marketing research, Twitter, 6/10/2022 10:25:41 AM, 278038


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marketing research_2022-06-10_02-51-54.xlsx
marketing research_2022-06-10_02-51-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 10, 2022
Short Description:
marketing research via NodeXL https://bit.ly/3MIbyTQ
@ldnbox
@cpittapa
@foundationincco
@jonbrosio
@sparktoro
@goodmarketinghq
@naturesseconds
@this0499154500
@andrewwritecopy
@jesseogbomedah

Top hashtags:
#marketing
#research
#pay
#diversity
#equality
#inclusion

Description:
Description
The graph represents a network of 6,154 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 10 June 2022 at 10:00 UTC.

The requested start date was Friday, 10 June 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 9-day, 7-hour, 45-minute period from Tuesday, 31 May 2022 at 11:00 UTC to Thursday, 09 June 2022 at 18:45 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 : 6154
Unique Edges : 3430
Edges With Duplicates : 9154
Total Edges : 12584
Number of Edge Types : 5
Retweet : 2974
MentionsInRetweet : 3215
Mentions : 2216
Tweet : 3429
Replies to : 750
Self-Loops : 3636
Reciprocated Vertex Pair Ratio : 0.0185267857142857
Reciprocated Edge Ratio : 0.0363795748411133
Connected Components : 2203
Single-Vertex Connected Components : 1331
Maximum Vertices in a Connected Component : 874
Maximum Edges in a Connected Component : 2784
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.586867
Graph Density : 0.000120505276007788
Modularity : 0.422671
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,154 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 10 June 2022 at 10:00 UTC.

The requested start date was Friday, 10 June 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 9-day, 7-hour, 45-minute period from Tuesday, 31 May 2022 at 11:00 UTC to Thursday, 09 June 2022 at 18:45 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 : 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:
[43] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[40] https://twitter.com/bacommissioner/status/1530179058109390850?s=20&t=ZgY19wF_CLNwSQ5jLsvpmw
[38] https://linktr.ee/RBXSamurai
[26] https://vippusa.org/wait-til-you-h
[21] https://www.topbots.com/marketing-ai-research-personalization/
[20] https://www.smartinsights.com/social-media-marketing/social-media-strategy/new-global-social-media-research/?utm_source=dlvr.it&utm_medium=twitter
[19] https://digiday.com/marketing/digiday-research-two-thirds-of-brands-agencies-are-ready-to-buy-ads-on-netflix/?utm_source=dlvr.it&utm_medium=twitter
[17] https://twitter.com/messages/compose?recipient_id=854566353608605696
[17] https://twitter.com/messages/compose?recipient_id=1415400345698816006
[16] https://edgrmtracking.com/order?rid=1339386d9f2e8939

Top URLs in Tweet in G1:
[43] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[18] https://www.smartinsights.com/social-media-marketing/social-media-strategy/new-global-social-media-research/?utm_source=dlvr.it&utm_medium=twitter
[17] https://twitter.com/messages/compose?recipient_id=854566353608605696
[16] https://www.nieuws.marketing/strategie_nieuws/onderzoek-toont-aan-hybride-werken-werkt-research/?wt=3
[15] https://twitter.com/messages/compose?recipient_id=1405358324556595204
[14] https://www.nieuws.marketing/strategie_nieuws/onderzoek-toont-aan-hybride-werken-werkt-research/
[13] https://digiday.com/marketing/digiday-research-two-thirds-of-brands-agencies-are-ready-to-buy-ads-on-netflix/?utm_source=dlvr.it&utm_medium=twitter
[11] https://digiday.com/marketing/digiday-research-cookie-concern-is-real-71-of-agency-brand-execs-worried-and-dont-know-whats-next/?utm_source=dlvr.it&utm_medium=twitter
[8] https://www.adweek.com/performance-marketing/optimize-your-affiliate-marketing-efforts-with-keyword-research/
[8] http://jameshicks.net/go-w3

Top URLs in Tweet in G2:
[26] https://vippusa.org/wait-til-you-h
[21] https://www.topbots.com/marketing-ai-research-personalization/
[17] https://twitter.com/messages/compose?recipient_id=1415400345698816006
[16] https://www.digitaljournal.com/pr/blockchain-as-a-service-market-technical-size-share-players-market-research-future#ixzz7UmuxgQCM
[11] https://edgrmtracking.com/order?rid=1339386d9f2e8939
[7] https://www.biometricupdate.com/202206/singapore-to-foster-digital-identity-trust-with-new-research-center
[4] https://topbots.com/marketing-ai-research-attribution/
[4] https://gudcapital.com/marketing-advertising-business-loans/
[3] https://click.appcast.io/track/ecp09s3?cs=k6e&exch=dz&jg=50vk&bid=Rpx4ameT9ua3WCTuStxiCA==&ob=NtlEJxkecfiVtLT3GKAj3g==&cat=ip&sar_id=3i0g11q&jpos=25&utm_source=MachineLearningJobsFeed&utm_medium=social_feeds&utm_campaign=Twitter
[2] https://click.appcast.io/track/easfjg1?cs=k6e&exch=39&jg=4nt3&bid=q4vrqYs61qv7kasNeA5Aeg==&ob=jobdsUPpDeXCWhVrhVAD8w==&cat=132&sar_id=3dsda4e&jpos=8&utm_source=JavascriptJobsFeed&utm_medium=social_feeds&utm_campaign=Twitter

Top URLs in Tweet in G3:
[1] https://calendly.com/evolves-tech
[1] https://www.evolves.tech/

Top URLs in Tweet in G4:
[1] https://www.socialmediatoday.com/news/10-steps-to-the-perfect-social-media-marketing-strategy-for-your-business/624584/

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1534111750194446336
[1] https://twitter.com/i/web/status/1533793209880559616
[1] https://twitter.com/i/web/status/1533733483390160902
[1] https://twitter.com/MiltonTutu/status/1532060991801937920
[1] https://twitter.com/i/web/status/1534133570448539650
[1] https://twitter.com/i/web/status/1534139555208732672

Top URLs in Tweet in G7:
[40] https://twitter.com/bacommissioner/status/1530179058109390850?s=20&t=ZgY19wF_CLNwSQ5jLsvpmw
[1] https://twitter.com/i/web/status/1534196576637562886
[1] https://twitter.com/i/web/status/1533710472343846912
[1] https://twitter.com/i/web/status/1533710678623932416
[1] https://twitter.com/i/web/status/1533710713205579781
[1] https://twitter.com/i/web/status/1533787341537415169
[1] https://twitter.com/i/web/status/1534043281402712066
[1] https://twitter.com/i/web/status/1534096706312105984
[1] https://twitter.com/i/web/status/1534096762171887618
[1] https://twitter.com/i/web/status/1534096831910649857

Top URLs in Tweet in G9:
[1] https://treford.africa/programs/product-mkt-bootcamp/
[1] https://twitter.com/i/web/status/1534052808256802817

Top Domains
Top Domains in Tweet in Entire Graph:
[647] twitter.com
[64] bit.ly
[48] digiday.com
[45] linkedin.com
[44] co.uk
[43] pallav.io
[39] fiverr.com
[39] linktr.ee
[36] surveycircle.com
[32] nieuws.marketing

Top Domains in Tweet in G1:
[288] twitter.com
[43] pallav.io
[32] nieuws.marketing
[31] wordpress.com
[30] fiverr.com
[30] digiday.com
[29] bit.ly
[25] goo.gl
[22] smartinsights.com
[20] co.uk

Top Domains in Tweet in G2:
[94] twitter.com
[26] vippusa.org
[25] topbots.com
[16] digitaljournal.com
[11] edgrmtracking.com
[7] biometricupdate.com
[5] appcast.io
[4] fiverr.com
[4] gudcapital.com
[2] smallbusinessrainmaker.com

Top Domains in Tweet in G3:
[1] calendly.com
[1] evolves.tech

Top Domains in Tweet in G4:
[1] socialmediatoday.com

Top Domains in Tweet in G5:
[6] twitter.com

Top Domains in Tweet in G7:
[58] twitter.com

Top Domains in Tweet in G9:
[1] treford.africa
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1146] marketing
[617] research
[177] pay
[176] diversity
[175] equality
[175] inclusion
[170] business
[169] essay
[164] digitalmarketing
[160] legal



Top Hashtags in Tweet in G1:
[381] marketing
[239] research
[92] business
[72] online
[68] digitalmarketing
[68] seo
[61] essay
[56] pay
[54] finance
[49] english

Top Hashtags in Tweet in G2:
[175] research
[141] marketing
[117] pay
[98] assignments
[87] essay
[86] thesis
[82] psychology
[74] project
[72] discussions
[72] javascript

Top Hashtags in Tweet in G3:
[2] defi
[2] dao
[1] meta
[1] blockchain
[1] seo
[1] wagmi

Top Hashtags in Tweet in G4:
[2] socialmedia
[1] strategy
[1] socialmediamarketingstrategy

Top Hashtags in Tweet in G7:
[22] tycheeni
[1] commstwt

Top Words
Top Words in Tweet in Entire Graph:
[5404] research
[5310] marketing
[1159] paper
[1143] #marketing
[1103] business
[810] market
[788] âœ
[776] calculus
[768] help
[735] law

Top Words in Tweet in G1:
[1647] research
[1504] marketing
[504] business
[503] paper
[381] #marketing
[354] calculus
[345] law
[343] online
[341] help
[337] âœ

Top Words in Tweet in G2:
[598] research
[562] marketing
[435] paper
[401] calculus
[381] âœ
[353] law
[349] due
[342] dm
[321] help
[309] assignments

Top Words in Tweet in G3:
[213] need
[213] marketing
[213] strategy
[213] research
[211] defi_evolves
[110] essential
[110] part
[110] gather
[110] information
[110] market

Top Words in Tweet in G4:
[498] seo
[170] tool
[168] marketing
[166] top
[166] tools
[166] 2022
[166] ahrefs
[166] one
[166] convertkit
[166] email

Top Words in Tweet in G5:
[255] marketing
[92] affiliate
[91] product
[90] research
[88] market
[86] aiyejinnaab
[85] first
[84] started
[84] months
[84] majority

Top Words in Tweet in G6:
[246] research
[123] z総研
[123] souken
[123] company
[123] claiming
[123] 'think
[123] tank'
[123] gen
[123] marketing
[123] purposes

Top Words in Tweet in G7:
[168] marketing
[149] research
[149] business
[118] commissioner
[112] paper
[111] management
[102] study
[98] forte
[90] essay
[87] plan

Top Words in Tweet in G8:
[101] acroponics
[101] tuber
[101] sweet
[101] potato
[101] banana
[101] tomato
[101] tree
[101] ginger
[101] apple
[101] mango

Top Words in Tweet in G9:
[245] marketing
[154] product
[78] one
[74] created
[74] plan
[74] file
[74] anyone
[74] form
[74] well
[73] enitantsh

Top Words in Tweet in G10:
[3] research
[2] mcfunny
[2] lawsuits
[2] marketing
[2] papers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[487] research,paper
[428] online,class
[411] essay,due
[403] marketing,research
[334] market,research
[300] marketing,strategy
[283] business,law
[275] research,marketing
[266] keyword,research
[259] due,assignment

Top Word Pairs in Tweet in G1:
[253] research,paper
[224] online,class
[181] essay,due
[178] marketing,research
[163] business,law
[138] law,math
[135] due,assignment
[131] assignment,online
[121] market,research
[119] algebra,calculus

Top Word Pairs in Tweet in G2:
[198] essay,due
[184] research,papers
[176] online,class
[159] research,paper
[157] 272,666
[157] 666,1030
[125] calculus,psychology
[119] due,assignment
[118] business,law
[109] dm,whatsapp

Top Word Pairs in Tweet in G3:
[213] marketing,strategy
[110] research,essential
[110] essential,part
[110] part,marketing
[110] strategy,need
[110] need,gather
[110] gather,information
[110] information,market
[110] market,such
[109] defi_evolves,research

Top Word Pairs in Tweet in G4:
[166] top,seo
[166] seo,tools
[166] tools,2022
[166] 2022,ahrefs
[166] ahrefs,one
[166] one,seo
[166] seo,tool
[166] tool,convertkit
[166] convertkit,email
[166] email,marketing

Top Word Pairs in Tweet in G5:
[91] affiliate,marketing
[84] started,affiliate
[84] marketing,first
[84] first,months
[84] months,majority
[84] majority,product
[84] product,based
[84] based,marketing
[83] aiyejinnaab,started
[68] problem,market

Top Word Pairs in Tweet in G6:
[123] z総研,souken
[123] souken,research
[123] research,company
[123] company,claiming
[123] claiming,'think
[123] 'think,tank'
[123] tank',research
[123] research,gen
[123] gen,marketing
[123] marketing,purposes

Top Word Pairs in Tweet in G7:
[61] case,study
[58] analysis,paper
[57] hey,ana
[57] ana,reliable
[57] reliable,4th
[57] 4th,yr
[57] yr,bsba
[57] bsba,management
[57] management,acad
[57] acad,helper

Top Word Pairs in Tweet in G8:
[101] acroponics,tuber
[101] tuber,sweet
[101] sweet,potato
[101] potato,banana
[101] banana,tomato
[101] tomato,tree
[101] tree,ginger
[101] ginger,apple
[101] apple,mango
[101] mango,coffee

Top Word Pairs in Tweet in G9:
[149] product,marketing
[74] created,one
[74] one,product
[74] marketing,plan
[74] plan,file
[74] file,anyone
[74] anyone,product
[74] marketing,form
[74] form,marketing
[74] marketing,well

Top Word Pairs in Tweet in G10:
[2] research,papers

Top Replied-To
Top Replied-To in Entire Graph:
@vijayshekhar
@sridharvarun
@olivyaessays
@mdeora1
@paytm
@renusatti
@divvi
@priyankachetal
@sshreyas
@taki_marketing

Top Replied-To in G1:
@khatebessays
@mgimona
@acadhelpernyx
@twinsdoescomms

Top Replied-To in G2:
@matigreenspan
@victortank_1
@brookee1__
@j0shm96
@bl22446688
@teslaaibot
@realryanphipps

Top Replied-To in G4:
@ldnbox

Top Replied-To in G5:
@aiyejinnaab
@bruno_nwogu
@kingsleebassee
@expertnaire
@phoenixtrea
@to_riaham
@toyinomotoso

Top Replied-To in G7:
@wonuwonwonu
@urjackie1
@levinnww
@acads_ph
@5headtoasty
@acadssscomm
@ikaaanwa
@hana_twtcomms
@enrano

Top Replied-To in G9:
@this_haneefah

Top Replied-To in G10:
@kingey16
@fortycankissit

Top Mentioned
Top Mentioned in Entire Graph:
@defi_evolves
@ldnbox
@vijayshekhar
@starshipgirlz
@profkindeya
@mdeora1
@paytmbank
@paytm
@paytmmoney
@sridharvarun

Top Mentioned in G1:
@eccellentpros
@homework__gurus
@aliciaonlin
@charloteessay
@7makemoney
@cepribwriters
@laura_adams20
@essay_writer4
@researchguru6
@onlinewriters7

Top Mentioned in G2:
@bestessayassig1
@mayassignment
@thinkmariya
@ipfconline1
@startupgenesis
@premiumwriter15
@acewriter__
@pwriters13
@stratorob
@essay_help_pay

Top Mentioned in G3:
@defi_evolves

Top Mentioned in G4:
@ldnbox
@qapopcom
@socialbeehq
@ichangetheway
@waqar_seo

Top Mentioned in G5:
@aiyejinnaab
@praiseakinlami
@andrewwritecopy
@thehabiblateef
@souloskillz
@abduulahad
@expertnaire
@toyinomotoso
@abajinginkayode
@madebycharles

Top Mentioned in G6:
@starshipgirlz

Top Mentioned in G7:
@acadhelpersph
@hana_twtcomms
@ciaracocomms
@cheeniworks
@clientacad

Top Mentioned in G8:
@profkindeya

Top Mentioned in G9:
@enitantsh
@thatphcboy
@trefordgroup

Top Mentioned in G10:
@mcfunny
@frankdelia7
@volpiranyas
@mchael21592783m
@lazlowoodbine42
@mike4truths
@_mamadeb
@coralblob
@zaynjaffer
@provaxprohealth

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@stigmabaseo
@xaelbot
@codedailybot
@charlesfrize
@independent
@cybersecurityn8
@atsocialmediauk
@cipherequality

Top Tweeters in G1:
@stigmabaseo
@stigmabasen
@jameshicksuk
@workswithjames
@lean4lifetime
@richer4ever
@fitrich4life
@topgaming43
@ppetchsp
@thearticletrunk

Top Tweeters in G2:
@chidambara09
@xaelbot
@codedailybot
@aaroncuddeback
@botraj1
@fabriciosx
@vippusao
@robotproud
@codewithtwitchi
@calcaware

Top Tweeters in G3:
@empleostripalis
@blkb_blkb
@profmikhailov
@aleksandrnaumc5
@ethan_laurent87
@rein4chan1111
@edgar99473884
@all57461542
@kwinc7777
@wesleym81920618

Top Tweeters in G4:
@sunday90kids
@uwemspeaks
@niteshmishra_
@jaykayne2x
@bradudan
@mastersamsun
@socialbeehq
@jesupemi28
@nickingxyz
@lindasauce

Top Tweeters in G5:
@tenovatenchido
@ooni_of_lagos
@timmy_cule
@peterness1953
@chidi__solomon
@lordoye1
@0yinscott
@clintontc121
@theonlymichael3
@kelznena

Top Tweeters in G6:
@shiningtwicexo
@arrmiiz
@_ktdkkp
@wanwanwan1997
@ngwowo5ojj
@jeonminam202629
@aepkkiki
@itzivevz
@yoorimsoftie
@anyujinjin

Top Tweeters in G7:
@jiw0nranika
@vantefvr
@jaykiwins_0205
@outrojhs__
@dobbyhauls
@kth1230rn
@acadhelpersph
@itsmerosemarie1
@fourpinkss_
@ughcads

Top Tweeters in G8:
@netsigual
@aynalem_fantu
@protect_tigray
@tsigetigray
@daniel_kahssay
@7nflnvz9czhrvqg
@woldgrima
@tigrayl28708065
@teweldekidane1
@akaeshy

Top Tweeters in G9:
@eljefe__
@1st_chidi
@funkeonafuye
@thennma
@thepakuma
@thatphcboy
@quickiepaedia
@toksyk27
@cee_ling
@isauntysocial

Top Tweeters in G10:
@doritmi
@_mamadeb
@gmacvhhh
@monstercoyliar
@fillmorewhite
@wef
@takethatct
@mcfunny
@frankdelia7
@wendyorent


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