marketing research, Twitter, 12/6/2019 9:08:32 PM, 218276


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marketing research_2019-12-06_04-05-43.xlsx
marketing research_2019-12-06_04-05-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 06, 2019
Short Description:
marketing research via NodeXL http://bit.ly/2RrOTSY
@oh_scottie
@benkamaudigital
@brennermichael
@indianmarketer3
@hubspot
@vuyiswa612
@srini14325
@ameliiasmitth
@scoshield
@jaiswalsirisha

Top hashtags:
#marketing
#pay
#research
#nursing
#business
#psychology

Description:
Description
The graph represents a network of 4,878 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, 06 December 2019 at 12:07 UTC.

The requested start date was Friday, 06 December 2019 at 01:01 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, 12-hour, 1-minute period from Friday, 29 November 2019 at 12:59 UTC to Friday, 06 December 2019 at 01:01 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 : 4878
Unique Edges : 4712
Edges With Duplicates : 1239
Total Edges : 5951
Number of Edge Types : 3
Mentions : 3599
Tweet : 2060
Replies to : 292
Self-Loops : 2060
Reciprocated Vertex Pair Ratio : 0.0180772391125719
Reciprocated Edge Ratio : 0.0355125100887813
Connected Components : 1691
Single-Vertex Connected Components : 996
Maximum Vertices in a Connected Component : 369
Maximum Edges in a Connected Component : 874
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 3.888112
Graph Density : 0.000156242079131884
Modularity : 0.710816
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,878 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, 06 December 2019 at 12:07 UTC.

The requested start date was Friday, 06 December 2019 at 01:01 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, 12-hour, 1-minute period from Friday, 29 November 2019 at 12:59 UTC to Friday, 06 December 2019 at 01:01 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:
[116] https://blog.hubspot.com/marketing/web-design-stats-for-2020
[87] https://qr.ae/T9VeGh
[37] http://qr.ae/T9VeGh
[28] https://media-innovation.jp/2019/11/26/sns-marketing-research/
[24] https://www.entrepreneur.com/article/342206?utm_source=dlvr.it&utm_medium=twitter
[21] https://schedule.gdconf.com/session/designing-game-communities-for-kindness/869062
[21] http://shop.ovatrend.com/KM71EQo7ba
[18] https://blog.hubspot.com/marketing/web-design-stats-for-2020?utm_source=dlvr.it&utm_medium=twitter
[18] http://www.internetbusinessideas-viralmarketing.com/marketing-research.html
[17] http://www.lqventures.com/

Top URLs in Tweet in G1:
[79] https://blog.hubspot.com/marketing/web-design-stats-for-2020
[21] https://media-innovation.jp/2019/11/26/sns-marketing-research/
[14] http://jameshicks.net/go-w3
[13] https://blog.hubspot.com/marketing/web-design-stats-for-2020?utm_source=dlvr.it&utm_medium=twitter
[8] http://too.My
[7] https://blog.workwithjameshicks.com/a-success-killing-disease-that-might-steal-your-dreams/
[7] https://www.fiverr.com/shanakhan001/targeted-niche-email-lists-for-email-marketing-campaigns?utm_source=55109&utm_medium=cx_affiliate&utm_campaign=&cxd_token=55109_1655698&show_join=true
[7] https://www.fiverr.com/zimamedia/do-seo-keyword-research?utm_source=55109&utm_medium=cx_affiliate&utm_campaign=&cxd_token=55109_1655025&show_join=true
[6] https://visualcontenting.com/2019/06/08/how-to-optimize-your-marketing-automation-plan-backed-by-research/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[6] https://www.fiverr.com/intrntservices/create-your-crowdfunding-campaign?utm_source=55109&utm_medium=cx_affiliate&utm_campaign=&cxd_token=55109_1913118&show_join=true

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1202229137362112520

Top URLs in Tweet in G3:
[1] https://twitter.com/akreana_/status/1081598051322679297

Top URLs in Tweet in G4:
[84] https://qr.ae/T9VeGh
[37] http://qr.ae/T9VeGh
[18] http://www.internetbusinessideas-viralmarketing.com/marketing-research.html
[8] https://www.upwork.com/o/profiles/users/_~010cbfc0c268a39b85/
[5] https://nealschaffer.com/keyword-research-tools-to-help-your-content-research-and-brainstorming/
[3] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D1082279577614016513
[3] https://www.fiverr.com/amitgupto?up_rollout=true
[2] https://blog.hubspot.com/marketing/social-media-product-research
[2] https://www.quora.com/What-is-the-best-keyword-research-tool-for-SEO-in-2019/answer/Pamela-Watson-99?ch=10&share=ffbfdc36&srid=c9E39
[2] https://www.google.com/search?rlz=1C1SQJL_enUS786US786&ei=GUtbXYjKHIWwsAW6772IDA&q=Research+and+development+of+optimization+for+search+engines.&oq=Research+and+development+of+optimization+for+search+engines.&gs_l=psy-ab.3...12098.14056..15033...0.2..1.227.482.5j0j1......0....1..gws-wiz.......0i71..12%3A0j13%3A0.ctARRMMmkCM&ved=0ahUKEwjIurW1pJDkAhUFGKwKHbp3D8EQ4dUDCAo&uact=5

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1200750571076177921

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1202416149146636288

Top URLs in Tweet in G7:
[1] https://markethive.net/2019/11/29/the-reality-of-multi-level-marketing/

Top URLs in Tweet in G8:
[26] https://blog.hubspot.com/marketing/web-design-stats-for-2020
[21] http://shop.ovatrend.com/KM71EQo7ba
[5] https://blog.hubspot.com/marketing/web-design-stats-for-2020?utm_source=dlvr.it&utm_medium=twitter
[3] https://contentmarketinginstitute.com/2019/12/demand-gen-content-research/
[2] https://coschedule.com/blog/best-times-to-post-on-social-media/
[2] https://contentmarketinginstitute.com/2019/06/agencies-growth-marketing/
[2] https://blog.hubspot.com/marketing/web-design-stats-for-2020?utm_source=twitter&utm_medium=post&utm_campaign=seokay&utm_term=socialselling&utm_content=knowledge&ref=noggledotcom
[2] https://t.co/ZOvovrEFZv
[2] https://t.co/sncEUbRmFF
[2] http://dlvr.it/RKZblg

Top URLs in Tweet in G9:
[1] https://www.institutionalinvestor.com/article/b1j9xcxtrgdtsg/Smart-Beta-Managers-Are-Boasting-Utterly-Implausible-Returns-Research-Affiliates-Says
[1] https://twitter.com/i/web/status/1200512263326593024
[1] https://twitter.com/i/web/status/1200497229871505408

Top URLs in Tweet in G10:
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2174966/

Top Domains
Top Domains in Tweet in Entire Graph:
[829] twitter.com
[181] hubspot.com
[124] qr.ae
[91] fiverr.com
[43] co.uk
[35] media-innovation.jp
[28] contentmarketinginstitute.com
[26] entrepreneur.com
[23] gdconf.com
[23] linkedin.com

Top Domains in Tweet in G1:
[399] twitter.com
[122] hubspot.com
[63] fiverr.com
[24] media-innovation.jp
[18] co.uk
[17] com.ng
[17] linkedin.com
[15] mrdashboard.com
[14] contentmarketinginstitute.com
[14] jameshicks.net

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

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

Top Domains in Tweet in G4:
[121] qr.ae
[72] twitter.com
[18] internetbusinessideas-viralmarketing.com
[8] upwork.com
[5] nealschaffer.com
[5] martechadvisor.com
[3] fiverr.com
[3] dangalante.me
[2] hubspot.com
[2] quora.com

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

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

Top Domains in Tweet in G7:
[1] markethive.net

Top Domains in Tweet in G8:
[42] hubspot.com
[21] ovatrend.com
[10] twitter.com
[10] contentmarketinginstitute.com
[8] t.co
[4] dlvr.it
[2] coschedule.com
[1] e-strategyblog.com
[1] radiantinsights.com
[1] digiday.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] institutionalinvestor.com

Top Domains in Tweet in G10:
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[675] marketing
[538] pay
[206] research
[190] nursing
[182] business
[163] psychology
[130] biochemistry
[129] seo
[128] ai
[124] keywordresearchtool



Top Hashtags in Tweet in G1:
[249] marketing
[228] pay
[86] research
[58] business
[48] seo
[40] psychology
[39] nursing
[33] digitalmarketing
[33] contentmarketing
[30] biochemistry

Top Hashtags in Tweet in G4:
[121] keywordresearchtool
[107] marketing
[101] nursing
[98] pay
[92] business
[76] psychology
[71] biochemistry
[51] digitalmarketing
[43] socialmediamarketing
[38] seo

Top Hashtags in Tweet in G6:
[108] ai

Top Hashtags in Tweet in G8:
[27] etrafficlane
[16] marketing
[9] digitalmarketing
[6] link1
[5] contentmarketing
[5] seo
[4] webdesign
[3] inboundmarketing
[2] growthhacking
[2] growthhacker

Top Words
Top Words in Tweet in Entire Graph:
[3233] Words in Sentiment List#1: Positive
[790] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[107289] Non-categorized Words
[111312] Total Words
[2932] research
[2788] marketing
[741] paper
[674] #marketing
[603] digital

Top Words in Tweet in G1:
[1020] research
[759] marketing
[248] #marketing
[228] #pay
[183] web
[178] paper
[168] market
[158] 2020
[150] design
[123] essential

Top Words in Tweet in G2:
[305] please
[305] know
[305] marketing
[305] advertising
[305] mass
[305] psychology
[305] many
[305] trends
[305] practices
[305] rooted

Top Words in Tweet in G3:
[426] digital
[214] course
[213] wanted
[213] remind
[213] marketing
[213] google
[213] garage
[213] free
[212] vuyiswa612

Top Words in Tweet in G4:
[336] paper
[294] research
[159] seo
[149] best
[139] keyword
[128] click
[124] tool
[124] 2019
[121] #keywordresearchtool
[107] #marketing

Top Words in Tweet in G5:
[124] shows
[124] realize
[124] power
[124] mamamoo
[124] possess
[124] girls
[124] performed
[124] min
[124] together
[123] mmmghei

Top Words in Tweet in G6:
[108] adoption
[108] #ai
[108] sectors
[108] healthcare
[108] manufacturing
[108] automotive
[108] agriculture
[108] retail
[108] security
[108] human

Top Words in Tweet in G7:
[152] multi
[152] level
[77] marketing
[77] research
[76] markethive
[76] reality
[76] over
[76] past
[76] few
[76] days

Top Words in Tweet in G8:
[90] research
[66] marketing
[43] 2020
[42] hubspot
[41] essential
[40] stats
[37] web
[37] design
[29] social
[28] etrafficlane

Top Words in Tweet in G9:
[103] gillette
[56] marketing
[55] 1b
[55] research
[55] development
[52] chetanp
[52] launched
[52] mach3
[52] 1998
[52] spending

Top Words in Tweet in G10:
[56] big
[56] spent
[56] marketing
[55] thought
[55] parma
[55] actually
[55] declared
[55] apparently
[55] case
[55] research

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[371] marketing,research
[328] marketing,advertising
[323] digital,marketing
[305] please,know
[305] know,marketing
[305] advertising,mass
[305] mass,psychology
[305] psychology,many
[305] many,trends
[305] trends,practices

Top Word Pairs in Tweet in G1:
[122] marketing,research
[121] web,design
[119] 2020,research
[117] stats,2020
[115] essential,web
[114] design,stats
[77] market,research
[64] social,media
[54] keyword,research
[51] digital,marketing

Top Word Pairs in Tweet in G2:
[305] please,know
[305] know,marketing
[305] marketing,advertising
[305] advertising,mass
[305] mass,psychology
[305] psychology,many
[305] many,trends
[305] trends,practices
[305] practices,rooted
[304] oh_scottie,please

Top Word Pairs in Tweet in G3:
[213] wanted,remind
[213] remind,digital
[213] digital,marketing
[213] marketing,course
[213] course,google
[213] google,digital
[213] digital,garage
[213] garage,free
[212] vuyiswa612,wanted

Top Word Pairs in Tweet in G4:
[139] keyword,research
[123] best,keyword
[123] research,tool
[123] tool,seo
[123] seo,2019
[121] 2019,click
[119] click,#keywordresearchtool
[94] #nursing,paper
[91] pay,write
[66] paper,#business

Top Word Pairs in Tweet in G5:
[124] shows,realize
[124] realize,power
[124] power,mamamoo
[124] mamamoo,possess
[124] possess,girls
[124] girls,performed
[124] performed,min
[124] min,together
[123] mmmghei,shows
[123] together,trending

Top Word Pairs in Tweet in G6:
[108] adoption,#ai
[108] #ai,sectors
[108] sectors,healthcare
[108] healthcare,manufacturing
[108] manufacturing,automotive
[108] automotive,agriculture
[108] agriculture,retail
[108] retail,security
[108] security,human
[107] omkar_raii,adoption

Top Word Pairs in Tweet in G7:
[152] multi,level
[77] level,marketing
[76] reality,multi
[76] marketing,over
[76] over,past
[76] past,few
[76] few,days
[76] days,ve
[76] ve,doing
[76] doing,intensive

Top Word Pairs in Tweet in G8:
[41] 2020,research
[40] stats,2020
[37] design,stats
[36] essential,web
[36] web,design
[28] marketing,research
[27] research,hubspot
[27] etrafficlane,social
[27] social,marketing
[27] marketing,traffic

Top Word Pairs in Tweet in G9:
[55] research,development
[52] gillette,launched
[52] launched,mach3
[52] mach3,1998
[52] 1998,spending
[52] spending,1b
[52] 1b,research
[52] development,marketing
[52] marketing,2004
[51] chetanp,gillette

Top Word Pairs in Tweet in G10:
[55] thought,big
[55] big,parma
[55] parma,actually
[55] actually,spent
[55] spent,declared
[55] declared,marketing
[55] marketing,apparently
[55] apparently,case
[55] case,research
[54] casparkashkin,thought

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@oh_scottie
@vuyiswa612
@mmmghei
@omkar_raii
@markethive
@ameliiasmitth
@casparkashkin
@chetanp
@shinkiish
@hubspot

Top Mentioned in G1:
@ianbrodie
@1_monikaa
@marketer_syubo
@tutorsammurry
@sellersted

Top Mentioned in G2:
@oh_scottie

Top Mentioned in G3:
@vuyiswa612

Top Mentioned in G4:
@ameliiasmitth
@pamelawatson03
@benkamaudigital
@accuratewriting
@janetjacksonseo
@startgrowthhack
@charlesfrize
@anikawattson
@ravikikan
@placeoffer

Top Mentioned in G5:
@mmmghei

Top Mentioned in G6:
@omkar_raii

Top Mentioned in G7:
@markethive

Top Mentioned in G8:
@hubspot
@cmicontent
@digiday
@sitejet_io
@marcflood
@robert_rose
@coscheduleblog
@michelledh
@robertcialdini
@shahidnizami

Top Mentioned in G9:
@chetanp
@tomgartner

Top Mentioned in G10:
@casparkashkin

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@arkangelscrap
@sectest9
@resilient_ent
@charlesfrize
@nosqldigest
@engineersday
@independent
@evankirstel
@chidambara09

Top Tweeters in G1:
@engineersday
@bhumharit
@hotjobfinder
@stevekrohn
@iam__network
@freelancehunt
@jameshicksmlm
@ricardozam
@mlmleadrush
@workswithjames

Top Tweeters in G2:
@500kflea
@saintwalker98
@badmansaks
@tamtamsworld
@noyannna
@subzero_winz
@pianofreak9
@jiminohsosmol
@janniaragon
@loyaltynlove24

Top Tweeters in G3:
@sibu_mpanzasa
@_goonlando
@___khanya
@legallyacinom
@nelatyolo
@lozaah
@azola_afrowoman
@yoli_ngxanga
@amymisha_
@umtungwa777

Top Tweeters in G4:
@arkangelscrap
@charlesfrize
@evankirstel
@chidambara09
@dynamicfrize
@frizemedia
@ageless_2u
@jeffbullas
@myfoodfantasy69
@entwistletx

Top Tweeters in G5:
@ddongbyullie
@tiffany_9member
@berzotass
@mooinjust5secs
@myminiwink
@vivit_ni
@byulsmoon
@wheeinshaseul
@alexforbyul
@yongbyully

Top Tweeters in G6:
@shrikant_stpib
@stpimanjunathan
@basayya_r
@urbansqr
@deepindex
@ravi_sc_stpi
@guruprasadk_
@rramkumar1976
@jaya_stpiblr
@umeshb_stp

Top Tweeters in G7:
@helpfurry
@markethive
@yurabelousov
@irakuantova
@danielo70672298
@oleg18530505
@serjqc2
@roman81504941
@grigory61373913
@gohar34131308

Top Tweeters in G8:
@etrafficlane
@growmap
@carlosgil83
@michelledh
@analucianovak
@nubiaredondo
@ijonnim
@cmicontent
@bubbles4tw
@hubspot

Top Tweeters in G9:
@mogulazam
@no_pullbacks
@obrah
@tomgartner
@jakewk
@kingluis
@rajaminyak_oil
@johnbonini
@keith_wasserman
@sso_bobbylove

Top Tweeters in G10:
@seki_yo
@xileenie
@nakatsu28
@lamed_vav
@ingooverton
@korimaru0206
@justinczas
@texasflower65
@eventhedogsabo1
@arieljones411