162022.pdf
[13] https://www.researchandmarkets.com/
[9] https://maggnetsolutions.net/
[6] https://www.cnbc.com/video/2022/05/17/sqm-research-discusses-australian-property-market.html
[6] https://www.rte.ie/news/business/2022/0518/1299725-rental-market-research/
[5] https://twitter.com/ThePiyushGupta1/status/1526514523611353088
[5] https://twinybots.ch/
[5] https://marketingtochina.com/market-research-china/?utm_source=dlvr.it&utm_medium=twitter
[4] https://start.paloaltonetworks.com/esg-maturity-model/?utm_medium=social&utm_source=Bambu&utm_campaign=Prisma-Cloud-ESG-eBook
[4] https://www.forbes.com/sites/sap/2022/05/12/accelerate-innovation-with-a-new-approach-to-market-research/?utm_source=TWITTER&utm_medium=social&utm_content=6984845392&utm_campaign=sprinklrForbesMainTwitter

Top URLs in Tweet in G2:
[1] https://coinpaprika.com/coin/soy-soy-finance/
[1] https://twitter.com/nsm

Top URLs in Tweet in G5:
[7] https://www.bloomberg.com/news/articles/2022-05-17/number-two-crypto-ether-could-sink-another-80-22v-says-chart?utm_content=tv&utm_medium=social&utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-tv&utm_source=twitter
[2] https://www.bloomberg.com/news/articles/2022-05-19/global-market-downturn-only-just-beginning-for-some-strategists?utm_medium=social&utm_source=twitter&utm_content=markets&cmpid%3D=socialflow-twitter-markets&utm_campaign=socialflow-organic
[1] https://mailchi.mp/bitcoinmagazine/pro-monthly-report
[1] https://bmpro.substack.com/subscribe?coupon=ffd3b223
[1] https://NFTocean.market/?user_name=dBDNyQPpo3nm

Top URLs in Tweet in G6:
[3] https://www.research-live.com/article/features/forward-thinking-becoming-mrs-president/id/5097952
[2] https://event.on24.com/wcc/r/3779039/93EC584E54FA1908A55D1D326779DB9E?partnerref=tweet
[2] https://e2eresearch.com/home/startup-interview-questions-during-conceptualization/?utm_source=dlvr.it&utm_medium=twitter
[2] https://app.cronycle.com/discovery/topics/market%20research?activeTab=influencers&utm_source=Twitter&utm_medium=tweet&utm_topic=MarketResearch
[1] https://www.insightsassociation.org/Membership/Types-of-Membership?utm_content=208202374&utm_medium=social&utm_source=twitter&hss_channel=tw-24931506
[1] https://www.insightsassociation.org/Membership/Community/Inclusion-Diversity-Equity-and-Access/Asking-Questions-on-Race-Ethnicity?utm_campaign=On
[1] Good
[1] Terms&utm_content=208675895&utm_medium=social&utm_source=twitter&hss_channel=tw-24931506
[1] https://podcast.littlebirdmarketing.com/dialing-into-market-research-personas-with-david-paull?utm_sq=grqnlgrcjl
[1] https://e2eresearch.com/home/food-beverage-research/?ref=TWHigh&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[1] https://research.huobi.com/#/ArticleDetails?id=260
[1] https://www.huobi.com/en-us/live/detail/h5?id=160
[1] https://www.huobi.com/en-us/live/detail/h5?id=180

Top URLs in Tweet in G10:
[1] https://www.morningstar.com/articles/1034789/short-answer-stock-market-vs-economy
[1] https://twitter.com/unusual_whales/status/1526965107204366337
[1] https://www.wsj.com/articles/stocks-are-way-down-theyre-still-expensive-11652500809?redirect=amp#

Top Domains
Top Domains in Tweet in Entire Graph:
[358] twitter.com
[124] marketwatch.com
[99] asdreports.com
[94] einnews.com
[89] globenewswire.com
[75] youtube.com
[57] dukascopy.com
[55] co.uk
[52] google.com
[47] prnewswire.com

Top Domains in Tweet in G1:
[179] twitter.com
[91] marketwatch.com
[73] asdreports.com
[62] globenewswire.com
[57] dukascopy.com
[41] lpl-research.com
[36] pressrelease.cc
[29] co.uk
[25] linkedin.com
[25] tifia.com

Top Domains in Tweet in G2:
[1] coinpaprika.com
[1] twitter.com

Top Domains in Tweet in G5:
[9] bloomberg.com
[1] mailchi.mp
[1] substack.com
[1] nftocean.market

Top Domains in Tweet in G6:
[6] e2eresearch.com
[4] greenbook.org
[3] research-live.com
[2] insightsassociation.org
[2] on24.com
[2] littlebirdmarketing.com
[2] cronycle.com
[2] pardot.com
[1] tdameritrade.com
[1] schwab.com

Top Domains in Tweet in G7:
[3] huobi.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[610] crypto
[540] altcoins
[196] research
[136] marketresearch
[107] market
[98] business
[72] nft
[61] fx
[61] forex
[58] technology



Top Hashtags in Tweet in G1:
[109] marketresearch
[91] research
[78] market
[60] forex
[57] fx
[49] business
[36] asdreports
[28] growth
[23] data
[22] insights

Top Hashtags in Tweet in G2:
[2] cryptoprojects

Top Hashtags in Tweet in G3:
[536] altcoins
[536] crypto

Top Hashtags in Tweet in G5:
[3] bitcoin

Top Hashtags in Tweet in G6:
[13] mrx
[6] insights
[4] marketresearch
[2] insightsmrx
[2] diversity
[2] inclusion
[2] brands
[2] cx
[2] e2eresearch
[2] enigmatoenlightenment

Top Hashtags in Tweet in G7:
[27] huobilive
[25] candydrop
[2] nft
[1] fomc
[1] ust
[1] boredape
[1] nfts
[1] luna
[1] coinbase
[1] gamefi

Top Hashtags in Tweet in G10:
[19] amc
[19] gme
[2] equity
[2] valuations

Top Words
Top Words in Tweet in Entire Graph:
[6438] market
[5013] research
[798] news
[766] project
[741] report
[720] everyone
[719] thanks
[701] listed
[699] fantastic
[699] supporting

Top Words in Tweet in G1:
[2203] market
[1653] research
[417] report
[322] 2022
[286] global
[267] more
[192] billion
[176] 2030
[174] size
[170] analysis

Top Words in Tweet in G2:
[695] coinpaprika
[692] fantastic
[692] news
[692] officially
[692] listed
[692] thanks
[692] everyone
[692] supporting
[692] project
[691] soy_finance

Top Words in Tweet in G3:
[536] months
[536] deep
[536] dive
[536] research
[536] best
[536] #altcoins
[536] accumulate
[536] #crypto
[536] bear
[536] market

Top Words in Tweet in G4:
[113] market
[113] amc
[113] investment
[113] performance
[113] core
[113] specialty
[113] nippon
[113] delivers
[113] strong
[113] processes

Top Words in Tweet in G5:
[55] market
[43] cap
[42] ether
[42] second
[42] biggest
[42] cryptocurrency
[42] fallen
[42] 60
[42] november
[42] record

Top Words in Tweet in G6:
[25] research
[24] market
[13] #mrx
[7] questions
[6] founder
[6] #insights
[6] thing
[5] ask
[5] insights
[5] business

Top Words in Tweet in G7:
[66] market
[59] huobi_research
[37] trends
[28] stay
[28] speed
[28] latest
[28] economic
[28] events
[28] investment
[28] themes

Top Words in Tweet in G10:
[34] market
[30] research
[24] garygensler
[23] stock
[22] secgov
[20] fair
[20] nothing
[19] vote
[19] party
[19] candidate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1632] market,research
[692] fantastic,news
[692] news,officially
[692] officially,listed
[692] listed,coinpaprika
[692] coinpaprika,thanks
[692] thanks,everyone
[692] everyone,supporting
[692] supporting,project
[690] soy_finance,fantastic

Top Word Pairs in Tweet in G1:
[694] market,research
[254] research,report
[136] market,size
[69] stock,market
[67] grand,view
[67] view,research
[64] research,inc
[61] size,share
[60] read,more
[58] lpl,research

Top Word Pairs in Tweet in G2:
[692] fantastic,news
[692] news,officially
[692] officially,listed
[692] listed,coinpaprika
[692] coinpaprika,thanks
[692] thanks,everyone
[692] everyone,supporting
[692] supporting,project
[690] soy_finance,fantastic
[2] project,continued

Top Word Pairs in Tweet in G3:
[536] months,deep
[536] deep,dive
[536] dive,research
[536] research,best
[536] best,#altcoins
[536] #altcoins,accumulate
[536] accumulate,#crypto
[536] #crypto,bear
[536] bear,market
[536] market,waste

Top Word Pairs in Tweet in G4:
[113] market,amc
[113] amc,investment
[113] investment,performance
[113] performance,core
[113] core,specialty
[113] specialty,nippon
[113] nippon,delivers
[113] delivers,strong
[113] strong,processes
[112] sumit609tiwari,market

Top Word Pairs in Tweet in G5:
[43] market,cap
[42] ether,second
[42] second,biggest
[42] biggest,cryptocurrency
[42] cryptocurrency,market
[42] cap,fallen
[42] fallen,60
[42] 60,november
[42] november,record
[42] record,due

Top Word Pairs in Tweet in G6:
[18] market,research
[5] saj,arshad
[5] arshad,chief
[5] chief,customer
[5] customer,marketing
[5] marketing,officer
[5] officer,santander
[5] santander,uk
[5] uk,incoming
[5] incoming,market

Top Word Pairs in Tweet in G7:
[35] market,trends
[28] stay,speed
[28] speed,latest
[28] latest,economic
[28] economic,events
[28] events,investment
[28] investment,themes
[28] themes,market
[28] trends,pivotal
[28] pivotal,insights

Top Word Pairs in Tweet in G10:
[22] stock,market
[19] vote,party
[19] party,candidate
[19] candidate,until
[19] until,dark
[19] dark,pools
[19] pools,pfof
[19] pfof,banned
[19] banned,stock
[19] market,used

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@gateio_quant
@js_horne
@themooncarl
@garygensler
@bessbell
@im_communityitw
@rkhuria2
@sillensillen
@shardulsharma1

Top Replied-To in G1:
@qks_quadrant
@itneditor

Top Replied-To in G2:
@soy_finance

Top Replied-To in G5:
@bitcoinmagazine
@nayibbukele
@cryptofly777
@altcoingordon
@deckenkatze

Top Replied-To in G6:
@profgalloway

Top Replied-To in G7:
@huobi_incubator

Top Replied-To in G8:
@stilllearning90

Top Replied-To in G9:
@jimeeliberty

Top Replied-To in G10:
@garygensler
@ilhanmn
@unusual_whales
@vp
@johnrobertsfox
@joelpollak
@detroitbrave
@joebiden
@amyklobuchar
@chicago_sec

Top Mentioned
Top Mentioned in Entire Graph:
@coinpaprika
@soy_finance
@ladyofcrypto1
@sumit609tiwari
@thesandboxgame
@kucoincom
@theyoungfarmer
@huobi_research
@sayacikmad_
@octopusenergy

Top Mentioned in G1:
@research_market
@decryptom
@t4_research
@hwexpert
@chicagoessays
@faisalfarooqui
@infinity000056
@bridgeheadgtm

Top Mentioned in G2:
@coinpaprika
@soy_finance

Top Mentioned in G3:
@ladyofcrypto1

Top Mentioned in G4:
@sumit609tiwari

Top Mentioned in G5:
@bloombergtv
@bitcoinmagazine
@nayibbukele
@crypto
@markets
@adiarioax

Top Mentioned in G6:
@greenbook
@esomar
@scottlucyai
@lucyassists
@impactmrs
@researchlive
@asksuzybiz
@littlebirdmomma
@lovestats
@e2eresearch

Top Mentioned in G7:
@huobi_research
@bofa_business
@huobiglobal
@thehuobinft
@pianitynft
@permacastapp
@foresightven
@_dmetaverse

Top Mentioned in G8:
@davidmetroland
@just2sayin
@shegorthereador
@peter14306722
@chr1s_not_a_bot
@of_flocks
@wanderer_bolton
@david19531501
@martin020455
@charliecarlsbad

Top Mentioned in G9:
@richykirsh
@djchicus
@jaytee116james
@mcfunny
@willard1951
@ppcwhy
@fvckyourfear
@krebiozen
@provaxtexan
@skepticalmutant

Top Mentioned in G10:
@secgov
@garygensler
@fbi
@thejusticedept
@joebiden
@americarpts
@joelpollak
@wsj
@jasonnysa
@johnrobertsfox

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@recentlatestvia
@cryptotraderpro
@yoshiki7111
@detikcom
@chidambara09
@recitesocial
@stigmabaseo
@kamzou08
@gambiste1

Top Tweeters in G1:
@americanbanking
@recentlatestvia
@yoshiki7111
@stigmabaseo
@kamzou08
@stigmabaseu
@cfinancialnews
@crweworld
@collegaegezocht
@vacaturewerk

Top Tweeters in G2:
@modniy_design
@unicrypton
@v1adimirovi4
@ginsacias
@nahar_gostu
@cryptojsmith
@aletrinak
@petroff_ff
@cryptoid22
@cryptyvicky

Top Tweeters in G3:
@ladyofcrypto1
@mazdolar
@mattis5k
@rtnpak47
@sihavamenggg
@achiayanaputra
@path83070280
@bvhwhms0zmpgwcb
@oiu0mmy79xwuzji
@thanyawatyuwang

Top Tweeters in G4:
@intent56
@_puresoul__
@pawankalyanfor_
@blacklier234
@barbad_launda
@wgq2v
@kim_jongu
@mahesh______1
@kim_jongu2
@sumit609tiwari

Top Tweeters in G5:
@tradermarcocost
@4ever_mperfect
@markets
@economics
@bloombergtv
@bitcoinhubof
@niceguyrashed
@nayibbukele
@alex_pundit
@technology

Top Tweeters in G6:
@valaafshar
@zerohedge
@marketwatch
@greentechdon
@pewresearch
@profgalloway
@benioff
@emarketer
@lovestats
@raypoynter

Top Tweeters in G7:
@dante1lp
@linuslaw2019
@esgesg1001
@perfect7the
@sannu02583925
@seek_lo
@huobiglobal
@alirezayjr
@przybyarek
@rocks_raviindra

Top Tweeters in G8:
@cathyby
@andrewknight226
@leftbehindpoet
@roblev0
@david19531501
@1aintro11sbots
@davidmetroland
@conraddkonnrad
@the_leaver
@begentle50

Top Tweeters in G9:
@kath2cats
@mcfunny
@chimera414
@malo_j
@wendyorent
@nockit1
@alex_on_a14
@andrewlazarus4
@skepticalmutant
@tonybaduy

Top Tweeters in G10:
@wsj
@teapainusa
@joelpollak
@tdameritrade
@unusual_whales
@maryleedee2
@fidelity
@jasonnysa
@bmisbehaving
@tssunlvr


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