market research, Twitter, 12/17/2021 10:03:08 PM, 268517


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market research_2021-12-17_04-36-03.xlsx
market research_2021-12-17_04-36-03.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 17, 2021
Short Description:
market research via NodeXL https://bit.ly/30HIbzi
@hraleighspeaks
@stephenpunwasi
@jonahjameson11
@seonmallangie
@kzgmalik
@cryptocom
@ariefdns
@n19htm4r3x
@binance
@luuphulam

Top hashtags:
#jadelabs
#research
#calo
#marketresearch
#market
#ai
#bitcoin
#business

Description:
Description
The graph represents a network of 7,963 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, 17 December 2021 at 12:51 UTC.

The requested start date was Friday, 17 December 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 3-day, 0-hour, 58-minute period from Monday, 13 December 2021 at 17:48 UTC to Thursday, 16 December 2021 at 18:46 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 : 7963
Unique Edges : 4747
Edges With Duplicates : 8706
Total Edges : 13453
Number of Edge Types : 5
Tweet : 2954
Replies to : 808
Mentions : 1852
Retweet : 3459
MentionsInRetweet : 4380
Self-Loops : 3019
Reciprocated Vertex Pair Ratio : 0.0212896308776229
Reciprocated Edge Ratio : 0.0416916616676665
Connected Components : 2543
Single-Vertex Connected Components : 1272
Maximum Vertices in a Connected Component : 501
Maximum Edges in a Connected Component : 998
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 2.695411
Graph Density : 0.00010517116923243
Modularity : 0.546577
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,963 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, 17 December 2021 at 12:51 UTC.

The requested start date was Friday, 17 December 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 3-day, 0-hour, 58-minute period from Monday, 13 December 2021 at 17:48 UTC to Thursday, 16 December 2021 at 18:46 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:
[134] https://pro.benzinga.com/?gspk=amFtZXNoYW4zOTM1&gsxid=5zzDFrdBXpGv
[57] https://crypto.com/
[48] https://www.taylorfrancis.com/books/edit/10.4324/9781315754499/routledge-handbook-theoretical-experimental-sign-language-research-josep-quer-roland-pfau-annika-herrmann?refId=b8f0d054-f7cc-4d2c-b61e-e181e2c614a7&context=ubx
[43] https://www.citizensadvice.org.uk/about-us/our-work/policy/policy-research-topics/energy-policy-research-and-consultation-responses/energy-policy-research/market-meltdown-how-regulatory-failures-landed-us-with-a-multi-billion-pound-bill/?utm_medium=social&utm_source=twitter&utm_campaign=policy
[43] https://scholarlykitchen.sspnet.org/2021/12/14/market-consolidation-and-the-demise-of-the-independently-publishing-research-society/
[42] &utm_medium=social&utm_source=twitter&utm_campaign=5
[42] key
[42] tweets
[26] https://www.researchandmarkets.com/
[23] https://www.hcltechsw.com/devops/451-research-market-insight-report/?utm_source=linkedin&utm_medium=organic&utm_campaign=ProductON_linkedin_Devops-portfolio-Evergreen-Report-job-tiles-CA_OND21_global_HCL-SW-Cx&utm_content=linkedin_static__Devops-portfolio_engagement

Top URLs in Tweet in G1:
[130] https://pro.benzinga.com/?gspk=amFtZXNoYW4zOTM1&gsxid=5zzDFrdBXpGv
[35] https://www.citizensadvice.org.uk/about-us/our-work/policy/policy-research-topics/energy-policy-research-and-consultation-responses/energy-policy-research/market-meltdown-how-regulatory-failures-landed-us-with-a-multi-billion-pound-bill/?utm_medium=social&utm_source=twitter&utm_campaign=policy
[34] &utm_medium=social&utm_source=twitter&utm_campaign=5
[34] key
[34] tweets
[25] https://www.researchandmarkets.com/
[8] https://durham.onlinesurveys.ac.uk/risk_tolerance_questionnaire
[7] https://maggnetsolutions.net/
[6] https://capitalmarkets.bmo.com/en/news-insights/research-strategy/brian-belskis-2022-north-american-market-outlook/
[6] https://inforstatconsultants.com/

Top URLs in Tweet in G2:
[1] https://www.investmentexecutive.com/news/research-and-markets/pandemic-recovery-has-led-to-a-new-market-regime-blackrock-says/
[1] https://twitter.com/goldeneyez999/status/1470538138208583689

Top URLs in Tweet in G4:
[2] https://t.me/caloappchannel/109
[1] https://t.me/caloappchannel/138
[1] https://t.me/cowboysnakeNFTGame
[1] https://t.me/caloappchannel

Top URLs in Tweet in G6:
[1] https://www.canada.ca/en/health-canada/services/drugs-medication/cannabis/research-data/market/dried.html

Top URLs in Tweet in G7:
[56] https://crypto.com/
[1] https://cryptocomresearch.substack.com/
[1] https://crypto.com/research/article?category=market&page=weekly_market_update_06_12_2021-12_12_2021
[1] https://grayscale.com/the-source-blog/market-bytes-bringing-data-privacy-to-web-3-0/?utm_source=twitter&utm_content=zcash,bitcoin&utm_campaign=marketbytes&linkId=144306548

Top URLs in Tweet in G8:
[21] https://www.hcltechsw.com/devops/451-research-market-insight-report/?utm_source=linkedin&utm_medium=organic&utm_campaign=ProductON_linkedin_Devops-portfolio-Evergreen-Report-job-tiles-CA_OND21_global_HCL-SW-Cx&utm_content=linkedin_static__Devops-portfolio_engagement
[6] https://tavoglc.medium.com/web-scraping-for-small-market-research-6dc1c8330906?source=rss------python-5&utm_source=dlvr.it&utm_medium=twitter
[5] https://www.kenresearch.ae/blogs/2021/12/cyber-security-market-research-reports-cyber-security-market-revenue/
[3] https://sablegroupllc.com/business-strategies.php?item=109&catid=11&cat=Evaluating
[3] Your
[3] Market:
[3] A
[3] Basic
[3] Review
[1] https://www.cbinsights.com/research/metaverse-market-map/

Top URLs in Tweet in G9:
[12] https://t.me/officialaltcoin
[2] https://www.gate.io/
[1] https://app.shiryoinu.com/market
[1] https://shiryoinu.com/

Top URLs in Tweet in G10:
[1] https://www.spglobal.com/marketintelligence/en/news-insights/blog/an-investment-bank-leverages-aftermarket-research-to-stay-competitive?utm_medium=social&utm_source=twitter&utm_campaign=EMC-2112-PC-GL-CTCM-AMR-CaseStudy&utm_content=TWPost1
[1] https://www.spglobal.com/marketintelligence/en/campaigns/451-nexus?utm_medium=social&utm_source=twitter&utm_campaign=MI-PC-HETL-TMT-CRI-451R-451R-NA-211019-451Nexus%20Conference-1153380&utm_content=451Nexusorganic

Top Domains
Top Domains in Tweet in Entire Graph:
[154] benzinga.com
[127] twitter.com
[87] linkedin.com
[87] asdreports.com
[80] articletrunk.com
[78] marketwatch.com
[64] marketresearchtelecast.com
[64] wordpress.com
[63] tifia.com
[59] crypto.com

Top Domains in Tweet in G1:
[150] benzinga.com
[87] asdreports.com
[80] articletrunk.com
[74] marketwatch.com
[63] tifia.com
[58] marketresearchtelecast.com
[48] twitter.com
[44] informazione.it
[39] globenewswire.com
[37] org.uk

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

Top Domains in Tweet in G4:
[5] t.me

Top Domains in Tweet in G6:
[1] canada.ca

Top Domains in Tweet in G7:
[57] crypto.com
[1] substack.com
[1] grayscale.com

Top Domains in Tweet in G8:
[21] hcltechsw.com
[7] medium.com
[5] kenresearch.ae
[3] cbinsights.com
[3] socxo.net
[3] sablegroupllc.com
[1] businessinsider.com
[1] x-forces.com
[1] prnewswire.com
[1] globenewswire.com

Top Domains in Tweet in G9:
[12] t.me
[2] shiryoinu.com
[2] gate.io

Top Domains in Tweet in G10:
[2] spglobal.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[256] jadelabs
[144] research
[143] calo
[127] marketresearch
[112] market
[71] ai
[68] bitcoin
[56] business
[46] devops
[42] growth



Top Hashtags in Tweet in G1:
[68] marketresearch
[58] research
[45] market
[35] business
[35] forex
[33] fx
[24] mrx
[21] crypto
[17] asdreports
[15] marketing

Top Hashtags in Tweet in G2:
[1] pandemic

Top Hashtags in Tweet in G4:
[256] jadelabs
[143] calo
[12] lighthouse
[8] coinlab
[6] jade_labs
[2] burntoearn
[2] cowboysnake
[1] ksc

Top Hashtags in Tweet in G7:
[22] bitcoin

Top Hashtags in Tweet in G8:
[37] devops
[24] nocode
[22] hclswlobp
[16] devsecops
[15] iot
[14] ai
[12] analytics
[12] machinelearning
[12] ml
[11] metaverse

Top Hashtags in Tweet in G9:
[19] saitama
[12] altcoin
[8] shiryoinu
[7] elftoken
[7] elfarmy
[7] elfpopup
[7] nfts
[2] defi
[1] playtoearn
[1] crypto

Top Words
Top Words in Tweet in Entire Graph:
[5604] market
[5495] research
[837] consumer
[759] report
[715] more
[585] 2021
[542] company
[538] 10
[519] global
[458] group

Top Words in Tweet in G1:
[2057] market
[1636] research
[426] report
[333] 2021
[314] more
[282] global
[235] analysis
[216] forecast
[193] size
[178] stock

Top Words in Tweet in G2:
[784] consumer
[393] research
[392] nation
[392] oldest
[392] advocacy
[392] group
[392] sent
[392] letter
[392] 10
[392] governors

Top Words in Tweet in G3:
[192] fact
[192] gallup
[192] korea
[192] korean
[192] biggest
[192] market
[192] research
[192] company
[192] legit
[192] validating

Top Words in Tweet in G4:
[285] research
[284] partnership
[276] congratulations
[271] blockchain
[261] development
[256] #jadelabs
[156] between
[143] #calo
[133] kzgmalik
[133] luuphulam

Top Words in Tweet in G5:
[103] took
[103] ultraviolette
[103] electric
[103] bike
[103] around
[103] area
[103] roads
[103] asked
[103] random
[103] passing

Top Words in Tweet in G6:
[96] stephenpunwasi
[96] canada
[96] public
[95] governor
[95] bank
[95] publicly
[95] disclose
[95] assets
[95] huge
[95] concern

Top Words in Tweet in G7:
[56] market
[55] research
[54] cryptocom
[29] weekly
[29] update
[29] price
[29] index
[29] recovers
[29] volatility
[29] volume

Top Words in Tweet in G8:
[86] market
[63] research
[37] #devops
[36] hcl
[36] software
[36] portfolio
[24] #nocode
[23] download
[22] #hclswlobp
[21] report

Top Words in Tweet in G9:
[69] market
[51] still
[49] research
[46] elf
[42] people
[36] elf_token
[31] red
[29] holding
[29] strong
[29] paying

Top Words in Tweet in G10:
[62] 451nexus
[62] provides
[62] holistic
[62] view
[62] innovation
[62] entire
[62] enterprise
[62] landscape
[62] explore
[62] session

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1840] market,research
[394] group,consumer
[394] consumer,research
[393] nation,oldest
[393] oldest,consumer
[393] consumer,advocacy
[393] advocacy,group
[393] research,sent
[393] sent,letter
[393] letter,10

Top Word Pairs in Tweet in G1:
[661] market,research
[224] research,report
[164] stock,market
[132] market,size
[131] market,news
[130] profit,faster
[130] faster,stock
[130] news,research
[85] research,inc
[85] view,research

Top Word Pairs in Tweet in G2:
[392] nation,oldest
[392] oldest,consumer
[392] consumer,advocacy
[392] advocacy,group
[392] group,consumer
[392] consumer,research
[392] research,sent
[392] sent,letter
[392] letter,10
[392] 10,governors

Top Word Pairs in Tweet in G3:
[192] fact,gallup
[192] gallup,korea
[192] korea,korean
[192] korean,biggest
[192] biggest,market
[192] market,research
[192] research,company
[192] company,legit
[192] legit,validating
[192] validating,hopes

Top Word Pairs in Tweet in G4:
[271] blockchain,research
[261] research,development
[150] partnership,between
[135] between,#calo
[133] kzgmalik,congratulations
[132] development,company
[130] congratulations,successful
[130] successful,partnership
[130] #calo,#jadelabs
[130] #jadelabs,jadelabs

Top Word Pairs in Tweet in G5:
[103] took,ultraviolette
[103] ultraviolette,electric
[103] electric,bike
[103] bike,around
[103] around,area
[103] area,roads
[103] roads,asked
[103] asked,random
[103] random,passing
[103] passing,bikers

Top Word Pairs in Tweet in G6:
[95] governor,bank
[95] bank,canada
[95] canada,publicly
[95] publicly,disclose
[95] disclose,assets
[95] assets,huge
[95] huge,public
[95] public,concern
[94] stephenpunwasi,governor
[2] daniel_foch,thehabistat

Top Word Pairs in Tweet in G7:
[29] weekly,market
[29] market,update
[29] update,price
[29] price,index
[29] index,recovers
[29] recovers,volatility
[29] volatility,volume
[29] volume,indices
[29] indices,fall
[29] fall,top

Top Word Pairs in Tweet in G8:
[36] hcl,software
[36] software,#devops
[36] #devops,portfolio
[25] market,research
[21] #hclswlobp,#nocode
[20] portfolio,analizad
[20] analizad,download
[20] download,report
[20] report,#hclswlobp
[19] miriamasensi,hcl

Top Word Pairs in Tweet in G9:
[29] elf,elf_token
[29] elf_token,red
[29] red,market
[29] market,holding
[29] holding,strong
[29] strong,still
[29] still,paying
[28] paying,people
[28] people,daily
[20] donated,43k

Top Word Pairs in Tweet in G10:
[62] 451nexus,provides
[62] provides,holistic
[62] holistic,view
[62] view,innovation
[62] innovation,entire
[62] entire,enterprise
[62] enterprise,landscape
[62] landscape,explore
[62] explore,session
[62] session,recordings

Top Replied-To
Top Replied-To in Entire Graph:
@je_research
@cryptogems555
@watcherguru
@oriondepp
@_tokenhunter
@cardano_whale
@msi_research
@hfi_research
@fromphdtolife
@randfish

Top Replied-To in G6:
@stephenpunwasi
@daniel_foch

Top Replied-To in G8:
@a100plusgrowth
@airtable

Top Replied-To in G9:
@cryptogems555
@watcherguru
@lukaevans_
@altcryptogems
@officialtravlad
@x100gems
@hannabutler_
@m00nt0mars
@katemillergems
@dacryptoghost

Top Mentioned
Top Mentioned in Entire Graph:
@hraleighspeaks
@seonmallangie
@kzgmalik
@luuphulam
@appcalo
@svembu
@stephenpunwasi
@spgmarketintel
@arynewsofficial
@cryptocom

Top Mentioned in G1:
@bravenewcoin
@stigmabase
@booklaunchbiz
@satabdi_m
@jarnmagazine
@theadcoach1
@pationews
@greenchef2
@create4purpose
@roicaptain

Top Mentioned in G2:
@hraleighspeaks
@comradevero
@blackrock

Top Mentioned in G3:
@seonmallangie

Top Mentioned in G4:
@kzgmalik
@luuphulam
@appcalo
@cowboysnake
@jade_labs
@darcy21814809
@kingspeed_io
@jasontonycali
@willzitj

Top Mentioned in G5:
@svembu

Top Mentioned in G6:
@stephenpunwasi
@thehabistat
@nodilbit
@daniel_foch
@hraleighspeaks

Top Mentioned in G7:
@cryptocom
@grayscale
@david_grid
@mattmaximo1

Top Mentioned in G8:
@miriamasensi
@giancar76611830
@analytics_699
@akbarth3great
@coolerdata
@solomonalvink
@vishne0
@thrivedesk
@pranjalsoni_
@colortokensinc

Top Mentioned in G9:
@elf_token
@kitkatkitkat87
@thealtcointoken
@djspellbound
@watcherguru
@hanzo111111
@cryptogems555
@lukaevans_
@shibarmybsc
@shibtoken

Top Mentioned in G10:
@spgmarketintel

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cryptotraderpro
@marshawright
@cybersec_feeds
@chidambara09
@zyitegadgets
@gambiste1
@pairsonnalitesa
@xaelbot
@solutioneer72

Top Tweeters in G1:
@zyitegadgets
@pairsonnalitesa
@politicalhedge
@collegaegezocht
@blackcentaurfx
@stigmabasee
@fainformazione
@robinsportsnews
@pairsonnalitesn
@mortgage_shop

Top Tweeters in G2:
@michaelbarger1
@gil00006
@eclectelectric
@tony_hambleton
@laurawilsongal
@dhallnole
@ocamericans
@charlesbledford
@rogergumley
@craigr3521

Top Tweeters in G3:
@ristza
@hyunwink__
@_fhatz_
@seonhomecha
@xfxcouldflyxx
@shhnrhzm
@56latte
@nyeetuh
@pop_mootono
@kim_qira

Top Tweeters in G4:
@nghancarlos
@tukoato
@xpoolbscx
@zameliayoungz
@herobscex1
@lovevaint
@mackayjonh
@kyu_tiny
@kzgmalik
@khuongtran1902

Top Tweeters in G5:
@aryavart_bhumi
@mandarsawant184
@iyernbk
@autovega
@dk12bm
@colablizzard
@brittoivor
@santhoshraman6
@blitzcloud87
@abj7089

Top Tweeters in G6:
@tigershah26
@emistential
@mybeautybug
@nodilbit
@evasiu21
@yogthos
@cindian1
@elegantinab
@jonahjameson11
@canadian_stix

Top Tweeters in G7:
@vmrwanda
@miguelicarlos
@vjmachiavelli
@x_holyspawn_x2
@discryptoorg
@stockingup7
@wealthc76293870
@erhan_sh
@annanhat2
@marjinevren520

Top Tweeters in G8:
@cybersec_feeds
@xaelbot
@ipythonistabot
@morolswediu
@coderretweet
@fabriciosx
@_funbot
@botcybersec
@calcaware
@fluttbot

Top Tweeters in G9:
@hannabutler_
@katemillergems
@lukaevans_
@nftaggregator
@cryptogems555
@binance
@cryptoprime007
@gate_io
@ariefdns
@kucoincom

Top Tweeters in G10:
@quintero_funes
@r___83___o
@bgenebra
@waikikibeech
@kellenbergerz
@alonso66764409
@victore97943972
@loretoos
@alonso15922455
@ledysquintero6


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