marketing research, Twitter, 3/10/2023 11:32:09 AM, 290792


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marketing research_2023-03-10_02-51-53.xlsx
marketing research_2023-03-10_02-51-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 10, 2023
Short Description:
marketing research via NodeXL https://bit.ly/422r6L5
@speedyzcnft
@havealotdc
@ucloudify
@christ_onuoha
@reutsmichael1
@vantestream
@samsungmobile
@cmwalker
@aazarshad
@memdotai

Top hashtags:
#marketing
#cnft
#research
#pay
#calculus
#online
#essay
#statistics

Description:
Description
The graph represents a network of 4,344 Twitter users whose recent tweets contained "marketing research", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/9/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 10 March 2023 at 11:27 UTC.

The tweets in the network were tweeted over the 1777-day, 7-hour, 30-minute period from Friday, 27 April 2018 at 17:29 UTC to Friday, 10 March 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4344
Unique Edges : 2435
Edges With Duplicates : 7137
Total Edges : 9572
Number of Edge Types : 9
Tweet : 2356
Retweet : 2023
MentionsInRetweet : 2474
Mentions : 579
Replies to : 888
MentionsInReplyTo : 1159
Quote : 60
MentionsInQuote : 26
MentionsInQuoteReply : 7
Self-Loops : 3568
Reciprocated Vertex Pair Ratio : 0.0367561260210035
Reciprocated Edge Ratio : 0.0709060213843557
Connected Components : 1619
Single-Vertex Connected Components : 961
Maximum Vertices in a Connected Component : 741
Maximum Edges in a Connected Component : 1930
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.839174
Graph Density : 0.000188381294765735
Modularity : 0.42813
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,344 Twitter users whose recent tweets contained "marketing research", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/9/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 10 March 2023 at 11:27 UTC.

The tweets in the network were tweeted over the 1777-day, 7-hour, 30-minute period from Friday, 27 April 2018 at 17:29 UTC to Friday, 10 March 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : marketing 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:
[35] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[26] https://blog.hubspot.com/marketing/social-media-metrics-ceos-cares-about
[20] https://twitter.com/_PerfectWriters/status/1626673937991041025/photo/1
[14] http://jameshicks.net/go-w3
[13] https://twitter.com/messages/compose?recipient_id=1415400345698816006
[12] https://api.whatsapp.com/send?phone=13024004204&text=Hi%2C%20I%20have%20an%20assignment%2C%20I%20need%20done%20%20
[11] https://research.cointelegraph.com/reports/detail/web3-marketing-buzz-or-tech-revolution
[10] https://twitter.com/messages/compose?recipient_id=854566353608605696
[9] https://truthinitiative.org/research-resources/tobacco-industry-marketing/how-tobacco-industry-trying-infiltrate-public-health
[7] https://www.whatsapp.com/download/

Top URLs in Tweet in G1:
[25] https://blog.hubspot.com/marketing/social-media-metrics-ceos-cares-about
[14] http://jameshicks.net/go-w3
[13] https://twitter.com/messages/compose?recipient_id=1415400345698816006
[12] https://api.whatsapp.com/send?phone=13024004204&text=Hi%2C%20I%20have%20an%20assignment%2C%20I%20need%20done%20%20
[10] https://twitter.com/messages/compose?recipient_id=854566353608605696
[7] https://www.whatsapp.com/download/
[6] https://www.enterprisetimes.co.uk/2023/02/14/blind-marketing-64-of-ecommerce-marketers-fail-to-measure-customer-engagement/
[6] https://digiday.com/marketing/digiday-research-deep-dive-brands-confidence-in-instagram-grows-while-agencies-confidence-wavers/?utm_source=dlvr.it&utm_medium=twitter
[5] https://blog.hubspot.com/marketing/social-media-metrics-ceos-cares-about?utm_source=dlvr.it&utm_medium=twitter
[5] https://twitter.com/max_acadhelp/status/1557616565331578880

Top URLs in Tweet in G2:
[1] https://twitter.com/SpeedyzCNFT/status/1632753353699491841/photo/1

Top URLs in Tweet in G3:
[1] https://twitter.com/vantestream/status/1632378464081772544/video/1

Top URLs in Tweet in G4:
[2] https://www.hostinger.com/
[2] https://chat.openai.com
[1] https://twitter.com/bbourque/status/1633445061315686403/photo/1
[1] https://userp.io/state-of-backlinks-for-seo/
[1] https://gumroad.com/
[1] https://hypefury.com/
[1] https://blackmagic.so/
[1] https://www.notion.so/
[1] https://openmkt.org/research/replications-of-marketing-studies/
[1] https://mem.ai/p/9faX2Kjqh70FKtlvep8u

Top URLs in Tweet in G5:
[1] https://t.me/BrothersProjectExhibit/2092
[1] https://twitter.com/BrotherMKT/status/1632703589679243266/photo/1

Top URLs in Tweet in G6:
[10] https://research.cointelegraph.com/reports/detail/web3-marketing-buzz-or-tech-revolution
[4] https://twitter.com/citizentvkenya/status/1633872754645819393/photo/1
[2] https://www.marketingcharts.com/cross-media-and-traditional/content-marketing-228854?mc_cid=aa8890a6f2&mc_eid=c715e40092
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL29QMnhZOD8=&uuid=03142331-bf36-11ed-8970-4e7068584247&vid=
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL29QMnhZOD8=&uuid=00f212e5-bf36-11ed-905a-6c644856526e&vid=
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL29QMnhZOD8=&uuid=035a5c87-bf36-11ed-a03f-787653654541&vid=
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL29QMnhZOD8=&uuid=008e1a4f-bf36-11ed-9cce-49687a586a57&vid=
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL29QMnhZOD8=&uuid=003d6394-bf36-11ed-8eee-664365425357&vid=
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL29QMnhZOD8=&uuid=033874f1-bf36-11ed-8250-6a74464b4652&vid=
[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL1pXZ1J4cD8=&uuid=01a69a4d-bf36-11ed-a822-456351675571&vid=

Top URLs in Tweet in G7:
[1] https://trib.al/y1F8NQp
[1] https://twitter.com/i/web/status/1632440520264896512

Top URLs in Tweet in G8:
[1] https://ahf.nuclearmuseum.org/ahf/history/human-radiation-experiments/

Top URLs in Tweet in G9:
[1] https://www.chicagobooth.edu/-/media/faculty/research-professional-program/job-ads/2022-23/kraft-ad_final.pdf
[1] https://twitter.com/KraftA21/status/1631679178842963971/photo/1

Top URLs in Tweet in G10:
[1] https://paper.li/dougschorr/1415756990?share_id=61eddf10-bc2e-11ed-890c-fa163ed80008
[1] https://twitter.com/1575414573019979776/status/1616649547350151169
[1] https://www.linkedin.com/feed/update/urn:li:share:7038255992396009472
[1] https://www.cruiseandferry.net/articles/why-methanol-has-potential-in-the-cruise-industry-1
[1] https://marketoonist.com/2023/03/marketing-planning.html
[1] https://twitter.com/alvinfoo/status/1632878885330198530/photo/1
[1] https://www.quirks.com/articles/6-top-low-incidence-recruiting-companies
[1] https://twitter.com/QuirksMR/status/1632757940389019649/photo/1
[1] https://mailchi.mp/quirks/your-marketing-research-news-for-february-27-march-3-2023

Top Domains
Top Domains in Tweet in Entire Graph:
[1184] twitter.com
[121] fiverr.com
[52] google.com
[39] hubspot.com
[35] pallav.io
[30] co.uk
[20] whatsapp.com
[17] youtube.com
[17] linkedin.com
[14] jameshicks.net

Top Domains in Tweet in G1:
[533] twitter.com
[57] fiverr.com
[38] hubspot.com
[20] whatsapp.com
[18] co.uk
[16] google.com
[14] jameshicks.net
[12] linkedin.com
[11] workwithjameshicks.com
[9] wordpress.com

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

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

Top Domains in Tweet in G4:
[6] mem.ai
[2] hostinger.com
[2] openai.com
[1] twitter.com
[1] userp.io
[1] gumroad.com
[1] hypefury.com
[1] blackmagic.so
[1] notion.so
[1] openmkt.org

Top Domains in Tweet in G5:
[1] t.me
[1] twitter.com

Top Domains in Tweet in G6:
[41] fiverr.com
[33] twitter.com
[10] cointelegraph.com
[4] forbes.com
[4] thehill.com
[3] marketingcharts.com
[3] co.ke
[2] umich.edu
[1] whitehouse.gov
[1] citizen.digital

Top Domains in Tweet in G7:
[1] trib.al
[1] twitter.com

Top Domains in Tweet in G8:
[1] nuclearmuseum.org

Top Domains in Tweet in G9:
[1] chicagobooth.edu
[1] twitter.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] paper.li
[1] linkedin.com
[1] cruiseandferry.net
[1] marketoonist.com
[1] quirks.com
[1] mailchi.mp

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[512] marketing
[421] cnft
[267] research
[251] pay
[246] calculus
[187] online
[184] essay
[148] statistics
[144] nursing
[130] algebra



Top Hashtags in Tweet in G1:
[267] marketing
[138] research
[131] pay
[126] calculus
[82] essay
[82] online
[75] business
[74] statistics
[73] nursing
[65] assignment

Top Hashtags in Tweet in G2:
[420] cnft
[1] cnftgiveaway
[1] cnftcommunity
[1] cnfts
[1] cnftproject
[1] nfts

Top Hashtags in Tweet in G4:
[5] marketing
[4] mecfs
[4] longcovid
[1] calculus
[1] research
[1] pay
[1] essay
[1] online
[1] nursing
[1] statistics

Top Hashtags in Tweet in G6:
[2] ntvtonight
[2] education
[2] research
[2] b2b
[2] thoughtleadership
[2] b2bimreport
[1] forbes3050
[1] whatsahead
[1] ntvjioni
[1] tonight

Top Hashtags in Tweet in G7:
[1] thisislperiod

Top Hashtags in Tweet in G10:
[56] crowdfunding
[56] kickstarter
[56] indiegogo
[56] startup
[56] startupweekend
[37] marketing
[17] research
[16] copywriting
[15] copywritersunite
[4] contentmarketing

Top Words
Top Words in Tweet in Entire Graph:
[4173] research
[3439] marketing
[1599] paper
[1348] calculus
[1160] due
[1115] help
[1090] class
[1061] online
[1031] assignment
[1019] essay

Top Words in Tweet in G1:
[1629] research
[1511] marketing
[1104] paper
[780] calculus
[715] help
[686] due
[653] online
[651] essay
[646] class
[614] assignment

Top Words in Tweet in G2:
[420] done
[420] twitter
[420] give
[420] stay
[420] boost
[420] big
[420] provide
[420] plans
[420] #cnft
[420] research

Top Words in Tweet in G3:
[181] tm
[181] co
[181] roh
[181] let's
[181] president
[181] speech
[181] samsungmobile
[181] head
[181] research
[181] reminisce

Top Words in Tweet in G4:
[104] marketing
[103] research
[85] content
[77] seo
[76] more
[75] chatgpt
[74] keyword
[73] cmwalker
[72] free
[71] created

Top Words in Tweet in G5:
[69] marketing
[69] partnership
[69] odoge
[69] approached
[69] owner
[69] official
[69] project
[69] announcement
[69] brothers
[68] brothermkt

Top Words in Tweet in G6:
[16] research
[15] marketing
[13] b2b
[11] report
[11] technology
[10] cointelegraph
[10] description
[10] read
[10] thorough
[10] layering

Top Words in Tweet in G7:
[9] marketing
[8] research
[5] hersheys
[4] libsoftiktok
[3] foxnews
[3] women
[3] card
[3] laurenboebert
[3] more
[3] made

Top Words in Tweet in G8:
[3] interventions
[2] jimsatone
[2] suesue2point0
[2] anzacmegan
[2] pawley_robert
[2] good
[2] dave_odo
[2] nottaleftard
[2] dpbeachny
[2] ptuk_us

Top Words in Tweet in G9:
[40] school
[40] marketing
[40] prepare
[40] topics
[40] looking
[40] behavioral
[40] economics
[40] around
[40] broadly
[40] interested

Top Words in Tweet in G10:
[121] research
[108] tip
[104] incentive
[104] pledge
[104] including
[104] limited
[104] program
[104] cover
[104] expenses
[104] #2356

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[886] online,class
[879] essay,due
[763] research,paper
[607] algebra,calculus
[559] due,assignment
[516] math,algebra
[509] biology,nursing
[504] class,research
[482] nursing,essay
[476] assignment,online

Top Word Pairs in Tweet in G1:
[566] essay,due
[551] online,class
[516] research,paper
[322] due,assignment
[322] class,research
[304] algebra,calculus
[291] assignment,online
[257] biology,nursing
[256] project,marketing
[253] nursing,essay

Top Word Pairs in Tweet in G2:
[420] #cnft,twitter
[420] research,ready
[420] twitter,big
[420] plans,provide
[420] tuned,plans
[420] boost,stay
[420] provide,web3
[420] ready,give
[420] give,#cnft
[420] big,boost

Top Word Pairs in Tweet in G3:
[181] co,president
[181] let's,reminisce
[181] samsungmobile,delivers
[181] research,samsungmobile
[181] delivers,speech
[181] roh,co
[181] head,research
[181] president,head
[181] speech,taehyung
[181] tm,roh

Top Word Pairs in Tweet in G4:
[73] keyword,research
[71] created,video
[71] writing,keyword
[71] assistant,seo
[71] video,course
[71] chatgpt,free
[71] research,more
[71] more,created
[71] free,marketing
[71] content,writing

Top Word Pairs in Tweet in G5:
[69] approached,owner
[69] partnership,odoge
[69] odoge,brothers
[69] marketing,approached
[69] owner,project
[69] official,partnership
[69] brothers,marketing
[69] announcement,official
[68] brothermkt,announcement

Top Word Pairs in Tweet in G6:
[10] thorough,description
[10] read,report
[10] networking,technology
[10] description,layering
[10] layering,networking
[10] report,thorough
[9] cointelegraph,read
[9] technology,cl
[7] mba,students
[7] university,texas

Top Word Pairs in Tweet in G7:
[3] marketing,research
[2] inurfaceb,princessmomoka2
[2] princessmomoka2,tw175663056
[2] project_veritas,michaeljknowles
[2] senrandpaul,gop
[2] realdailywire,foxnews
[2] foxnews,seanhannity
[2] mana_rush,designererica27
[2] leadermcconnell,senrandpaul
[2] tuckercarlson,ingrahamangle

Top Word Pairs in Tweet in G8:
[2] ghoppe,burgerlab12
[2] provaxtexan,top_muppetries
[2] skepticalmutant,nevadto
[2] frankdelia7,liamkav
[2] carlsmythe,nottaleftard
[2] mcfunny,nicoleg425
[2] basil_ireton,tierrahenson
[2] ptuk_us,anzacmegan
[2] jimsatone,dapperscyphozoa
[2] megalodon_16,jimsatone

Top Word Pairs in Tweet in G9:
[40] graduate,school
[40] behavioral,economics
[40] broadly,centered
[40] centered,around
[40] topics,broadly
[40] interested,topics
[40] around,marketing
[40] prepare,graduate
[40] marketing,behavioral
[40] looking,prepare

Top Word Pairs in Tweet in G10:
[104] crowdfunding,tip
[104] #2356,incentive
[104] program,cover
[104] expenses,including
[104] cover,expenses
[104] including,limited
[104] incentive,pledge
[104] pledge,program
[104] tip,#2356
[56] processing,research

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@acadhelpernyx
@citizentvkenya
@forbes
@thehill
@ihategetx
@examsexperts
@ntvkenya
@standardkenya
@bertojongman100

Top Replied-To in G1:
@acadhelpernyx
@khatebessays
@anthonyexams
@chumaassignmen1

Top Replied-To in G4:
@mjnfarran
@rabitrh
@vkanna1509
@estel_strider
@mikeredmer
@sdassereto
@aazarshad

Top Replied-To in G6:
@potus
@citizentvkenya
@forbes
@thehill
@standardkenya
@ntvkenya
@umich
@binance
@ahmednasirlaw
@bw

Top Replied-To in G7:
@libsoftiktok
@nightguardian34
@voodookobra999
@foxnews
@againstgrmrs
@mattwalshblog
@paulchato
@wdwpro1
@repandybiggsaz
@laurenboebert

Top Replied-To in G8:
@soifererica
@crabb_vicki

Top Replied-To in G10:
@megankao_
@halomancer1
@alvinfoo

Top Mentioned
Top Mentioned in Entire Graph:
@speedyzcnft
@samsungmobile
@vantestream
@cmwalker
@brothermkt
@prime_writers_
@startupgenesis
@krafta21
@_perfectwriters
@_homeworkgurus

Top Mentioned in G1:
@accuratewriter_
@top_tutor_essay
@faithfulwrite
@eccellentpros
@eduscopewriters
@hwexpert
@shelby_help
@essay_writers12
@universityessa3

Top Mentioned in G2:
@speedyzcnft

Top Mentioned in G3:
@samsungmobile
@vantestream

Top Mentioned in G4:
@cmwalker
@hmjhere
@mirame_arts
@aazarshad
@garryflix
@ykamit
@joekdp_king
@hellonajmi1
@upscalemoney
@reutsmichael1

Top Mentioned in G5:
@brothermkt

Top Mentioned in G6:
@cointelegraph
@keequitybank
@ben_kitili
@hillaryclinton
@forbeswomen
@mcgrathmag
@billym2k
@marketingcharts
@toprank
@forbes

Top Mentioned in G7:
@hersheys
@inurfaceb
@princessmomoka2
@tw175663056
@mana_rush
@designererica27
@zerianhalycon
@theepicklepower
@v1oletvo33
@franksazerac

Top Mentioned in G8:
@dave_odo
@coralblob
@pawley_robert
@volpiranyas
@basil_ireton
@tierrahenson
@takethatct
@fudyou2
@bolt_carl
@ghoppe

Top Mentioned in G9:
@krafta21

Top Mentioned in G10:
@startupgenesis
@christ_onuoha
@iambabakudu
@tomfishburne
@jessl
@tamatay_com
@quirksmr
@uaxmact
@ualberta
@grantxxxi

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@paoloigna1
@tvin270584
@independent
@newsfilterio
@frontendla
@rahul05ranjan
@thehill
@sudeepkhatri
@jameshickstwi

Top Tweeters in G1:
@newsfilterio
@frontendla
@jameshickstwi
@jameshicksuk
@mlmleadrush
@jameshicksmlm
@workswithjames
@lean4lifetime
@richer4ever
@fitbody4ever

Top Tweeters in G2:
@paoloigna1
@cryptopipoy
@t4m3nx
@maelee021
@awesomesthan
@campomengua
@gerkolan
@awit0690
@jigacnft
@cimuhan

Top Tweeters in G3:
@pwetnitaehyung
@taetaebulous
@siewlynnc
@heidi64022865
@tete_fm_95
@swastika882
@zziru67
@v_onlyfortae
@cacaotheo
@cmu0071

Top Tweeters in G4:
@memdotai
@peirce39
@cmwalker
@tsukiuraalien
@thomaskleimann
@this0499154500
@nexttowealth
@_popcornvideo_
@chin_skinnerd
@hellonajmi1

Top Tweeters in G5:
@bocah_krypto
@itsfavor23
@cl_mania12
@ryu8_24
@_sdk_sdk_sdk_
@stevetsteves
@sam1r94
@justplebs
@coinstechnical
@alahluob

Top Tweeters in G6:
@thehill
@guardian
@nationafrica
@citizentvkenya
@africaupdates
@ntvkenya
@forbes
@standardkenya
@keequitybank
@bw

Top Tweeters in G7:
@foxnews
@realdailywire
@newsmax
@mattwalshblog
@realdonaldtrump
@gop
@michaeljknowles
@ingrahamangle
@faejohnstone
@liz_wheeler

Top Tweeters in G8:
@doritmi
@_mamadeb
@monstercoyliar
@takethatct
@mcfunny
@frankdelia7
@mancity
@pawley_robert
@andrewlazarus4
@carlsmythe

Top Tweeters in G9:
@a_ha256
@nirosaniazul
@dlmillimet
@ekonosaurus
@meosodma
@btshapir
@gk_ben
@afbilombo
@brokeguytrying
@mijaresluis419

Top Tweeters in G10:
@ucloudify
@ucloudifyai
@milocamj
@startupgenesis
@alvinfoo
@pvasquezv
@halomancer1
@havealotdc
@romyraves
@iambabakudu


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