marketing research, Twitter, 7/31/2020 9:37:21 AM, 231476


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marketing research_2020-07-31_02-14-25.xlsx
marketing research_2020-07-31_02-14-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 31, 2020
Short Description:
marketing research via NodeXL https://bit.ly/2XgfWCC
@ngugimuthoni
@semrush
@ritikag69283079
@digitalctmind
@aish17aer
@mukodiii
@estherolu_
@moski____
@shabanamir1
@toprank

Top hashtags:
#essay
#business
#calculus
#statistics
#marketing
#math
#nursing
#algebra

Description:
Description
The graph represents a network of 3,886 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, 31 July 2020 at 09:20 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 21-hour, 21-minute period from Sunday, 26 July 2020 at 02:39 UTC to Friday, 31 July 2020 at 00:01 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 : 3886
Unique Edges : 2150
Edges With Duplicates : 5693
Total Edges : 7843
Number of Edge Types : 5
Tweet : 2550
Retweet : 2062
Replies to : 228
MentionsInRetweet : 2269
Mentions : 734
Self-Loops : 2777
Reciprocated Vertex Pair Ratio : 0.0199203187250996
Reciprocated Edge Ratio : 0.0390625
Connected Components : 1340
Single-Vertex Connected Components : 857
Maximum Vertices in a Connected Component : 516
Maximum Edges in a Connected Component : 1138
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.666944
Graph Density : 0.000203482653302519
Modularity : 0.446238
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 3,886 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, 31 July 2020 at 09:20 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 21-hour, 21-minute period from Sunday, 26 July 2020 at 02:39 UTC to Friday, 31 July 2020 at 00:01 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:
[75] https://blog.hubspot.com/marketing/how-video-consumption-is-changing
[17] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[17] https://aigloballab.com/does-your-app-have-the-market-potential-to-succeed/
[14] https://twinybots.ch/
[13] https://contentmarketinginstitute.com/2020/02/free-keyword-research-tools/
[11] https://blog.hubspot.com/marketing/how-video-consumption-is-changing?utm_source=dlvr.it&utm_medium=twitter
[9] http://jameshicks.net/go-w3
[9] https://tommythevet.ie/leadership-communication-marketing/aginspire-episode-7-sheep-research-and-life-lessons-with-professor-tommy-boland/
[8] https://mrdashboard.com/index.php/marketing-management-research-and-analysis-tips-articles-and-templates/
[8] https://blog.thesocialms.com/bloggers-guide-keyword-research/

Top URLs in Tweet in G1:
[57] https://blog.hubspot.com/marketing/how-video-consumption-is-changing
[9] http://jameshicks.net/go-w3
[9] https://blog.hubspot.com/marketing/how-video-consumption-is-changing?utm_source=dlvr.it&utm_medium=twitter
[7] https://mrdashboard.com/index.php/marketing-management-research-and-analysis-tips-articles-and-templates/
[6] https://contentmarketinginstitute.com/2020/02/free-keyword-research-tools/
[5] https://twinybots.ch/
[5] https://theamericangenius.com/housing/real-estate-marketing/improve-your-seo-research-with-this-free-extension/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[5] https://mrdashboard.com/index.php/steps-in-marketing-research-process/
[5] https://primefeed.in/news/3411601/global-marketing-account-intelligence-software-market-research-2020-market-size-share-trends-analysis-and-growth-forecast-to-2024/
[5] http://42stocks.com/consumer-services

Top URLs in Tweet in G3:
[2] http://www.fiverr.com/135427582?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=wbx50B
[2] http://www.fiverr.com/135427582?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=Weqww5
[1] https://khabarcgnews.com/2020/07/29/inauguration-of-the-three-day-zonal-workshop-of-the-indian-council-of-agricultural-research-rakesh-jaiswal-of-the-district-presented-online-marketing-of-vermicompost-havan-kande-vegetable-and-paddy/
[1] http://www.fiverr.com/135427582?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=YLAyPQ
[1] http://www.fiverr.com/135427582?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=7j8g9W
[1] http://www.fiverr.com/135427582?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=L3bRQ7
[1] https://twitter.com/i/web/status/1286989926706417664
[1] https://twitter.com/i/web/status/1288475743991795712

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1287634733241733126
[1] https://twitter.com/i/web/status/1287241107818987520
[1] https://www.semrush.com/webinars/5-hours-of-youtube-marketing/
[1] https://www.semrush.com/blog/how-to-use-semrush-content-marketing/?utm_source=Social&utm_medium=Twitter&utm_campaign=CMplatform19
[1] https://www.semrush.com/blog/content-marketing-statistics/
[1] https://twitter.com/i/web/status/1288143501465534464
[1] https://twitter.com/i/web/status/1288048308741693440
[1] https://twitter.com/i/web/status/1287904590135005185
[1] https://twitter.com/i/web/status/1287904589124194304
[1] https://www.socialmediatoday.com/marketing/3-awesome-tools-research-your-competitors-digital-marketing-struggles

Top URLs in Tweet in G6:
[6] https://twinybots.ch/
[1] https://twitter.com/i/web/status/1288954934881329153
[1] https://twitter.com/i/web/status/1287536834218729479
[1] https://twitter.com/i/web/status/1288307275489214471
[1] https://twitter.com/i/web/status/1287911309435166721
[1] https://twitter.com/i/web/status/1288908835403571202
[1] https://twitter.com/i/web/status/1287325243627966465
[1] https://twitter.com/i/web/status/1287812123087851520
[1] https://eminencewriters.com/
[1] https://twitter.com/i/web/status/1288329448023109632

Top URLs in Tweet in G7:
[13] https://blog.hubspot.com/marketing/how-video-consumption-is-changing
[4] https://blog.thesocialms.com/bloggers-guide-keyword-research/
[3] http://dlvr.it/RcQkJ8
[2] http://dlvr.it/RcWV2C
[2] https://blog.hubspot.com/marketing/how-video-consumption-is-changing?utm_source=twitter&utm_medium=post&utm_campaign=seokay&utm_term=inboundmarketing&utm_content=knowledge&ref=inboundtop25
[2] https://blog.hubspot.com/marketing/how-video-consumption-is-changing?utm_source=dlvr.it&utm_medium=twitter
[2] https://blog.hubspot.com/marketing/how-video-consumption-is-changing?utm_source=twitter&utm_medium=post&utm_campaign=seokay&utm_term=socialselling&utm_content=knowledge&ref=noggledotcom
[1] https://blog.hubspot.com/marketing/how-video-consumption-is-changing?utm_content=135925609&utm_medium=social&utm_source=twitter&hss_channel=tw-454004529
[1] https://blog.hubspot.com/marketing/how-video-consumption-is-changing#.XyMNi_ZO1ss.twitter
[1] https://twitter.com/i/web/status/1288739771343347712

Top URLs in Tweet in G8:
[4] https://www.toprankblog.com/2020/07/b2b-influencer-marketing-2020/?utm_source=Social&utm_medium=Brand+Organic&utm_campaign=2020+State+of+Influencer+Marketing+Report
[1] https://twitter.com/i/web/status/1287755531491463168
[1] https://www.toprankmarketing.com/get-the-2020-b2b-influencer-marketing-report/?utm_source=Social&utm_medium=Brand+Organic&utm_campaign=2020+State+of+Influencer+Marketing+Report
[1] https://twitter.com/i/web/status/1288937713597636610
[1] https://twitter.com/i/web/status/1287850551611359236
[1] https://www.toprankblog.com/2020/07/b2b-influencer-marketing-2020/?utm_source=Social&utm_medium=Ann+Handley&utm_campaign=2027+State+of+Influencer+Marketing+Report
[1] https://www.toprankblog.com/2020/07/b2b-influencer-marketing-2020/?utm_source=Social&utm_medium=Rani
[1] Mani&utm_campaign=2030
[1] State
[1] of

Top URLs in Tweet in G9:
[2] https://www.mckinsey.com/business-functions/marketing-and-sales/our-insights/understanding-and-shaping-consumer-behavior-in-the-next-normal
[1] https://www.mckinsey.com/business-functions/marketing-and-sales/our-insights/how-b2b-sales-have-changed-during-covid-19
[1] https://www.mckinsey.com/business-functions/marketing-and-sales/our-insights/what-makes-asia-pacifics-generation-z-different?cid=other-soc-twi-mip-mck-oth---&sid=3524777400&linkId=95098917
[1] https://www.mckinsey.com/business-functions/marketing-and-sales/our-insights/what-makes-asia-pacifics-generation-z-different?cid=other-soc-twi-mip-mck-oth---&sid=3523534031&linkId=95054803
[1] https://www.intentdata.io/intent-data-blog/marketing-data-is-a-tapestry-or-should-be?utm_content=135629981&utm_medium=social&utm_source=twitter&hss_channel=tw-20063930
[1] https://www.cdpinstitute.org/newsletter/Blog1233/07-27-20-Talkdesk-Raises-143-Million-Series-C
[1] http://three-sixty.co.uk/6-trends-the-pandemic-has-accelerated-according-to-new-mckinsey-research/

Top URLs in Tweet in G10:
[1] https://twitter.com/nyknicks/status/1288202568619839488?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[1355] twitter.com
[132] hubspot.com
[25] mrdashboard.com
[20] contentmarketinginstitute.com
[20] fiverr.com
[17] linkedin.com
[17] pallav.io
[17] aigloballab.com
[15] thesocialms.com
[14] twinybots.ch

Top Domains in Tweet in G1:
[639] twitter.com
[82] hubspot.com
[19] mrdashboard.com
[12] contentmarketinginstitute.com
[9] jameshicks.net
[9] co.uk
[9] linkedin.com
[9] valens-research.com
[8] thesocialms.com
[8] brainyhomeworks.com

Top Domains in Tweet in G3:
[7] fiverr.com
[2] twitter.com
[1] khabarcgnews.com

Top Domains in Tweet in G4:
[6] twitter.com
[3] semrush.com
[2] socialmediatoday.com
[2] tweetedtimes.com

Top Domains in Tweet in G6:
[395] twitter.com
[6] twinybots.ch
[2] linkedin.com
[1] eminencewriters.com
[1] indiatimes.com
[1] contentmarketinginstitute.com
[1] o-one.net
[1] out.dm
[1] dazeinfo.com

Top Domains in Tweet in G7:
[42] hubspot.com
[7] twitter.com
[5] dlvr.it
[4] thesocialms.com
[1] t.co
[1] fourthsource.com
[1] technologyevaluation.com

Top Domains in Tweet in G8:
[7] twitter.com
[6] toprankblog.com
[2] toprankmarketing.com
[1] aigloballab.com
[1] 5.be

Top Domains in Tweet in G9:
[5] mckinsey.com
[1] intentdata.io
[1] cdpinstitute.org
[1] co.uk

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1179] essay
[1115] business
[1059] calculus
[921] statistics
[860] marketing
[850] math
[832] nursing
[773] algebra
[699] assignment
[673] biology



Top Hashtags in Tweet in G1:
[430] essay
[424] business
[392] calculus
[385] math
[384] statistics
[358] nursing
[346] marketing
[286] algebra
[265] assignment
[254] pay

Top Hashtags in Tweet in G2:
[1] ikokazike

Top Hashtags in Tweet in G3:
[6] postdoc
[6] datascience
[6] dataanalytics
[5] marketing
[2] जांजगीर
[2] leadgeneration
[2] dataentry
[2] emails
[2] emailmarketing
[2] digitalmarketing

Top Hashtags in Tweet in G4:
[102] contentmarketing
[24] content
[2] youtube
[2] socialmedia
[2] seo
[1] 5hoursofyoutube
[1] cmworld
[1] contenttech
[1] digitalmarketing

Top Hashtags in Tweet in G6:
[685] essay
[603] calculus
[580] business
[486] statistics
[447] algebra
[439] nursing
[423] math
[393] assignment
[389] biology
[315] pay

Top Hashtags in Tweet in G7:
[12] marketing
[7] video
[3] inboundmarketing
[2] research
[2] videomarketing
[2] smallbusiness
[2] addicted2ppc
[2] inbound
[2] b2b
[2] socialselling

Top Hashtags in Tweet in G8:
[8] b2bimreport
[3] research
[2] updated
[2] seo
[2] understand
[2] marketing
[2] content
[1] knowledgeispower
[1] contentmarketing
[1] blogging

Top Hashtags in Tweet in G9:
[3] marketing
[2] genz
[1] martech
[1] intentdata
[1] b2bmarketing
[1] newnormal
[1] nextnormal
[1] consumers
[1] adtech
[1] brands

Top Words
Top Words in Tweet in Entire Graph:
[2832] research
[2230] marketing
[1179] #essay
[1115] #business
[1059] #calculus
[934] due
[921] #statistics
[860] paper
[859] #marketing
[850] #math

Top Words in Tweet in G1:
[788] research
[588] marketing
[430] #essay
[424] #business
[392] #calculus
[392] due
[385] #math
[384] #statistics
[358] #nursing
[346] #marketing

Top Words in Tweet in G2:
[491] job
[490] guys
[490] younger
[490] bro
[490] 25
[490] really
[490] needs
[490] such
[490] hardworking
[490] gent

Top Words in Tweet in G3:
[180] research
[166] national
[166] foundation
[166] started
[166] helping
[166] recognition
[166] financing
[166] mentoring
[166] providing
[166] facilities

Top Words in Tweet in G4:
[132] research
[115] semrush
[108] marketing
[103] industry
[102] #contentmarketing
[102] seo
[101] skills
[101] required
[101] social
[100] media

Top Words in Tweet in G5:
[117] wanted
[117] see
[117] work
[117] commodification
[117] marketing
[117] consumption
[117] spirituality
[117] religion
[116] shabanamir1

Top Words in Tweet in G6:
[685] #essay
[603] #calculus
[580] #business
[499] dm
[486] #statistics
[476] due
[447] #algebra
[444] paper
[439] #nursing
[439] help

Top Words in Tweet in G7:
[51] research
[43] 2020
[41] consumption
[41] changing
[41] hubspot
[37] video
[19] pamelabump
[12] #marketing
[8] digiday
[7] #video

Top Words in Tweet in G8:
[59] b2b
[59] marketing
[50] influencer
[36] report
[31] state
[30] research
[22] marketingprofs
[22] briansolis
[21] 2020
[21] marketers

Top Words in Tweet in G9:
[50] research
[46] asia
[46] pacific's
[44] mckinsey
[25] generation
[23] 2025
[23] make
[23] quarter
[23] population
[23] latest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[793] #calculus,#statistics
[737] #algebra,#calculus
[716] marketing,research
[689] #essay,due
[636] #business,law
[619] #nursing,#essay
[584] law,#math
[579] #statistics,#biology
[564] due,#assignment
[508] sales,marketing

Top Word Pairs in Tweet in G1:
[309] #calculus,#statistics
[276] #algebra,#calculus
[274] #essay,due
[273] #business,law
[260] law,#math
[254] #nursing,#essay
[238] #math,#algebra
[223] #statistics,#biology
[216] due,#assignment
[206] #biology,#nursing

Top Word Pairs in Tweet in G2:
[490] guys,younger
[490] younger,bro
[490] bro,25
[490] 25,really
[490] really,needs
[490] needs,job
[490] job,such
[490] such,hardworking
[490] hardworking,gent
[490] gent,great

Top Word Pairs in Tweet in G3:
[166] national,research
[166] research,foundation
[166] foundation,started
[166] started,helping
[166] helping,recognition
[166] recognition,financing
[166] financing,mentoring
[166] mentoring,providing
[166] providing,facilities
[165] aish17aer,national

Top Word Pairs in Tweet in G4:
[101] skills,required
[101] required,#contentmarketing
[101] #contentmarketing,industry
[100] marketing,social
[100] social,media
[99] media,strategy
[87] industry,2020
[87] 2020,marketing
[87] strategy,seo
[87] seo,research

Top Word Pairs in Tweet in G5:
[117] wanted,see
[117] see,work
[117] work,commodification
[117] commodification,marketing
[117] marketing,consumption
[117] consumption,spirituality
[117] spirituality,religion
[116] shabanamir1,wanted

Top Word Pairs in Tweet in G6:
[433] #calculus,#statistics
[422] #algebra,#calculus
[381] #essay,due
[334] #statistics,#biology
[334] #nursing,#essay
[329] #business,law
[319] due,#assignment
[290] law,#math
[277] #biology,#nursing
[259] #research,paper

Top Word Pairs in Tweet in G7:
[41] consumption,changing
[41] changing,2020
[40] 2020,research
[35] video,consumption
[28] research,hubspot
[15] hubspot,pamelabump
[7] digiday,research
[6] #video,consumption
[6] research,56
[6] 56,buyers

Top Word Pairs in Tweet in G8:
[49] influencer,marketing
[39] b2b,influencer
[31] state,b2b
[23] research,report
[21] 2020,state
[21] marketing,research
[20] briansolis,ursularingham
[16] report,live
[15] marketingprofs,briansolis
[13] marketers,analysis

Top Word Pairs in Tweet in G9:
[46] asia,pacific's
[23] 2025,generation
[23] generation,make
[23] make,quarter
[23] quarter,asia
[23] pacific's,population
[23] population,latest
[23] latest,research
[23] research,'what
[23] 'what,makes

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ngugimuthoni
@aish17aer
@shabanamir1
@semrush
@prof_writers
@mckinsey
@hubspot
@moski____
@marketingprofs
@experts_a

Top Mentioned in G1:
@prof_writers
@experts_a
@writers_247
@legitwriters2
@93_academic
@comradeswriters
@ritonessays
@expert_option19
@steveb_graphics

Top Mentioned in G2:
@ngugimuthoni
@usiualumni

Top Mentioned in G3:
@aish17aer
@e_vanloo
@sumaiya_akter1
@khabarcgnews
@santoshv_reddy
@sujakrao
@shekhargupta

Top Mentioned in G4:
@semrush
@digitalctmind
@cmicontent
@seosmarty
@mdnazmu63469725
@rob_balasabas
@lsherran

Top Mentioned in G5:
@shabanamir1
@drarjana

Top Mentioned in G6:
@essay_writer678
@online_writing1
@coolwriters9
@exceltutoring_
@katewriteessays
@perfectwriter39
@essaywriters0
@tutoring_678
@excellenttutor_

Top Mentioned in G7:
@hubspot
@pamelabump
@marcflood
@inboundtop25
@fourthsource
@tsm_b2b
@digiday
@contenttop25
@addicted2ppc
@atomic_reach

Top Mentioned in G8:
@marketingprofs
@briansolis
@toprank
@ursularingham
@leeodden
@ranimani0707
@pierreloic
@tamaramccleary
@ryanbares

Top Mentioned in G9:
@mckinsey
@chiefmartec
@idc
@draab
@kantar
@brandmattersinc
@edbmarsh
@cdpinstitute

Top Mentioned in G10:
@mikenieve
@theline4two
@rick__war
@eepdllc
@ianchisolm
@bunchregal
@tmal761
@truepg718
@ajthemanchild
@2forgetus

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@sgh_rts
@charlesfrize
@aaroncuddeback
@iam__network
@ottlegalrebels
@femtech_
@dynamicfrize
@businessinsider
@vinodshadija

Top Tweeters in G1:
@stevekrohn
@rantoshak
@jameshickstwi
@jameshicksuk
@mlmleadrush
@jameshicksmlm
@workswithjames
@thestartupper
@lean4lifetime
@ricardozam

Top Tweeters in G2:
@brianmbunde
@mpendaraha18
@mainneli_
@mtupombe
@mwirigi
@jayteemuro
@dauhreen
@canduh_
@quigitonga
@elijahkyama

Top Tweeters in G3:
@vinodshadija
@vikas1689
@samir_patil
@ram4bharatiyata
@pragnik
@a31x64vijay
@manesha76
@jemin_p
@jusclickme
@bhakthlokesh

Top Tweeters in G4:
@malikahh77
@redzoneemb
@semrush
@imnotyourpchx
@ideepakmathur
@cmicontent
@apollineadiju
@paulsenabulya
@seosmarty
@moniscope

Top Tweeters in G5:
@maqsoodrsheikh
@writtenbyhanna
@epbeaumont
@pearwaldorf
@_xtin_
@feedersnake
@ai_valentin
@beyzoar
@thelionmachine
@unclear_edge

Top Tweeters in G6:
@aaroncuddeback
@ottlegalrebels
@donaldndoro
@nekopia01
@nlognbot
@codegnuts
@nodequotesbot
@drahmadbazzi
@prosper_kenn
@robinheed

Top Tweeters in G7:
@tsm_b2b
@carlosgil83
@michelledh
@babylouie75
@hubspot
@digiday
@smlbizsuccess
@marcflood
@atomic_reach
@websmartadvisor

Top Tweeters in G8:
@enrirosasdiaz
@kevin_jackson
@tamaramccleary
@ross_quintana
@markwschaefer
@prisus
@zalkab
@marketingprofs
@acfou
@leeodden

Top Tweeters in G9:
@zimrirosas
@ctrappe
@jesus_hoyos
@utollwi
@cocteaulab
@womentochange
@demanddarrell
@louiscolumbus
@chiefmartec
@damien_cabadi

Top Tweeters in G10:
@forevershinin
@_kristinf_34
@ajthemanchild
@2forgetus
@knickanator
@chuck1one
@byrons360
@truepg718
@shamiek7
@rick__war