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marketing research_2020-07-03_02-14-25.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 03, 2020
Short Description:
marketing research via NodeXL https://bit.ly/31HHF2n
@singlemind
@msimamhasan
@semrush
@isayeel
@ahrefs
@hubspot
@mssresource
@leadtail
@convince
@lordemmy13

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

Description:
Description
The graph represents a network of 3,918 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, 03 July 2020 at 09:16 UTC.

The requested start date was Friday, 03 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 6-day, 5-hour, 13-minute period from Friday, 26 June 2020 at 18:45 UTC to Thursday, 02 July 2020 at 23:59 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 : 3918
Unique Edges : 2267
Edges With Duplicates : 5269
Total Edges : 7536
Number of Edge Types : 5
Tweet : 2601
Mentions : 897
Retweet : 1795
MentionsInRetweet : 1858
Replies to : 385
Self-Loops : 2890
Reciprocated Vertex Pair Ratio : 0.01541695865452
Reciprocated Edge Ratio : 0.0303657694962043
Connected Components : 1458
Single-Vertex Connected Components : 799
Maximum Vertices in a Connected Component : 246
Maximum Edges in a Connected Component : 1006
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.896288
Graph Density : 0.000188834080524638
Modularity : 0.450666
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 3,918 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, 03 July 2020 at 09:16 UTC.

The requested start date was Friday, 03 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 6-day, 5-hour, 13-minute period from Friday, 26 June 2020 at 18:45 UTC to Thursday, 02 July 2020 at 23:59 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:
[15] https://www.upwork.com/o/profiles/users/~0102e9226d1a77d2ed/
[6] https://www.clck.com.au/content-marketing-today-who-is-reading-it-and-is-it-effective/?ref=quuu
[6] https://www.newark-alliance.org/about/careers/
[5] http://dlvr.it/RZYp8b
[5] https://www.journaldunet.com/ebusiness/crm-marketing/1492389-ux-research-demarche-qualitative-vs-quantitative/
[5] http://jameshicks.net/go-w3
[5] https://www.toprankblog.com/2020/06/always-on-b2b-influencer-marketing-brand-research/?utm_campaign=coschedule&utm_source=twitter&utm_medium=SpinSucks
[5] https://www.toprankblog.com/2020/06/always-on-b2b-influencer-marketing-brand-research/
[4] https://movendi.ngo/reports/alcohol-policy-and-coronavirus-an-open-research-agenda/
[4] https://blog.warriornetwork.global/how-to-do-longer-fasts-if-you-are-lean/

Top URLs in Tweet in G1:
[6] https://www.clck.com.au/content-marketing-today-who-is-reading-it-and-is-it-effective/?ref=quuu
[5] http://jameshicks.net/go-w3
[5] https://www.journaldunet.com/ebusiness/crm-marketing/1492389-ux-research-demarche-qualitative-vs-quantitative/
[4] https://blog.warriornetwork.global/how-to-do-longer-fasts-if-you-are-lean/
[4] https://www.toprankblog.com/2020/06/always-on-b2b-influencer-marketing-brand-research/?utm_campaign=coschedule&utm_source=twitter&utm_medium=SpinSucks
[3] https://www.toprankblog.com/2020/06/always-on-b2b-influencer-marketing-brand-research/
[2] https://www.gartner.com/en/marketing/research/marketing-maturity-assessement-tool?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-GML
[2] https://www.empiricaldata.org/dataladyblog/use-cases-for-sentiment-analysis-in-marketing-and-consumer-research
[2] https://dealdayal.com/deals/try-semrushs-tools-free/
[2] https://www.amazon.com/gp/product/0692860827?ie=UTF8&camp=213733&creative=393177&creativeASIN=0692860827&linkCode=shr&tag=amz0e61-20&linkId=IDZSCN2HAR4BNDDE&s=books&qid=1545638340&sr=1-17&keywords=marketing+data

Top URLs in Tweet in G4:
[15] https://www.upwork.com/o/profiles/users/~0102e9226d1a77d2ed/
[3] https://www.maxplaces.com/content-marketing-hacks-answer-the-public/?ref=quuu
[2] https://www.socialmediatoday.com/news/6-keyword-research-tools-to-improve-your-seo-in-2020-and-beyond-infographi/572390/
[1] https://blog.pricebeam.com/patterns-in-consumer-willingness-to-pay-insights-from-quantitative-research?ref=quuu&utm_content=buffer1327a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.pricebeam.com/patterns-in-consumer-willingness-to-pay-insights-from-quantitative-research?utm_content=133008389&utm_medium=social&utm_source=twitter&hss_channel=tw-718183231355535360
[1] https://blog.pricebeam.com/patterns-in-consumer-willingness-to-pay-insights-from-quantitative-research?utm_content=129822201&utm_medium=social&utm_source=twitter&hss_channel=tw-718183231355535360
[1] https://www.pricebeam.com/?utm_content=133008238&utm_medium=social&utm_source=twitter&hss_channel=tw-718183231355535360
[1] https://twitter.com/i/web/status/1277774379024297985
[1] https://www.singlemindconsulting.com/blog/18-competitor-research-tools/
[1] https://www.theatlantic.com/health/archive/2019/03/drug-prices-high-cost-research-and-development/585253/

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1277034234910257153

Top URLs in Tweet in G8:
[3] https://www.growth-hackers.net/personal-step-by-step-guide-detailed-content-analysis-research/
[2] https://blog.storychief.io/content-marketing-solutions-save-time?utm_source=Quuu&utm_medium=Link&utm_campaign=marketing_contentmarketingsolutions&ref=quuu
[1] https://blog.storychief.io/content-marketing-solutions-save-time?ref=quuu&utm_content=buffercf14f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.lilachbullock.com/content-marketing-kickass-content-research/

Top URLs in Tweet in G10:
[1] https://www.convinceandconvert.com/content-marketing-research/b2b-content-marketing-trends/
[1] https://blog.hubspot.com/marketing/web-design-stats-for-2020
[1] https://www.convinceandconvert.com/social-media-marketing/social-media-research/?utm_medium=email&utm_source=sharpspring&sslid=MzMxNTC3NDYxMDA2AQA&sseid=MzIwMzE1MLUwtQAA&jobid=856bda95-cb04-4b66-8466-3f2baeb65430

Top Domains
Top Domains in Tweet in Entire Graph:
[898] twitter.com
[56] fiverr.com
[45] linkedin.com
[40] mrdashboard.com
[39] upwork.com
[35] pallav.io
[27] toprankblog.com
[26] growth-hackers.net
[24] dy.si
[21] jameshicks.net

Top Domains in Tweet in G1:
[386] twitter.com
[40] mrdashboard.com
[35] fiverr.com
[28] linkedin.com
[21] jameshicks.net
[15] toprankblog.com
[12] valens-research.com
[11] com.au
[9] youtube.com
[9] semrush.com

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

Top Domains in Tweet in G4:
[39] upwork.com
[20] twitter.com
[17] fiverr.com
[5] maxplaces.com
[5] pricebeam.com
[2] smallbiztrends.com
[2] socialmediatoday.com
[1] readyforsocial.com
[1] buzzsumo.com
[1] tradepub.com

Top Domains in Tweet in G5:
[168] twitter.com
[11] bit.ly
[2] amazon.com
[2] distribuzionemoderna.info
[1] prnewswire.com
[1] eminencewriters.com
[1] yahoo.com

Top Domains in Tweet in G8:
[24] growth-hackers.net
[6] storychief.io
[3] twitter.com
[3] lilachbullock.com
[1] com.au
[1] quuu.co

Top Domains in Tweet in G10:
[18] dy.si
[8] convinceandconvert.com
[6] hubspot.com
[3] twitter.com
[2] beaconspoint.com
[1] merkleinc.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1200] calculus
[1058] marketing
[939] essay
[919] pay
[871] nursing
[864] business
[857] algebra
[825] statistics
[815] math
[759] assignment



Top Hashtags in Tweet in G1:
[352] pay
[312] marketing
[300] calculus
[247] essay
[237] nursing
[225] business
[212] research
[209] assignment
[208] algebra
[207] statistics

Top Hashtags in Tweet in G4:
[18] seo
[17] grow_your_business_with_perfect_seo
[17] increase_your_traffic
[17] digtalmarketing
[17] keywords
[10] contentmarketing
[9] marketing
[5] pricing
[4] socialmedia
[4] leadgeneration

Top Hashtags in Tweet in G5:
[788] calculus
[594] essay
[562] algebra
[547] business
[538] statistics
[536] math
[531] nursing
[481] biology
[465] assignment
[456] pay

Top Hashtags in Tweet in G7:
[62] marketresearch
[2] djsbu
[1] thobeka
[1] singleandmingle

Top Hashtags in Tweet in G8:
[33] content
[27] marketing
[16] smm
[16] contentmarketing
[15] socialmediamarketing
[13] socialmedia
[11] generationz
[9] startups
[9] marketresearch
[8] genz

Top Hashtags in Tweet in G9:
[1] devices

Top Hashtags in Tweet in G10:
[27] covid19
[19] data
[4] smm
[3] socialmedia
[3] marketing
[3] growthhacking
[2] socialmediamarketing
[1] buyerpersonas
[1] inboundmarketing
[1] digital

Top Words
Top Words in Tweet in Entire Graph:
[2616] research
[2244] marketing
[1207] paper
[1200] #calculus
[1065] #marketing
[1036] pay
[982] law
[939] #essay
[932] due
[919] #pay

Top Words in Tweet in G1:
[897] research
[819] marketing
[506] pay
[389] law
[381] help
[379] paper
[352] #pay
[319] #marketing
[300] #calculus
[264] due

Top Words in Tweet in G2:
[101] обережно
[101] маніпуляції
[101] одна
[101] із
[101] провідних
[101] українських
[101] аналітиків
[101] яка
[101] є
[101] представником

Top Words in Tweet in G3:
[202] high
[101] hospital
[101] nursing
[101] home
[101] food
[101] low
[101] protein
[101] carb
[101] sugar
[101] garbage

Top Words in Tweet in G4:
[101] marketing
[74] research
[51] social
[51] media
[43] looking
[43] web
[43] lead
[43] generation
[43] pa
[42] please

Top Words in Tweet in G5:
[788] #calculus
[594] #essay
[586] paper
[562] #algebra
[547] #business
[538] #statistics
[536] #math
[535] law
[533] due
[531] #nursing

Top Words in Tweet in G6:
[130] management
[130] project
[67] skills
[65] need
[65] job
[65] graduate
[65] estate
[65] include
[65] delivery
[65] support

Top Words in Tweet in G7:
[62] dukes_mokoena
[62] established
[62] business
[62] sme
[62] need
[62] professional
[62] #marketresearch
[62] boost
[62] client
[62] base

Top Words in Tweet in G8:
[70] research
[47] step
[33] #content
[28] guide
[27] #marketing
[24] startup_nerd
[22] market
[22] content
[20] analysis
[19] detailed

Top Words in Tweet in G9:
[45] research
[44] successful
[44] marketing
[44] medical
[43] trick
[42] maartenvsmeden
[41] world
[41] data
[40] pulled
[3] health

Top Words in Tweet in G10:
[39] research
[35] marketing
[27] #covid19
[27] changed
[27] download
[27] merkle's
[21] latest
[19] #data
[19] uncovers
[19] challenges

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[829] #algebra,#calculus
[789] #calculus,#statistics
[780] #math,#algebra
[742] #business,law
[738] #essay,due
[724] law,#math
[704] #nursing,#essay
[641] due,#assignment
[572] #statistics,#biology
[552] #research,paper

Top Word Pairs in Tweet in G1:
[204] #algebra,#calculus
[195] #calculus,#statistics
[188] #essay,due
[183] #math,#algebra
[181] #business,law
[178] due,#assignment
[176] law,#math
[169] #nursing,#essay
[166] #research,paper
[157] #assignment,#online

Top Word Pairs in Tweet in G2:
[101] обережно,маніпуляції
[101] маніпуляції,одна
[101] одна,із
[101] із,провідних
[101] провідних,українських
[101] українських,аналітиків
[101] аналітиків,яка
[101] яка,є
[101] є,представником
[101] представником,україни

Top Word Pairs in Tweet in G3:
[101] hospital,nursing
[101] nursing,home
[101] home,food
[101] food,low
[101] low,protein
[101] protein,high
[101] high,carb
[101] carb,high
[101] high,sugar
[101] sugar,garbage

Top Word Pairs in Tweet in G4:
[51] social,media
[46] media,marketing
[43] looking,web
[43] web,research
[43] research,lead
[43] lead,generation
[43] generation,social
[42] marketing,pa
[42] pa,please
[42] please,contact

Top Word Pairs in Tweet in G5:
[546] #algebra,#calculus
[524] #math,#algebra
[524] #calculus,#statistics
[513] #business,law
[500] law,#math
[475] #essay,due
[469] #nursing,#essay
[419] #statistics,#biology
[398] #biology,#nursing
[398] due,#assignment

Top Word Pairs in Tweet in G6:
[65] need,job
[65] job,graduate
[65] graduate,estate
[65] estate,management
[65] management,skills
[65] skills,include
[65] include,project
[65] project,management
[65] management,project
[65] project,delivery

Top Word Pairs in Tweet in G7:
[62] established,business
[62] business,sme
[62] sme,need
[62] need,professional
[62] professional,#marketresearch
[62] #marketresearch,boost
[62] boost,client
[62] client,base
[61] dukes_mokoena,established
[61] base,usizo

Top Word Pairs in Tweet in G8:
[28] step,guide
[19] step,step
[19] guide,detailed
[19] detailed,#content
[19] #content,analysis
[19] analysis,research
[17] orangeman7,step
[14] #smm,#socialmediamarketing
[13] research,startgrowthhack
[13] basics,#socialmedia

Top Word Pairs in Tweet in G9:
[43] successful,marketing
[43] marketing,trick
[43] medical,research
[41] world,data
[40] data,successful
[40] trick,pulled
[40] pulled,medical
[39] maartenvsmeden,world
[2] isabellaghement,fair
[2] trick,medical

Top Word Pairs in Tweet in G10:
[27] #covid19,changed
[27] changed,marketing
[26] download,merkle's
[21] latest,research
[19] marketing,download
[19] merkle's,latest
[19] research,uncovers
[19] uncovers,challenges
[19] challenges,leveraging
[16] leveraging,#data

Top Replied-To
Top Replied-To in Entire Graph:
@cnn
@realdonaldtrump
@businessinsider
@cnbc
@maartenvsmeden
@fcbarcelona_es
@business
@nytimes
@peakluka
@laligaen

Top Replied-To in G4:
@businessinsider
@business
@fcbarcelona_es
@cnbc
@bw
@juventusfc
@cbssportssoccer
@laligaen
@harvardbiz
@theeconomist

Top Replied-To in G5:
@crybabybangtan_
@strwngerfinn
@wjsnv
@hatetokyo
@grangenhocker
@favstonynat
@lauraxim3
@mrcelsgf
@vicksierraa
@multicum

Top Replied-To in G7:
@usizolwethukini

Top Replied-To in G9:
@maartenvsmeden
@jon_m_bryan

Top Mentioned
Top Mentioned in Entire Graph:
@experts_a
@pavlonuss
@mangan150
@cheerful_heartz
@dukes_mokoena
@usizo
@macwriters
@maartenvsmeden
@cherryjane071
@cybrnight

Top Mentioned in G1:
@cherryjane071
@excellentpaper7
@brightwriters1
@mathscalculus
@cleanwriters7
@theprofessors2
@brainstormhelp1
@onlinewriters17
@essay_british1
@comradeswriters

Top Mentioned in G2:
@pavlonuss

Top Mentioned in G3:
@mangan150

Top Mentioned in G4:
@msimamhasan
@cmo_council
@maxplaces
@isayeel
@netline_corp
@thornsfc
@smallbiztrends
@pricebeam
@business
@cnbc

Top Mentioned in G5:
@experts_a
@macwriters
@writers_247
@93_academic
@alicesolution07
@terifficwriter
@write_wave
@online_writing1
@bestofexperts
@will247write

Top Mentioned in G6:
@cheerful_heartz

Top Mentioned in G7:
@dukes_mokoena
@usizo
@usizolwethukini

Top Mentioned in G8:
@startup_nerd
@startgrowthhack
@orangeman7
@jonathanaufray
@storychiefapp
@konradsanders
@startgrow
@sovkcom
@elenakanah
@lilachbullock

Top Mentioned in G9:
@maartenvsmeden
@isabellaghement
@aztezcan
@pbleic

Top Mentioned in G10:
@merkle
@convince
@hubspot
@dunbradstreet
@mulberrymc
@gdewalls
@twmiller13
@ryankatz
@magrinidavid
@storyteq

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@atsocialmediauk
@charlesfrize
@chidambara09
@maria09121953
@bloggedbyrain
@sheffieldis
@monty_chadha
@amoltikam
@navroopsingh_

Top Tweeters in G1:
@postjobfree
@jameshickstwi
@jameshicksuk
@mlmleadrush
@jameshicksmlm
@thestartupper
@workswithjames
@discountedprod1
@courtgarrettco
@lean4lifetime

Top Tweeters in G2:
@maria09121953
@tewton44
@zvlad2005
@1i5t3n3r
@morrgueart
@smetanatborschu
@yuliyakyiv
@vv120907
@light1065s
@lolkin_lal

Top Tweeters in G3:
@thefiretracker2
@scottgtweets
@catorano
@jantunenkaarina
@laughingmantwit
@stillbigo
@afashionfan
@ry_gran
@kecurious
@mangan150

Top Tweeters in G4:
@businessinsider
@business
@reuters
@mashable
@telegraph
@cnbc
@time
@wsj
@guardiannews
@nytimesbusiness

Top Tweeters in G5:
@taieb_bot
@justbementalist
@bizcommunityit
@jsnewsbot
@haliun_87
@strwngerfinn
@loyalty360
@fullnam35087976
@mjohnsonloyalty
@drahmadbazzi

Top Tweeters in G6:
@badmansaks
@modela__jane
@kenedavies
@duzie_
@ezolanski
@mo_jallo
@mz__kev
@jennaokojie
@sahsuu_
@sue_x0x0

Top Tweeters in G7:
@___kweenin
@djsbu
@2019africa
@aey_dear
@gomolemo_17
@emily_teffom
@mizadadawn
@agent_akie
@bonzz04
@rulzkay1_

Top Tweeters in G8:
@lilachbullock
@donaldndoro
@parvez1
@hannaraptor
@gummbyman32
@nubiaredondo
@startup_nerd
@digitalogi
@startgrowthhack
@jonathanaufray

Top Tweeters in G9:
@ayirpelle
@milowh007
@netshrink
@isabellaghement
@yorklawlondon
@onisillos
@kurikesh
@mpwoodhead
@deeno87
@statwonk

Top Tweeters in G10:
@michelledh
@bubbles4tw
@hubspot
@e_nterdiscipl
@staroneconsult
@hellobsquared
@brookesellas
@s_akrati
@dunbradstreet
@convince


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