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market research_2022-01-14_04-36-03.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2022
Short Description:
market research via NodeXL https://bit.ly/3FxvCEN
@christinemilne
@alexwodak
@aaaopinion
@alexhawkemp
@juliagulia8888
@binance
@saitawolfpack
@djokernole
@ramos_tailors
@artificialbra1n

Top hashtags:
#marketresearch
#market
#research
#nft
#cryptocurrency
#forex

Description:
Description
The graph represents a network of 7,537 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, 14 January 2022 at 12:55 UTC.

The requested start date was Friday, 14 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 3-day, 4-hour, 26-minute period from Monday, 10 January 2022 at 20:29 UTC to Friday, 14 January 2022 at 00:55 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 : 7537
Unique Edges : 4368
Edges With Duplicates : 8605
Total Edges : 12973
Number of Edge Types : 5
Tweet : 3287
Replies to : 716
Mentions : 1525
Retweet : 3324
MentionsInRetweet : 4121
Self-Loops : 3374
Reciprocated Vertex Pair Ratio : 0.0159600997506234
Reciprocated Edge Ratio : 0.0314187530682376
Connected Components : 2451
Single-Vertex Connected Components : 1236
Maximum Vertices in a Connected Component : 789
Maximum Edges in a Connected Component : 1703
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.21757
Graph Density : 0.000107590240588046
Modularity : 0.523206
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,537 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, 14 January 2022 at 12:55 UTC.

The requested start date was Friday, 14 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 3-day, 4-hour, 26-minute period from Monday, 10 January 2022 at 20:29 UTC to Friday, 14 January 2022 at 00:55 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:
[20] https://crypto.com/
[18] https://www.researchandmarkets.com/
[15] https://news.google.com/__i/rss/rd/articles/CBMi-AFodHRwczovL3d3dy5nbG9iZW5ld3N3aXJlLmNvbS9uZXdzLXJlbGVhc2UvMjAyMi8wMS8wNS8yMzYxNjY1LzAvZW4vUXVhbnR1bS1Db21wdXRpbmctTWFya2V0LVJlc2VhcmNoLVJlcG9ydC1ieS1UZWNobm9sb2d5LWJ5LURlcGxveW1lbnQtYnktT2ZmZXJpbmctYnktRW5kLVVzZS1ieS1BcHBsaWNhdGlvbi1ieS1TdGF0ZS1Vbml0ZWQtU3RhdGVzLUZvcmVjYXN0LXRvLTIwMjYtQ3VtdWxhdGl2ZS1JbXBhY3Qtb2YtQ09WSUQtMTkuaHRtbNIBAA?oc=5
[15] https://www.forbes.com/sites/edwardsegal/2022/01/11/freelancers-continue-to-run-risk-of-being-out-of-sync-with-labor-market/?sh=38e383f9459c&utm_campaign=socialflowForbesMainTwitter&utm_source=ForbesMainTwitter&utm_medium=social
[15] https://xquake.org/
[15] https://www.dropbox.com/s/1our2cs2g1cvkb1/Whitepaper%20XQuake%20v2.0.pdf?dl=0
[14] https://www.workrisenetwork.org/workrise-awards-24-million-support-research-advancing-economic-mobility-and-equity-us-labor-market
[10] https://maggnetsolutions.net/
[9] https://www.biometricupdate.com/202201/china-intensifies-biometrics-video-surveillance-research-as-social-credit-market-builds
[9] https://Phantasma.io

Top URLs in Tweet in G1:
[10] https://maggnetsolutions.net/
[9] https://chat.whatsapp.com/EfV4cDwLJkkL9CncCxhVmS
[8] https://www.researchandmarkets.com/
[6] https://www.piie.com/research/piie-charts/us-labor-market-made-rapid-progress-2021-employment-rates-remain-depressed
[6] https://www.twago.com/project/market-research-combine-harvester/174172
[4] https://finance.yahoo.com/news/cyber-security-market-research-report-124000495.html?utm_source=dlvr.it&utm_medium=twitter
[4] https://noa.uk.net/research/market-research/
[4] https://stockedge.com/plans/stockedge-premium-annual-mr/25?utm_source=twitter.com&utm_medium=social&utm_campaign=se-premium
[3] https://www.investing.com/news/stock-market-news/who-says-more-research-needed-on-vaccine-efficacy-against-omicron-2735600?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.fitchratings.com/research/islamic-finance/promising-outlook-for-global-sukuk-market-following-robust-2021-11-01-2022

Top URLs in Tweet in G4:
[6] https://www.researchandmarkets.com/
[4] https://neurons.ai/blog/news-stories/machine-learning-apache-flink-ml-2-0-opens-for-python-market-research-telecast/
[3] https://www.asdreports.com/market-research-report-595513/artificial-intelligence-agriculture-market-analysis-forecast?utm_source=dlvr.it&utm_medium=twitter
[3] https://neurons.ai/blog/news-stories/artificial-intelligence-for-deepfakes-creation-and-detection-market-research-report-2021/
[3] https://www.marketstudyreport.com/reports/global-mobile-security-market-size-research
[2] http://energysiren.co.ke/2022/01/05/artificial-emotional-intelligence-market-maximum-benefit-and-growth-potential-of-key-players-2028-ibm-microsoft-eyesight-technologies-affectiva-nuralogix-2/
[2] https://www.asdreports.com/market-research-report-490162/autonomous-last-mile-delivery-market-global-forecast?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.galvnews.com/news_ap/business/article_66b43186-11a1-5aec-bb91-e604853ce9c9.html
[2] https://www.cbinsights.com/research/unicorn-startup-market-map/
[2] https://www.businesswire.com/news/home/20220112005519/en/Artificial-Intelligence-for-Deepfakes-Creation-and-Detection-Market-Research-Report-2021---ResearchAndMarkets.com?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G6:
[9] https://Phantasma.io
[6] https://trade.kucoin.com:443/SOUL-USDT
[1] https://twitter.com/i/web/status/1481265800015388674
[1] https://t.me/phantasma_io

Top URLs in Tweet in G10:
[1] https://commonslibrary.parliament.uk/research-briefings/cbp-7851/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[152] marketresearch
[137] market
[134] research
[76] nft
[62] cryptocurrency
[56] forex
[53] business
[51] fx
[50] asdreports
[40] nfts



Top Hashtags in Tweet in G1:
[85] marketresearch
[54] forex
[52] research
[50] fx
[50] asdreports
[35] market
[25] biotechnology
[25] medicaldevices
[23] automotive
[23] lifescience

Top Hashtags in Tweet in G2:
[1] morrisonfail
[1] auspol

Top Hashtags in Tweet in G3:
[2] saitamawolfpack
[1] saitama
[1] saitamask

Top Hashtags in Tweet in G4:
[21] ai
[17] artificialintelligence
[14] finperform
[13] cdo
[11] technology
[9] datagovernance
[8] regtech
[7] iot
[5] digitaltransformation
[5] intoainews

Top Hashtags in Tweet in G6:
[59] nft
[57] market
[56] cryptocurrency
[38] coins
[7] phantasma
[6] pancakeswap
[4] uniswap
[3] blockchain
[2] undervalued
[2] uniswapv2

Top Words
Top Words in Tweet in Entire Graph:
[5933] market
[4687] research
[865] covid
[850] report
[791] set
[780] power
[752] christinemilne
[749] national
[739] former
[734] boss

Top Words in Tweet in G1:
[2171] market
[1631] research
[447] report
[306] global
[264] 2021
[263] more
[199] 2022
[186] analysis
[162] size
[159] forecast

Top Words in Tweet in G2:
[744] christinemilne
[722] national
[722] covid
[722] coordination
[722] taskforce
[722] chaired
[722] former
[722] fortescue
[722] boss
[722] neville

Top Words in Tweet in G3:
[175] binance
[173] personal
[173] view
[173] seriously
[173] believe
[173] considering
[173] saitama
[173] right
[173] fees
[173] equals

Top Words in Tweet in G4:
[247] market
[123] research
[85] report
[76] artificial
[74] intelligence
[63] global
[51] analysis
[45] size
[42] 2021
[41] forecast

Top Words in Tweet in G5:
[162] market
[81] research
[81] down
[81] buy
[81] researching
[80] cj_johnson17th

Top Words in Tweet in G6:
[115] research
[66] market
[59] #nft
[58] soul
[57] #market
[56] blockdevcom
[56] being
[56] #cryptocurrency
[55] tracked
[53] soul's

Top Words in Tweet in G7:
[77] crypto
[77] make
[76] buying
[76] during
[76] dip
[76] period
[76] sure
[76] carrying
[76] research
[76] year

Top Words in Tweet in G8:
[73] efta
[71] ianblackford_mp
[71] scotland
[71] eea
[71] sg
[71] used
[71] holyrood
[71] elections
[71] plebiscite
[70] markmmcnaught1

Top Words in Tweet in G9:
[50] unless
[50] believe
[50] edge
[50] current
[50] market
[50] environment
[50] recommendation
[50] put
[50] away
[50] charts

Top Words in Tweet in G10:
[2] trade
[2] eu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1921] market,research
[730] national,covid
[730] covid,coordination
[730] coordination,taskforce
[730] taskforce,chaired
[730] chaired,former
[730] former,fortescue
[730] fortescue,boss
[730] boss,neville
[730] neville,power

Top Word Pairs in Tweet in G1:
[747] market,research
[307] research,report
[109] market,size
[73] report,2021
[63] report,global
[62] market,insights
[62] covid,19
[58] see,more
[56] more,tifia
[56] tifia,website

Top Word Pairs in Tweet in G2:
[722] national,covid
[722] covid,coordination
[722] coordination,taskforce
[722] taskforce,chaired
[722] chaired,former
[722] former,fortescue
[722] fortescue,boss
[722] boss,neville
[722] neville,power
[722] power,included

Top Word Pairs in Tweet in G3:
[173] personal,view
[173] view,seriously
[173] seriously,believe
[173] believe,binance
[173] binance,considering
[173] considering,saitama
[173] saitama,right
[173] right,fees
[173] fees,equals
[173] equals,money

Top Word Pairs in Tweet in G4:
[73] artificial,intelligence
[72] market,research
[53] research,report
[39] market,size
[18] report,2021
[17] intelligence,deepfakes
[17] deepfakes,creation
[17] creation,detection
[17] detection,market
[17] regtech,market

Top Word Pairs in Tweet in G5:
[81] market,research
[81] research,market
[81] market,down
[81] down,buy
[81] buy,researching
[80] cj_johnson17th,market

Top Word Pairs in Tweet in G6:
[55] being,tracked
[55] #cryptocurrency,#market
[54] #market,research
[50] blockdevcom,soul's
[38] #nft,#coins
[38] #coins,being
[38] ve,spent
[38] spent,lots
[38] lots,time
[38] time,conducting

Top Word Pairs in Tweet in G7:
[76] buying,during
[76] during,crypto
[76] crypto,dip
[76] dip,period
[76] period,make
[76] make,sure
[76] sure,carrying
[76] carrying,research
[76] research,year
[76] year,daos

Top Word Pairs in Tweet in G8:
[71] ianblackford_mp,scotland
[71] scotland,efta
[71] efta,eea
[71] eea,sg
[71] sg,used
[71] used,holyrood
[71] holyrood,elections
[71] elections,plebiscite
[70] markmmcnaught1,ianblackford_mp

Top Word Pairs in Tweet in G9:
[50] unless,believe
[50] believe,edge
[50] edge,current
[50] current,market
[50] market,environment
[50] environment,recommendation
[50] recommendation,put
[50] put,away
[50] away,charts
[50] charts,use

Top Replied-To
Top Replied-To in Entire Graph:
@watcherguru
@hannabutler_
@mtrl_scientist
@grammarhippy
@polkawarriors_
@venturesbc
@nytimes
@altcoindailyio
@workrisenetwork
@oriondepp

Top Replied-To in G2:
@christinemilne
@trevorburdon
@bernielak
@ronnisalt
@doctorkarl

Top Replied-To in G3:
@binance

Top Replied-To in G4:
@valaafshar

Top Replied-To in G6:
@thecryptolark
@soul
@strictlyxcrypto

Top Replied-To in G8:
@ianblackford_mp

Top Replied-To in G10:
@andrewsibley15

Top Mentioned
Top Mentioned in Entire Graph:
@christinemilne
@binance
@saitawolfpack
@cj_johnson17th
@tife_fabunmi
@markmmcnaught1
@ianblackford_mp
@blockdevcom
@_10delta_
@aidanamaganda

Top Mentioned in G1:
@housingitguy
@stigmabase
@gecko39
@zerotrustnews
@macrostratchris
@booklaunchbiz
@4xigc
@theprofitabull
@hfi_research
@top_tutorscorp

Top Mentioned in G2:
@christinemilne
@ronnisalt
@scottmorrisonmp
@joshfrydenberg
@balgowallah
@trevorburdon
@adamnicotera
@doctorkarl
@middlebackrow

Top Mentioned in G3:
@binance
@saitawolfpack
@defiwarriorgame

Top Mentioned in G4:
@suriyasubraman
@neurons_ai
@cbinsights
@milocamj
@microsoft
@apple
@allied_mr
@digital_trans4m
@marketstudyr
@ainewsfeed

Top Mentioned in G5:
@cj_johnson17th

Top Mentioned in G6:
@blockdevcom
@nftdown
@phantasmac
@phantasmachain
@petercr83559198
@pixlcoin
@ghostmarketio
@thecryptolark
@cryp_zo_86
@p

Top Mentioned in G7:
@tife_fabunmi

Top Mentioned in G8:
@markmmcnaught1
@ianblackford_mp

Top Mentioned in G9:
@_10delta_
@defikingdoms

Top Mentioned in G10:
@stilllearning90
@borderjasper
@martinwesson3
@mindedmusically
@1971jimboj1
@begentle50
@wanderer_bolton
@iaincolledge
@the_leaver
@brianbloop2

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@threadreaderapp
@cryptotraderpro
@chidambara09
@gambiste1
@newsoneplace
@stigmabasea
@xaelbot
@collegemenfess
@crweworld

Top Tweeters in G1:
@newsoneplace
@stigmabasea
@crweworld
@blackcentaurfx
@stigmabasee
@fainformazione
@newsfilterio
@stigmabasen
@mortgage_shop
@chronlaw

Top Tweeters in G2:
@3wombats
@ketaminh
@darylgibson
@daveyk317
@rbjron
@leel06lee
@morpheusbeing
@protectingterra
@raywilton4
@michaelpurvis64

Top Tweeters in G3:
@cryptostocknl
@dritterl
@pawan95_
@jcrosas2022
@mickeymalarkey
@msonergumus
@crypto_s_1
@carlos07857547
@jonnklein
@usesaitamask

Top Tweeters in G4:
@sectest9
@chidambara09
@cybersecurityn8
@artificialbra1n
@valaafshar
@education_24x7
@ricardo_ik_ahau
@thecuriousluke
@pythonexpertbot
@suriyasubraman

Top Tweeters in G5:
@hey_meesh
@setdastandards
@nemorated
@giraldiina
@_jtoni
@irickyanderson
@lokey_23_
@king_hinton5
@bryan_miano
@drake_thegreat

Top Tweeters in G6:
@rkozlowski13
@thecryptolark
@cliffson20
@adelalaisin
@whaleynft
@calicryptoco
@tah51622089tah
@bigrace10
@zoelyte1
@sandrin68251319

Top Tweeters in G7:
@pirowbanks
@giftedsuredol
@israelzaxs
@jigavybes
@emampam
@dontomzy14
@tife_fabunmi
@ferdynand__
@letter_to_jack
@fiyin____

Top Tweeters in G8:
@mae_carson2
@markrowantree
@sylv_taylor
@neek1974
@demcbot
@kizziewiz
@dragoonguard
@crobertsonuk
@elledeer88
@granval04

Top Tweeters in G9:
@lazulcapital
@fastbreakharden
@aymarae
@focusedoncrypto
@mogumogutomato3
@jmunetsii
@topshotswickie
@iamlongeth
@petrifytcg
@guptamusings

Top Tweeters in G10:
@andrewknight226
@roblev0
@leftbehindpoet
@david19531501
@davidmetroland
@iaincolledge
@conraddkonnrad
@the_leaver
@andrewsibley15
@susan04071