marketing research, Twitter, 2/21/2020 5:32:01 PM, 221711


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marketing research_2020-02-21_04-05-43.xlsx
marketing research_2020-02-21_04-05-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 21, 2020
Short Description:
marketing research via NodeXL http://bit.ly/37KHwKU
@semrush
@benkamaudigital
@scoshield
@brennermichael
@ssmcduninsubria
@hubspot
@harreyhena
@academia191
@blogdestined
@cmicontent

Top hashtags:
#pay
#marketing
#research
#calculus
#business
#statistics
#essay

Description:
Description
The graph represents a network of 4,857 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, 21 February 2020 at 12:07 UTC.

The requested start date was Friday, 21 February 2020 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 7-day, 19-hour, 0-minute period from Thursday, 13 February 2020 at 05:50 UTC to Friday, 21 February 2020 at 00:51 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 : 4857
Unique Edges : 4996
Edges With Duplicates : 1672
Total Edges : 6668
Number of Edge Types : 4
Tweet : 2576
MentionsInRetweet : 2473
Replies to : 401
Mentions : 1218
Self-Loops : 2576
Reciprocated Vertex Pair Ratio : 0.0256547300908605
Reciprocated Edge Ratio : 0.0500260552371027
Connected Components : 1971
Single-Vertex Connected Components : 1176
Maximum Vertices in a Connected Component : 507
Maximum Edges in a Connected Component : 1123
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.467455
Graph Density : 0.000162726464529701
Modularity : 0.663652
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,857 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, 21 February 2020 at 12:07 UTC.

The requested start date was Friday, 21 February 2020 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 7-day, 19-hour, 0-minute period from Thursday, 13 February 2020 at 05:50 UTC to Friday, 21 February 2020 at 00:51 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:
[29] http://jameshicks.net/go-w3
[22] https://blog.hubspot.com/blog/tabid/6307/bid/22842/4-helpful-tools-for-identifying-the-right-keywords.aspx
[20] https://www.socialmediatoday.com/news/facebook-publishes-new-research-into-the-role-social-media-plays-in-beverag/572126/
[17] https://blog.hubspot.com/marketing/best-time-to-send-email-campaigns
[17] http://www.internetbusinessideas-viralmarketing.com/marketing-research.html
[16] https://blog.workwithjameshicks.com/a-success-killing-disease-that-might-steal-your-dreams/
[15] https://www.smartbugmedia.com/blog/the-5-step-marketing-research-process?utm_campaign=PP%3A%20The%205-Step%20Marketing%20Research%20Process&utm_content=117047824&utm_medium=social&utm_source=twitter&hss_channel=tw-16853317
[14] https://contentmarketinginstitute.com/2020/02/customer-experience-enterprise-research/#.XkbtLZs8xQ0.twitter
[13] https://www.kdspy.com/
[12] https://www.business2community.com/online-marketing/10-of-the-greatest-keyword-research-tools-reviewed-free-paid-02284421

Top URLs in Tweet in G1:
[29] http://jameshicks.net/go-w3
[16] https://blog.workwithjameshicks.com/a-success-killing-disease-that-might-steal-your-dreams/
[12] https://blog.hubspot.com/blog/tabid/6307/bid/22842/4-helpful-tools-for-identifying-the-right-keywords.aspx
[11] http://mrdashboard.com/index.php/steps-in-marketing-research-process/
[10] https://www.socialmediatoday.com/news/facebook-publishes-new-research-into-the-role-social-media-plays-in-beverag/572126/
[9] https://www.fiverr.com/s2/f37d4441bd
[8] https://blog.hubspot.com/marketing/best-time-to-send-email-campaigns
[8] http://mrdashboard.com/index.php/how-to-design-questionnaire-for-marketing-research/
[8] https://www.fiverr.com/s2/c21da205eb
[7] https://internetsurvivalguideg.blogspot.com/2019/10/how-to-learn-how-to-use-viral-marketing.html

Top URLs in Tweet in G2:
[10] https://www.socialmediatoday.com/news/facebook-publishes-new-research-into-the-role-social-media-plays-in-beverag/572126/
[4] https://www.socialmediatoday.com/news/6-steps-to-create-a-customer-persona-that-drives-your-marketing-strategy-i/538607/
[3] https://marketinginsidergroup.com/?p=649239
[3] http://www.convinceandconvert.com/content-marketing-research/26-best-topics-in-healthcare-content-marketing/
[3] https://www.socialmediatoday.com/news/the-best-times-to-post-on-social-media-according-to-research-infographic/572419/
[3] https://www.socialmediatoday.com/news/6-keyword-research-tools-to-improve-your-seo-in-2020-and-beyond-infographi/572390/
[3] https://www.semrush.com/blog/keyword-research-guide-for-seo
[2] http://www.convinceandconvert.com/email/latest-email-marketing-research/
[2] https://www.convinceandconvert.com/digital-marketing/new-research-how-to-optimize-marketing-automation/
[2] https://www.growth-hackers.net/personal-step-by-step-guide-detailed-content-analysis-research/

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1230407513218134019
[1] https://twitter.com/i/web/status/1230401490872946689
[1] https://twitter.com/i/web/status/1228205825434374144
[1] https://twitter.com/i/web/status/1230344290540433408

Top URLs in Tweet in G4:
[7] https://blog.hubspot.com/blog/tabid/6307/bid/22842/4-helpful-tools-for-identifying-the-right-keywords.aspx
[3] https://www.socialmediatoday.com/news/facebook-publishes-new-research-into-the-role-social-media-plays-in-beverag/572126/?utm_campaign=%40socialmedia2day&utm_term=socialmedia2day&utm_content=68sshd&utm_medium=twitter&utm_source=ByPeers.com
[3] https://blog.hubspot.com/marketing/web-design-stats-for-2020
[3] http://dlvr.it/RQNZBV
[3] https://www.marketingprofs.com/articles/2020/42450/qualitative-research-even-more-important-in-the-age-of-big-data
[2] https://www.linkedin.com/posts/fouzia-zannat-3b0b6b194_socialmedia-facebook-instagram-activity-6636365292467441664-JpQe
[2] https://contentmarketinginstitute.com/2019/12/b2c-content-marketing-research-2020/?utm_campaign=%40CMIContent&utm_term=%23contentmarketing&utm_content=StMt8y&utm_medium=twitter&utm_source=ByPeers.com
[2] https://contentmarketinginstitute.com/2019/12/b2c-content-marketing-research-2020/?utm_campaign=%40CMIContent&utm_term=%23contentmarketing&utm_content=xmdEhg&utm_medium=twitter&utm_source=ByPeers.com
[2] https://www.marketingprofs.com/charts/2020/42410/the-state-of-b2b-account-based-marketing
[2] http://dlvr.it/RQH5Xb

Top URLs in Tweet in G5:
[13] https://www.kdspy.com/
[7] https://www.convinceandconvert.com/research/statistics-about-work/
[5] https://www.blogginggiant.com/marketing/top-free-paid-seo-keyword-research-tools.html
[1] https://twitter.com/i/web/status/1230550426010832896
[1] https://twitter.com/i/web/status/1230233791106551808
[1] https://twitter.com/i/web/status/1230218399936065537
[1] https://twitter.com/i/web/status/1230218473873268739
[1] https://twitter.com/i/web/status/1230218591854833667
[1] https://twitter.com/i/web/status/1230218658221318146
[1] https://twitter.com/i/web/status/1230218837825589249

Top URLs in Tweet in G6:
[4] https://feedly.com/i/entry/EH0iKU/zbYVwXadYeGybsibUHEq3e2YVdNziU0lyxiI=_17052c114f2:940257:3fbac3b5#webdesign
[1] https://twitter.com/i/web/status/1230376200331128832
[1] https://twitter.com/i/web/status/1230529693864091648
[1] https://twitter.com/i/web/status/1230575833749680128
[1] https://twitter.com/i/web/status/1225785868729741313
[1] https://twitter.com/i/web/status/1230531957785866240
[1] https://twitter.com/i/web/status/1230476551285825536
[1] https://twitter.com/i/web/status/1228451350888972289
[1] https://twitter.com/i/web/status/1228223735099904000
[1] https://readyforsocial.com/7f7bf5b0896

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1230599936045178899
[1] https://review.chicagobooth.edu/marketing/2020/article/retailers-underestimate-power-penny-pricing
[1] https://www.ama.org/2020/02/15/ama-ebsco-annual-award-for-responsible-research-in-marketing-inaugural-recipients-announced/
[1] https://twitter.com/i/web/status/1228506773595750401
[1] https://doi.org/10.1177/0743915619858928
[1] https://twitter.com/i/web/status/1228510240762499072
[1] https://twitter.com/i/web/status/1228067444029153280
[1] https://www.emerald.com/insight/content/doi/10.1108/SJME-11-2019-0096/full/html
[1] https://www.linkedin.com/slink?code=dPf9R8T
[1] https://twitter.com/i/web/status/1227961982671872002

Top URLs in Tweet in G8:
[5] https://www.maxplaces.com/content-marketing-hacks-answer-the-public/?ref=quuu
[4] https://www.allbusiness.com/reverse-engineer-marketing-success-fortune-500-107199-1.html
[2] https://radix-communications.com/b2b-content-marketing-research-report/
[2] https://neilpatel.com/blog/keyword-research/
[2] https://typesetcontent.com/blog/state-of-writing-research/
[2] https://contentmarketinginstitute.com/2019/12/b2c-content-marketing-research-2020/
[2] https://contentmarketinginstitute.com/2019/12/b2c-content-marketing-research-2020
[2] http://rite.ly/wk5q
[2] https://www.maxplaces.com/keyword-research-simplified-2019/?ref=quuu
[2] https://contentmarketinginstitute.com/2020/02/customer-experience-enterprise-research/

Top URLs in Tweet in G10:
[1] https://www.adweek.com/agencies/advancing-diversity-in-advertising-starts-in-the-classroom/
[1] https://www.research-tree.com/companies/italy/investment-platforms-services/tecnoinvestimenti/research/edison/tinexta-compound-growth-outlook-confirmed/3_26150xxx-8e1a-85a2-bb7a-d6265f562480

Top Domains
Top Domains in Tweet in Entire Graph:
[1171] twitter.com
[133] fiverr.com
[81] hubspot.com
[74] blogspot.com
[58] socialmediatoday.com
[50] co.uk
[39] contentmarketinginstitute.com
[30] mrdashboard.com
[30] google.com
[29] jameshicks.net

Top Domains in Tweet in G1:
[573] twitter.com
[74] blogspot.com
[61] fiverr.com
[38] hubspot.com
[30] mrdashboard.com
[29] jameshicks.net
[27] socialmediatoday.com
[26] google.com
[20] co.uk
[17] valens-research.com

Top Domains in Tweet in G2:
[23] socialmediatoday.com
[22] twitter.com
[14] semrush.com
[11] convinceandconvert.com
[6] growth-hackers.net
[6] marketinginsidergroup.com
[4] glean.info
[3] hubspot.com
[2] co.uk
[2] contently.com

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

Top Domains in Tweet in G4:
[26] hubspot.com
[10] twitter.com
[6] marketingprofs.com
[6] thinkwithgoogle.com
[5] dlvr.it
[4] contentmarketinginstitute.com
[3] socialmediatoday.com
[2] linkedin.com
[2] einsteinmarketer.com
[2] growthhackers.com

Top Domains in Tweet in G5:
[46] twitter.com
[13] kdspy.com
[8] convinceandconvert.com
[5] blogginggiant.com
[1] growthhackers.com
[1] webdesignerdepot.com
[1] forbes.com
[1] mindbodygreen.com
[1] socialmediatoday.com
[1] v3b.com

Top Domains in Tweet in G6:
[9] twitter.com
[4] feedly.com
[1] readyforsocial.com

Top Domains in Tweet in G7:
[6] twitter.com
[2] ama.org
[1] chicagobooth.edu
[1] doi.org
[1] emerald.com
[1] linkedin.com

Top Domains in Tweet in G8:
[9] maxplaces.com
[8] contentmarketinginstitute.com
[5] twitter.com
[4] allbusiness.com
[2] radix-communications.com
[2] neilpatel.com
[2] typesetcontent.com
[2] rite.ly
[1] converge.today
[1] bit.ly

Top Domains in Tweet in G10:
[1] adweek.com
[1] research-tree.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[822] pay
[795] marketing
[442] research
[419] calculus
[339] business
[300] statistics
[293] essay
[278] algebra
[256] nursing
[254] online



Top Hashtags in Tweet in G1:
[517] pay
[339] marketing
[210] research
[192] calculus
[159] online
[141] essay
[138] business
[128] statistics
[125] algebra
[110] accounting

Top Hashtags in Tweet in G2:
[63] content
[39] marketing
[39] seo
[30] socialmedia
[30] socialmediamarketing
[28] contentmarketing
[23] digitalmarketing
[19] mobilemarketing
[19] smm
[13] emailmarketing

Top Hashtags in Tweet in G3:
[1] marketing
[1] research

Top Hashtags in Tweet in G4:
[36] pay
[28] marketing
[14] research
[14] calculus
[11] digitalmarketing
[10] nursing
[10] business
[9] socialmediamarketing
[9] algebra
[9] statistics

Top Hashtags in Tweet in G5:
[88] calculus
[78] business
[73] pay
[67] statistics
[66] algebra
[63] math
[62] accounting
[54] nursing
[38] essay
[37] marketing

Top Hashtags in Tweet in G6:
[31] marketing
[27] socialmedia
[25] smm
[23] seo
[21] digitalmarketing
[16] socialmediamarketing
[12] seotips
[9] seotools
[8] instagram
[8] marketingstrategy

Top Hashtags in Tweet in G7:
[24] amawinter
[14] research
[12] marketing
[4] conference
[4] socialmedia
[3] bots
[3] brands
[2] policymakers
[2] financialeducation
[2] ads

Top Hashtags in Tweet in G8:
[23] contentmarketing
[6] seo
[5] b2c
[4] smm
[3] marketing
[2] keywordresearch
[2] writing
[2] sow20
[2] comms
[2] content

Top Hashtags in Tweet in G10:
[2] futr
[2] marketing
[2] media
[2] advertising
[2] streaming
[2] adtech
[2] ai
[2] investing
[1] nfl
[1] superbowl2020

Top Words
Top Words in Tweet in Entire Graph:
[3664] Words in Sentiment List#1: Positive
[869] Words in Sentiment List#2: Negative
[18] Words in Sentiment List#3: Angry/Violent
[106231] Non-categorized Words
[110770] Total Words
[3299] research
[2723] marketing
[822] #pay
[794] #marketing
[701] pay

Top Words in Tweet in G1:
[1181] research
[1043] marketing
[517] #pay
[338] #marketing
[264] pay
[210] #research
[192] #calculus
[181] market
[163] due
[159] #online

Top Words in Tweet in G2:
[184] research
[128] marketing
[107] semrush
[74] keyword
[69] benkamaudigital
[63] #content
[52] content
[48] find
[46] strategy
[46] use

Top Words in Tweet in G3:
[85] marketing
[75] research
[71] undertaking
[71] exhaustive
[71] discovered
[71] definitive
[71] facts
[71] modern
[70] dr_draper
[10] twitter

Top Words in Tweet in G4:
[62] research
[36] #pay
[31] hubspot
[28] #marketing
[18] marketing
[18] best
[14] #research
[14] #calculus
[12] 10
[11] top

Top Words in Tweet in G5:
[88] #calculus
[78] #business
[73] #pay
[67] #statistics
[66] #algebra
[63] law
[63] #math
[62] #accounting
[61] kindly
[61] hmu

Top Words in Tweet in G6:
[103] research
[42] keyword
[35] strategy
[31] #marketing
[28] marketing
[27] #socialmedia
[25] #smm
[24] keywords
[23] #seo
[21] #digitalmarketing

Top Words in Tweet in G7:
[35] research
[33] marketing
[24] #amawinter
[22] ama_marketing
[16] jofmarketing
[16] workshop
[15] development
[14] #research
[12] #marketing
[11] san

Top Words in Tweet in G8:
[48] research
[23] #contentmarketing
[22] content
[17] keyword
[17] marketers
[17] marketing
[13] cmicontent
[12] 2020
[12] using
[11] audience

Top Words in Tweet in G9:
[2] people

Top Words in Tweet in G10:
[7] investorjohnuk
[7] bigbigdave_
[7] sunsuneti1
[7] andrea334506911
[7] jakethepeg1971
[7] kevinmichaluk
[7] naan_deal
[7] futureplc
[5] conkers3
[5] dianaepatters

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[361] marketing,research
[309] keyword,research
[280] #calculus,#statistics
[277] #algebra,#calculus
[258] #essay,due
[244] #statistics,#accounting
[232] #business,law
[223] #accounting,#nursing
[222] #math,#algebra
[210] market,research

Top Word Pairs in Tweet in G1:
[160] marketing,research
[132] #essay,due
[125] #algebra,#calculus
[125] #calculus,#statistics
[109] keyword,research
[107] #statistics,#accounting
[104] #business,law
[99] #accounting,#nursing
[99] #nursing,#essay
[96] market,research

Top Word Pairs in Tweet in G2:
[46] top,#content
[46] #content,marketing
[46] marketing,influencers
[46] influencers,twitter
[46] twitter,mikeschiemer
[46] mikeschiemer,evankirstel
[46] evankirstel,jeffbullas
[46] jeffbullas,larrykim
[46] larrykim,benkamaudigital
[43] semrush,top

Top Word Pairs in Tweet in G3:
[71] undertaking,exhaustive
[71] exhaustive,research
[71] research,discovered
[71] discovered,definitive
[71] definitive,facts
[71] facts,modern
[71] modern,marketing
[70] dr_draper,undertaking
[10] twitter,fantastic
[10] fantastic,micro

Top Word Pairs in Tweet in G4:
[10] keyword,research
[9] 10,best
[9] best,keyword
[9] research,tools
[9] tools,find
[9] find,right
[9] right,keywords
[9] keywords,seo
[9] #business,law
[9] #algebra,#calculus

Top Word Pairs in Tweet in G5:
[66] #algebra,#calculus
[66] #calculus,#statistics
[63] #business,law
[63] #math,#algebra
[62] #statistics,#accounting
[61] kindly,hmu
[60] hmu,#business
[60] law,#math
[53] hello,kindly
[53] #accounting,#nursing

Top Word Pairs in Tweet in G6:
[42] keyword,research
[18] instances,people
[18] people,create
[18] create,content
[18] content,without
[18] without,doing
[18] doing,research
[18] research,keywords
[18] keywords,creating
[18] creating,proper

Top Word Pairs in Tweet in G7:
[15] development,workshop
[10] jofmarketing,ama_marketing
[8] ama_marketing,#research
[8] #research,development
[8] #amawinter,thanks
[7] marketing,research
[7] san,diego
[7] research,development
[7] workshop,san
[6] marketing,division

Top Word Pairs in Tweet in G8:
[17] keyword,research
[15] content,marketing
[7] dial,target
[7] target,audience
[7] audience,#contentmarketing
[7] #contentmarketing,keyword
[7] research,hack
[7] hack,using
[7] using,answer
[7] answer,public

Top Word Pairs in Tweet in G10:
[7] investorjohnuk,bigbigdave_
[7] bigbigdave_,sunsuneti1
[7] sunsuneti1,andrea334506911
[7] andrea334506911,jakethepeg1971
[7] jakethepeg1971,kevinmichaluk
[7] kevinmichaluk,naan_deal
[7] naan_deal,futureplc
[5] conkers3,investorjohnuk
[5] futureplc,dianaepatters
[3] geraldine,henderson

Top Replied-To
Top Replied-To in Entire Graph:
@fultonofscience
@lotusevangelist
@bruceclarkprof
@mattwallaert
@domkent
@haenatas
@saragideon
@trueproductpod
@investorjohnuk
@middlesexuni

Top Replied-To in G2:
@semrush
@benkamaudigital

Top Replied-To in G3:
@bruceclarkprof

Top Replied-To in G5:
@haenatas
@hass410bmore
@courtszn
@aaronocn
@haieeley
@fedevalverde_
@wuigdinho
@gblvthe
@ghettobarkley
@paulenamoore7

Top Replied-To in G6:
@brainadam_01

Top Replied-To in G7:
@mattwallaert
@ama_journals
@alexjohnlondon
@neelasaldanha
@caitlamberton
@c_kowalkowski
@btshapir

Top Replied-To in G8:
@domkent

Top Replied-To in G9:
@aanthanurdc

Top Replied-To in G10:
@investorjohnuk

Top Mentioned
Top Mentioned in Entire Graph:
@semrush
@benkamaudigital
@dr_draper
@mikeschiemer
@evankirstel
@jeffbullas
@larrykim
@brenne
@hubspot
@keithlaw

Top Mentioned in G1:
@onlineassignme8
@andershjort
@brilliantwrit14
@tutorsammurry
@online_writing1
@bestfreelancing
@digitalmaascom
@writers_top
@expertwriters5
@mariavip

Top Mentioned in G2:
@semrush
@benkamaudigital
@mikeschiemer
@evankirstel
@jeffbullas
@larrykim
@brenne
@startgrowthhack
@socialmedia2day
@brennermichael

Top Mentioned in G3:
@dr_draper
@cambartley
@naynerz
@faris
@alexjmurrell
@mwtknsn
@colinalewis
@leshann
@paulmarkbailey
@scotstratguy

Top Mentioned in G4:
@hubspot
@marketingprofs
@thinkwithgoogle
@pamelabump
@marcflood
@einsteinmktr
@mktgai
@bypeers
@sourceessay1
@itsma_b2b

Top Mentioned in G5:
@troyrjackson
@convince
@smmaholic
@top_notchwrite
@visal_tyagi
@chastewriters
@v3broadsuite
@benkamaudigital
@whltelvers0n
@412champs

Top Mentioned in G6:
@brainadam_01
@harreyhena
@heidicham_seo
@marilyn_ogerseo
@markilizanseo
@susanlandryoseo
@jansherrahman
@zarafoxseo
@_emarketinguk
@diymarketers

Top Mentioned in G7:
@ama_marketing
@jofmarketing
@romimarketer
@drgiesler
@rutgersbschool
@chrismoorman
@rickstaelin
@caitlamberton
@lubsmarkdiv

Top Mentioned in G8:
@cmicontent
@maxplaces
@sarahmitchelloz
@allbusiness_com
@convergetoday
@dougkessler
@robert_rose
@crestodina
@radixcom
@michelelinn

Top Mentioned in G9:
@zombiepiano
@oscarswild1
@andrewemcameron
@doom37455413
@jamesrider3
@ingersolrobert
@iluvco2
@opentechpark
@fchecker76
@rustyaway

Top Mentioned in G10:
@bigbigdave_
@sunsuneti1
@andrea334506911
@jakethepeg1971
@kevinmichaluk
@naan_deal
@futureplc
@conkers3
@investorjohnuk

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@marshawright
@sectest9
@uber_support
@rk70534
@atsocialmediauk
@charlesfrize
@chidambara09
@evankirstel
@worldcompanies

Top Tweeters in G1:
@marshawright
@worldcompanies
@4pawshop
@zeustech1
@hotjobfinder
@statvoo
@crweworld
@kobmaxqueen
@perfectdomain1
@iam__network

Top Tweeters in G2:
@atsocialmediauk
@evankirstel
@lelkan
@jeffbullas
@giuliog
@socialmedia2day
@ankit_marketing
@googleulv
@web_pixelportal
@semrush

Top Tweeters in G3:
@ganyet
@faris
@crbrath
@naynerz
@precioussxx
@anasebrahem
@aisyahbhr
@denisacasement
@craigmcgill
@robjyeo

Top Tweeters in G4:
@chidambara09
@carlosgil83
@aritumijo
@hubspot
@prosper_kenn
@smlbizsuccess
@staroneconsult
@digitalkeith
@marketingprofs
@bestfin1

Top Tweeters in G5:
@brassweb
@aprrrril_
@verseonwine
@literatureposts
@historyinbooks
@bubbles4tw
@delmontpaulj
@scoshield
@webpreneur_guru
@buycooltshirts

Top Tweeters in G6:
@digestwordpress
@aaroncuddeback
@itz_realone
@whoishabyb
@qsallyb
@diymarketers
@mejoke17
@fnanetwork
@thedigitalmay
@bodewrites

Top Tweeters in G7:
@drjanet_a_ward
@postyouradsbiz
@ama_marketing
@northeastern
@mattwallaert
@mdbergman36
@rutgersu
@chicagobooth
@vandernomics50
@chicagoboothrev

Top Tweeters in G8:
@cmicontent
@trevoryoung
@dshiao
@sejournal
@iamaaronagius
@dangelofisher
@mcguiredavid
@sarahmitchelloz
@kissmetrics
@johnstonwriter

Top Tweeters in G9:
@piersmorgan
@craigthomler
@equi_noctis
@electropig
@iluvco2
@gmb
@janineyve
@jamesrider3
@oscarswild1
@peterwsinclair

Top Tweeters in G10:
@mediapost
@gizmodo
@fourfourtwo
@britishgq
@adweek
@jamesjamesbrown
@richeisen
@conkers3
@smartbrief
@ftalphaville