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marketing research_2022-06-24_02-51-53.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 24, 2022
Short Description:
marketing research via NodeXL https://bit.ly/3Oi6eIs
@elpatomistico
@ucloudify
@ideal_graders
@mktgbest
@cpittapa
@viren_lathiya
@moz
@digiday
@semrush
@johnschar07

Top hashtags:
#marketing
#research
#essay
#calculus
#psychology
#pay
#homework
#project
#economics

Description:
Description
The graph represents a network of 5,561 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, 24 June 2022 at 10:02 UTC.

The requested start date was Friday, 24 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, 8-hour, 53-minute period from Tuesday, 14 June 2022 at 09:53 UTC to Thursday, 23 June 2022 at 18:47 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 : 5561
Unique Edges : 3368
Edges With Duplicates : 7817
Total Edges : 11185
Number of Edge Types : 5
Tweet : 4122
Retweet : 2609
MentionsInRetweet : 2640
Mentions : 1227
Replies to : 587
Self-Loops : 4544
Reciprocated Vertex Pair Ratio : 0.0189315352697095
Reciprocated Edge Ratio : 0.0371595825909901
Connected Components : 2192
Single-Vertex Connected Components : 1330
Maximum Vertices in a Connected Component : 463
Maximum Edges in a Connected Component : 2894
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.54493
Graph Density : 0.000127073309882933
Modularity : 0.419714
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,561 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, 24 June 2022 at 10:02 UTC.

The requested start date was Friday, 24 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, 8-hour, 53-minute period from Tuesday, 14 June 2022 at 09:53 UTC to Thursday, 23 June 2022 at 18:47 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/
[41] https://husamtalib.com/newsletter-subscription-form/
[41] https://www.amazon.com/Architecture-Publishing-Marketing-Husam-Talib-ebook/dp/B08T6HHBS1/ref=sr_1_1?crid=1HWH0ZJ4REBPH&keywords=husam+talib&qid=1638602039&sprefix=husam+,aps,310&sr=8-1
[26] https://api.whatsapp.com/message/GZZLDFEEQ357A1?autoload=1&app_absent=0
[23] https://twitter.com/bacommissioner/status/1530179058109390850?s=20&t=ZgY19wF_CLNwSQ5jLsvpmw
[15] https://www.marijuanamoment.net/congress-tackles-hemp-industry-challenges-cbd-marketing-marijuana-research-and-psychedelics-in-spending-legislation/
[15] https://www.constellationr.com/research/people-powered-revenue-intelligence
[14] https://digiday.com/marketing/digiday-research-digital-accessibility-elicits-a-lot-of-support-but-very-little-action/?utm_source=dlvr.it&utm_medium=twitter
[14] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL2VZRTlYMz8=&uuid=fe3b423d-f25b-11ec-8913-4a4a4c715774&vid=
[12] https://effective-giving-marketing.gitbook.io/unjournal-x-ea-and-global-priorities-research/unjournal-call-for-participants-and-research

Top URLs in Tweet in G1:
[43] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[26] https://api.whatsapp.com/message/GZZLDFEEQ357A1?autoload=1&app_absent=0
[12] https://crucialessays.com/
[11] http://jameshicks.net/go-w3
[10] https://digiday.com/marketing/digiday-research-digital-accessibility-elicits-a-lot-of-support-but-very-little-action/?utm_source=dlvr.it&utm_medium=twitter
[10] https://www.marijuanamoment.net/congress-tackles-hemp-industry-challenges-cbd-marketing-marijuana-research-and-psychedelics-in-spending-legislation/
[10] https://sites.google.com/view/longtailpro-review/
[8] http://www.pwc.com/us/cannes2022
[7] http://web.peanutlabs.com/blog-timeline/#comment-1257
[6] https://blog.thesocialms.com/how-find-hashtags-social-media-13-tools-hashtag-research/

Top URLs in Tweet in G4:
[8] https://www.topbots.com/marketing-ai-research-personalization
[8] https://www.genkii.io/en/listings/1802379-research-and-write-report-or-summaries-in-spanish
[4] https://ai-jobs.net/job/22773-data-scientist/
[3] https://ai-jobs.net/job/22736-data-analyst-research-all-levels/
[3] https://ai-jobs.net/job/23204-data-architect-chicago/
[3] https://api.whatsapp.com/message/HCD55FMLF3Z7L1?autoload=1&app_absent=0
[1] https://www.linkedin.com/feed/update/urn:li:share:6945735214606286848
[1] https://twitter.com/i/web/status/1537600558051172352
[1] https://www.linkedin.com/feed/update/urn:li:share:6943366832229670913
[1] https://twitter.com/i/web/status/1537897380246212610

Top URLs in Tweet in G5:
[4] https://agencyreadymarketing.com/ignore-keyword-research-metrics-in-2022-video/?utm_source=dlvr.it&utm_medium=twitter
[3] https://musculardystrophynews.com/2022/06/16/defeat-duchenne-canada-grants-1m-dmd-treatment-research/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.thehindu.com/education/growing-scope-of-genetic-medicine-and-stem-cell-research/article65529593.ece?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.manmonthly.com.au/news/biomedical-research-supported-270-m-two-new-facilities/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.marketingprofs.com/chirp/2022/47263/three-key-reasons-marketing-leaders-turn-to-ai-infographic
[2] https://endpts.com/makenas-accelerated-approval-withdrawal-hearing-set-for-october-as-covis-wants-to-do-more-research?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.schaeffersresearch.com/content/news/2022/06/21/biotech-stock-plummets-after-fda-snub?utm_source=dlvr.it&utm_medium=twitter
[2] https://tolunacorporate.com/lp/simply-smart-series/?source=Acq-Q222-MIX-InternalEmail-Webinar-TL-UK-Register-SimplyStartSeries&channel=OrganicSocial
[2] https://www.findaphd.com/phds/project/dta-digital-garments-a-way-to-aid-sustainability-in-the-retail-context/?p145168
[1] https://twitter.com/i/web/status/1539126881160937472

Top URLs in Tweet in G6:
[2] https://dailysceptic.org/2022/06/14/the-crimes-of-the-pharmaceutical-industry/
[1] https://twitter.com/Vapingit/status/1536873410793553921

Top URLs in Tweet in G7:
[3] https://t.co/yWmAPagqTW
[2] https://t.co/oM0RdwD7En
[2] https://t.co/nt8Es0EyCA
[2] https://t.co/KcWRmGpH4Z
[2] https://t.co/LBBoyuj4g3
[2] https://digiday.com/marketing/digiday-research-digital-accessibility-elicits-a-lot-of-support-but-very-little-action/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.searchenginejournal.com/seo-methods-audience-research/447696/?utm_source=dlvr.it&utm_medium=twitter
[2] https://moz.com/blog/aspirational-analysis-competitive-research?utm_source=dlvr.it&utm_medium=twitter
[2] https://moz.com/blog/google-autocomplete-seo-tool?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.searchenginejournal.com/research-reveals-tiktoks-impact-on-consumers-purchase-journeys/453960/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1537787674429300736
[1] https://twitter.com/i/web/status/1537710462485372928
[1] https://twitter.com/wizofecom/status/1537710462485372928

Top URLs in Tweet in G9:
[15] https://www.constellationr.com/research/people-powered-revenue-intelligence
[12] https://www.constellationr.com/research/relationship-marketing-speed-value
[4] https://vippusa.org/wait-til-you-h
[2] https://martechseries.com/mts-insights/guest-authors/fortune-favors-the-brave-two-major-learnings-from-building-a-new-marketing-category/
[2] https://martechseries.com/predictive-ai/ai-platforms-machine-learning/groupsolver-inc-s-ai-powered-idea-pool-manager-revolutionizes-market-research/
[2] https://martechseries.com/technology/new-research-study-confirms-personalized-customer-experiences-are-a-top-business-priority/
[2] https://martechseries.com/technology/teads-partners-with-lumen-research-to-offer-attention-measurement-to-clients-globally/#
[2] http://intent2help.com/
[2] https://twinybots.ch/
[2] https://twitter.com/messages/compose?recipient_id=1296740010130116608

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1537541975003504644

Top Domains
Top Domains in Tweet in Entire Graph:
[1512] twitter.com
[47] co.uk
[43] pallav.io
[42] amazon.com
[41] fiverr.com
[41] whatsapp.com
[41] husamtalib.com
[34] t.co
[32] martechseries.com
[30] digiday.com

Top Domains in Tweet in G1:
[711] twitter.com
[43] pallav.io
[38] whatsapp.com
[24] co.uk
[18] digiday.com
[17] fiverr.com
[15] linkedin.com
[14] martechseries.com
[12] goo.gl
[12] google.com

Top Domains in Tweet in G4:
[215] twitter.com
[10] ai-jobs.net
[8] topbots.com
[8] genkii.io
[7] linkedin.com
[7] co.uk
[6] hootsuite.com
[4] nbcnews.com
[4] lgbtqnation.com
[3] whatsapp.com

Top Domains in Tweet in G5:
[69] twitter.com
[13] agencyreadymarketing.com
[3] marketingprofs.com
[3] musculardystrophynews.com
[3] thehindu.com
[3] com.au
[3] co.uk
[2] endpts.com
[2] schaeffersresearch.com
[2] businesswire.com

Top Domains in Tweet in G6:
[2] dailysceptic.org
[1] twitter.com

Top Domains in Tweet in G7:
[55] twitter.com
[34] t.co
[8] searchenginejournal.com
[7] digiday.com
[4] moz.com
[3] tycoonstory.com
[2] elinformadorqr.com
[1] theguardian.com
[1] surveymonkey.com
[1] bit.ly

Top Domains in Tweet in G8:
[3] twitter.com

Top Domains in Tweet in G9:
[50] twitter.com
[29] constellationr.com
[17] martechseries.com
[4] introspectivemarketresearch.com
[4] vippusa.org
[3] intent2help.com
[3] thinkwithgoogle.com
[2] twinybots.ch
[1] uni-goettingen.de
[1] marketinginsiderreview.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1138] marketing
[784] research
[428] essay
[307] calculus
[300] psychology
[293] pay
[283] homework
[279] project
[256] economics
[247] assignments



Top Hashtags in Tweet in G1:
[379] marketing
[264] research
[224] pay
[161] online
[130] calculus
[113] finance
[109] maths
[107] english
[102] essays
[102] nursing

Top Hashtags in Tweet in G3:
[2] shibarmy
[2] shibarium
[1] hold

Top Hashtags in Tweet in G4:
[354] research
[342] marketing
[274] essay
[229] assignments
[220] labreports
[220] proposals
[217] homework
[210] equality
[210] diversity
[210] inclusion

Top Hashtags in Tweet in G5:
[109] marketing
[62] keywordresearch
[32] onlinemarketing
[26] digitalmarketing
[24] strategy
[18] competitiveintelligence
[17] pharma
[17] pharmaceutical
[17] healthcare
[17] biotech

Top Hashtags in Tweet in G7:
[53] marketing
[26] business
[20] digitalmarketing
[18] seo
[16] research
[12] directmarketing
[12] onlinemarketing
[9] strategy
[9] nursing
[9] essay

Top Hashtags in Tweet in G9:
[59] marketing
[24] calculus
[20] algebra
[18] essay
[17] assignment
[17] research
[16] math
[16] statistics
[16] nursing
[15] biology

Top Words
Top Words in Tweet in Entire Graph:
[5246] research
[4664] marketing
[1766] paper
[1565] essay
[1431] class
[1355] due
[1225] pay
[1145] assignment
[1138] #marketing
[1090] help

Top Words in Tweet in G1:
[1869] research
[1618] marketing
[713] essay
[684] paper
[661] class
[602] due
[550] pay
[531] assignment
[470] business
[460] math

Top Words in Tweet in G2:
[270] market
[135] influencer
[135] marketing
[135] projected
[135] touch
[135] 85
[135] billion
[135] 2025
[135] grow
[135] cagr

Top Words in Tweet in G3:
[105] hey
[105] shib
[105] family
[105] share
[105] doing
[105] marketing
[105] research
[105] over
[105] 20
[105] years

Top Words in Tweet in G4:
[490] dm
[447] paper
[413] assignments
[370] research
[354] #research
[342] #marketing
[336] kindly
[305] marketing
[274] #essay
[262] bestessayassig1

Top Words in Tweet in G5:
[281] research
[132] marketing
[129] business
[119] assignments
[117] nursing
[115] calculus
[114] psychology
[110] sociology
[109] #marketing
[107] specialize

Top Words in Tweet in G6:
[86] pharmaceutical
[86] industry
[86] fit
[86] purpose
[86] commits
[86] widespread
[86] fraud
[86] many
[86] medicines
[84] overprice

Top Words in Tweet in G7:
[247] research
[214] marketing
[201] essay
[169] paper
[155] pay
[140] due
[133] class
[122] math
[107] sociology
[103] maths

Top Words in Tweet in G8:
[140] ideas
[86] marketing
[84] research
[79] brands
[70] ceo
[70] taking
[70] screenshots
[70] cool
[70] stats
[70] etc

Top Words in Tweet in G9:
[174] research
[161] marketing
[140] paper
[115] essay
[112] pay
[104] due
[96] class
[92] assignment
[83] help
[82] math

Top Words in Tweet in G10:
[58] hey
[58] fam
[58] need
[58] help
[58] dm
[58] due
[58] essays
[58] statistics
[58] assignments
[58] final

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1190] marketing,research
[1086] research,paper
[1039] essay,due
[666] maths,marketing
[647] due,math
[641] feeling,stuck
[637] stuck,assignment
[627] math,maths
[620] class,kicking
[620] kicking,ass

Top Word Pairs in Tweet in G1:
[507] marketing,research
[496] research,paper
[482] essay,due
[327] feeling,stuck
[327] stuck,assignment
[325] due,math
[322] maths,marketing
[307] math,maths
[294] pay,feeling
[293] class,kicking

Top Word Pairs in Tweet in G2:
[135] influencer,marketing
[135] marketing,market
[135] market,projected
[135] projected,touch
[135] touch,85
[135] 85,billion
[135] billion,2025
[135] 2025,grow
[135] grow,cagr
[135] cagr,report

Top Word Pairs in Tweet in G3:
[105] hey,shib
[105] shib,family
[105] family,share
[105] share,doing
[105] doing,marketing
[105] marketing,research
[105] research,over
[105] over,20
[105] 20,years
[105] years,shibarium

Top Word Pairs in Tweet in G4:
[333] kindly,dm
[327] dm,assignments
[263] #research,paper
[210] #equality,#diversity
[210] #diversity,#inclusion
[207] services,project
[194] management,research
[192] project,management
[192] research,#marketing
[192] #marketing,technology

Top Word Pairs in Tweet in G5:
[104] specialize,calculus
[102] calculus,psychology
[97] business,law
[96] blogs,articles
[95] sociology,blogs
[95] articles,assignments
[95] psychology,nursing
[94] nursing,business
[84] assignments,essays
[84] keyword,research

Top Word Pairs in Tweet in G6:
[86] pharmaceutical,industry
[86] industry,fit
[86] fit,purpose
[86] purpose,commits
[86] commits,widespread
[86] widespread,fraud
[86] fraud,many
[86] many,medicines
[84] medicines,overprice
[59] toadmeister,pharmaceutical

Top Word Pairs in Tweet in G7:
[142] research,paper
[129] essay,due
[112] marketing,research
[102] maths,marketing
[94] paper,sociology
[86] java,script
[85] math,maths
[84] sociology,java
[79] script,work
[78] class,kicking

Top Word Pairs in Tweet in G8:
[70] ceo,taking
[70] taking,screenshots
[70] screenshots,cool
[70] cool,ideas
[70] ideas,brands
[70] brands,stats
[70] stats,marketing
[70] marketing,ideas
[70] ideas,etc
[70] etc,research

Top Word Pairs in Tweet in G9:
[105] research,paper
[85] essay,due
[57] feeling,stuck
[57] marketing,research
[56] stuck,assignment
[55] assignment,class
[55] class,kicking
[55] kicking,ass
[55] ass,essay
[54] due,math

Top Word Pairs in Tweet in G10:
[58] hey,fam
[58] fam,need
[58] need,help
[58] help,dm
[58] dm,due
[58] due,essays
[58] essays,statistics
[58] statistics,assignments
[58] assignments,final
[58] final,exams

Top Replied-To
Top Replied-To in Entire Graph:
@thevaoteyya
@olivyaessays
@emperorbtc
@khatebexams
@jodyjsperling
@chiepi_research
@nytimes
@haleydaso
@ahrefs
@cryptojobslist

Top Replied-To in G1:
@olivyaessays
@khatebexams
@acadhelpernyx
@decentpros
@writers_247
@onpointwriters2

Top Replied-To in G4:
@bestessayassig1

Top Replied-To in G5:
@elonmusk
@malaka1026
@ktsportsmarket
@jays200
@catturd2
@itstime456
@str0bl
@brandonlive

Top Replied-To in G6:
@vapingit

Top Replied-To in G7:
@themooncarl
@bryanfields24
@semrush

Top Replied-To in G8:
@wizofecom

Top Replied-To in G9:
@anthonynakache
@winterberrygrp
@anyclip
@domotalk
@knowbe4
@potloc
@medallia

Top Mentioned
Top Mentioned in Entire Graph:
@bestessayassig1
@displayn_global
@sankofa_ltd
@theshibdream
@isabella_expert
@ashleyrcummings
@toadmeister
@tinashemazorod1
@top_tutorscorp
@chicagoessays

Top Mentioned in G1:
@isabella_expert
@hwexpert
@7makemoney
@fall_summer24
@profwriterstm
@laura_adams20
@onpointwriters2
@onlinewriters7
@legitwriters01
@bestonlinemath1

Top Mentioned in G2:
@displayn_global

Top Mentioned in G3:
@theshibdream
@luisjuanjose3

Top Mentioned in G4:
@bestessayassig1
@sankofa_ltd
@chicagoessays
@musamusemx1
@mayassignment
@pwriters13
@eccellentpros
@essaytutors14
@premiumwriter15
@essays_exams

Top Mentioned in G5:
@toolstipsnews
@_timos_
@dmarketingwebd
@ideal_graders
@acewriter__
@sandragiffin
@a1writers_
@taionuggets
@tesla
@tolunacorporate

Top Mentioned in G6:
@toadmeister
@ld_sceptics
@truthinitiative
@vapingit
@iambroony

Top Mentioned in G7:
@top_tutorscorp
@sejournal
@marcflood
@gregjarboe
@moz
@khubrashaik
@digiday
@mindyweinstein
@syedres78322802
@semrush

Top Mentioned in G8:
@ashleyrcummings
@wizofecom
@growthbuddieshq

Top Mentioned in G9:
@lizkmiller
@constellationr
@google
@martechseries
@motf
@teads
@sid0000144
@groupsolver
@billion_media
@paperssuperior1

Top Mentioned in G10:
@tinashemazorod1

Top Tweeters
Top Tweeters in Entire Graph:
@marciojmsilva
@xaelbot
@piyuanker12
@charlesfrize
@javascriptd
@w_angels_wings
@yarosisnancy
@cipherequality
@janromes
@jfsebastian146

Top Tweeters in G1:
@jameshickstwi
@jameshicksuk
@mlmleadrush
@jameshicksmlm
@workswithjames
@lean4lifetime
@info_lavoro
@thewealthzone
@richer4ever
@topgaming43

Top Tweeters in G2:
@bsr02769693
@p02598192
@jhaturonk
@pimphaka141
@besteas20757006
@ozgekeskin16
@s30ziz_rova
@sultank79369017
@kemalgu14925771
@idabbusraben

Top Tweeters in G3:
@jonilovevwbugs
@beaztbeatz
@kurtlauman
@boxer_dogelon
@ganghiskhan187
@shibsoldier4
@enriquesimo28
@mickeyjain1900
@rbd812123271
@edgarboehm3

Top Tweeters in G4:
@xaelbot
@javascriptd
@cipherequality
@jfsebastian146
@botraj1
@fabriciosx
@jimmyroybloom
@codewithtwitchi
@thecuriousluke
@xeronbot

Top Tweeters in G5:
@ucloudify
@wholemarsblog
@_timos_
@fadanconsultant
@tv_hiec_chair
@techau
@lqventures
@vikram_bot
@startupgenesis
@mediavidi

Top Tweeters in G6:
@jackcolleton
@petermcc66
@teachertwit2
@vegas870
@vapingit
@godfrey28482926
@gregmendozave
@omshanti1504
@__cb__________
@fakehater

Top Tweeters in G7:
@8020es
@semrush
@marcflood
@harvardbiz
@digitalbotrt
@digiday
@sejournal
@moz
@seotips_vanprob
@gregjarboe

Top Tweeters in G8:
@mojosarmy
@ajdasafiya
@deni_snr
@lacocoxo
@bonitarochelle
@precioussxx
@beckuhbeck
@merbab3s
@glamrustrinity
@abxola

Top Tweeters in G9:
@piyuanker12
@vippusao
@rwang0
@holgermu
@google
@robinheed
@yixuantu1
@salesforce
@realdnewsmag
@unahub

Top Tweeters in G10:
@makawandie
@amber_poyoyo
@craigbarker_10
@muller_matambo
@t_a_t_e_n_d_a
@mimo_dee
@the_nightnurse_
@itsvigie
@johnterry_306
@beth_jdv