cmswire, Twitter, 5/23/2022 11:42:34 PM, 276939


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cmswire_2022-05-23_16-15-01.xlsx
cmswire_2022-05-23_16-15-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 23, 2022
Short Description:
cmswire via NodeXL https://bit.ly/3NqXzm4
@cmswire
@ralexjimenez
@chidambara09
@mentalmarketer
@mylessuer
@digitaltransf11
@liberationwork
@greentechdon
@adem_onar
@jchengery

Top hashtags:
#cx
#marketing
#customerexperience
#designthinking
#digitaltransformation
#ai

Description:
Description
The graph represents a network of 1,095 Twitter users whose tweets in the requested range contained "cmswire", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 May 2022 at 23:21 UTC.

The requested start date was Monday, 23 May 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 13-day, 22-hour, 23-minute period from Monday, 09 May 2022 at 00:46 UTC to Sunday, 22 May 2022 at 23:10 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 : 1095
Unique Edges : 1370
Edges With Duplicates : 2453
Total Edges : 3823
Number of Edge Types : 5
Tweet : 1069
Retweet : 548
MentionsInRetweet : 1043
Mentions : 1096
Replies to : 67
Self-Loops : 1087
Reciprocated Vertex Pair Ratio : 0.0840336134453782
Reciprocated Edge Ratio : 0.155038759689922
Connected Components : 391
Single-Vertex Connected Components : 347
Maximum Vertices in a Connected Component : 628
Maximum Edges in a Connected Component : 2974
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.148716
Graph Density : 0.00139991485312163
Modularity : 0.357206
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,095 Twitter users whose tweets in the requested range contained "cmswire", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 May 2022 at 23:21 UTC.

The requested start date was Monday, 23 May 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 13-day, 22-hour, 23-minute period from Monday, 09 May 2022 at 00:46 UTC to Sunday, 22 May 2022 at 23:10 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 : cmswire
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:
[162] https://twinybots.ch/
[61] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/
[39] https://www.cmswire.com/digital-marketing/is-influencer-marketing-a-fit-for-b2b-marketing-plans/
[29] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/
[29] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/amp/
[28] https://www.cmswire.com/digital-marketing/the-single-most-effective-marketing-tactic-that-modern-marketers-ignore/
[23] https://www.cmswire.com/customer-experience/heres-what-consumers-hate-about-chatbots/
[23] https://www.cmswire.com/leadership/digital-transformation-is-a-business-issue/
[23] https://www.cmswire.com/digital-marketing/b2b-emails-stink-lets-fix-them/
[22] https://www.cmswire.com/digital-marketing/5-insights-into-the-9932-marketing-technology-landscape/

Top URLs in Tweet in G1:
[14] https://twinybots.ch/
[13] https://www.cmswire.com/digital-marketing/is-influencer-marketing-a-fit-for-b2b-marketing-plans/
[13] https://www.cmswire.com/digital-marketing/the-single-most-effective-marketing-tactic-that-modern-marketers-ignore/
[10] https://www.cmswire.com/digital-workplace/how-to-improve-your-digital-workplace-management/
[9] https://www.cmswire.com/digital-marketing/is-your-marketing-team-built-for-remote-world/
[9] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/
[9] https://www.cmswire.com/digital-experience/6-tactics-to-make-design-thinking-a-success/
[8] https://www.cmswire.com/digital-marketing/whats-the-best-b2b-social-media-marketing-strategy-for-your-brand/
[8] https://www.cmswire.com/leadership/business-leaders-do-you-have-a-digital-mindset/
[8] https://www.cmswire.com/customer-experience/how-to-ace-customer-experience-leadership-in-year-1/

Top URLs in Tweet in G2:
[10] https://www.reworked.co/leadership/digital-transformation-is-a-business-issue/
[7] https://www.cmswire.com/customer-experience/cx-decoded-podcast-marketing-and-customer-experience-in-the-metaverse/
[6] https://www.cmswire.com/digital-marketing/the-single-most-effective-marketing-tactic-that-modern-marketers-ignore/
[6] https://www.cmswire.com/employee-experience/how-corporate-culture-feeds-into-the-bottom-line/
[5] https://www.cmswire.com/digital-marketing/b2b-emails-stink-lets-fix-them/
[5] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/
[5] https://www.cmswire.com/customer-experience/the-future-of-personalization-and-1st-party-data/
[4] https://www.cmswire.com/digital-marketing/is-influencer-marketing-a-fit-for-b2b-marketing-plans/
[4] https://www.cmswire.com/customer-experience/how-to-ace-customer-experience-leadership-in-year-1/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[4] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/

Top URLs in Tweet in G3:
[105] https://twinybots.ch/
[44] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/
[29] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/amp/
[19] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/#disqus_thread
[16] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/
[8] https://www.cmswire.com/customer-experience/heres-what-consumers-hate-about-chatbots/
[6] https://www.cmswire.com/customer-experience/do-your-customers-trust-you-on-ai-data-collection-and-customer-experience/
[6] https://www.cmswire.com/customer-experience/why-your-voice-of-the-customer-data-isnt-actionable-and-what-to-do-about-it/
[5] https://www.cmswire.com/digital-marketing/what-europes-ai-act-could-mean-for-marketers/
[5] https://www.cmswire.com

Top URLs in Tweet in G4:
[14] https://www.cmswire.com/leadership/business-leaders-do-you-have-a-digital-mindset/#disqus_thread
[9] https://www.cmswire.com/leadership/organizational-gaslighting/#disqus_thread
[5] https://www.cmswire.com/digital-marketing/5-insights-into-the-9932-marketing-technology-landscape/
[3] https://www.cmswire.com/digital-experience/successful-digital-transformation-is-more-than-a-technology-project/
[2] https://www.cmswire.com/customer-experience/how-to-put-design-thinking-into-action/
[2] https://www.cmswire.com/leadership/digital-transformation-is-a-business-issue/
[2] https://www.cmswire.com/customer-experience/top-use-cases-for-ar-entertain-educate-evaluate/#disqus_thread
[1] https://www.reworked.co/leadership/digital-transformation-is-a-business-issue/
[1] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/
[1] https://www.cmswire.com/customer-experience/how-ai-based-marketing-can-improve-customer-retention/

Top URLs in Tweet in G5:
[10] https://www.cmswire.com/leadership/business-leaders-do-you-have-a-digital-mindset/
[6] https://www.cmswire.com/leadership/can-cios-change-fixed-organizational-mindsets-for-digital-transformation/
[5] https://www.cmswire.com/digital-workplace/beyond-the-hype-4-ways-to-drive-real-business-value-in-the-metaverse/
[4] https://www.cmswire.com/leadership/digital-transformation-is-a-business-issue/
[3] https://www.cmswire.com/leadership/how-cios-build-effective-teams/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/information-management/cios-reimagine-the-workplace-of-the-not-so-far-off-future/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/leadership/how-cios-can-lead-change/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/customer-experience/how-cios-define-innovative-customer-experience/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[1] https://twitter.com/i/web/status/1526223510900592640
[1] http://www.cmswire.com/leadership/business-leaders-do-you-have-a-digital-mindset/

Top URLs in Tweet in G6:
[8] https://twinybots.ch/
[5] https://www.cmswire.com/digital-marketing/b2b-emails-stink-lets-fix-them/
[5] https://www.cmswire.com/digital-marketing/what-europes-ai-act-could-mean-for-marketers/
[2] https://www.cmswire.com/customer-experience/4-ways-to-make-your-cx-sticky/
[2] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/
[2] https://www.cmswire.com/customer-experience/heres-what-consumers-hate-about-chatbots/
[2] https://www.cmswire.com/digital-marketing/the-single-most-effective-marketing-tactic-that-modern-marketers-ignore/
[2] https://www.cmswire.com/customer-experience/do-your-customers-trust-you-on-ai-data-collection-and-customer-experience/#disqus_thread
[2] https://www.cmswire.com/customer-experience/heres-what-consumers-hate-about-chatbots/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[1] https://twitter.com/i/web/status/1528321032737673217

Top URLs in Tweet in G7:
[19] https://www.cmswire.com/customer-experience/6-questions-that-will-get-your-customers-to-say-ill-be-back/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[19] https://www.cmswire.com/digital-marketing/is-influencer-marketing-a-fit-for-b2b-marketing-plans/
[12] https://www.cmswire.com/customer-experience/heres-what-consumers-hate-about-chatbots/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[12] https://twinybots.ch/
[9] https://www.cmswire.com/customer-experience/heres-what-consumers-hate-about-chatbots/
[7] https://www.cmswire.com/digital-workplace/the-speed-of-work-today-more-faster-now/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[4] https://www.cmswire.com/digital-marketing/the-single-most-effective-marketing-tactic-that-modern-marketers-ignore/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[4] https://www.cmswire.com/digital-marketing/what-europes-ai-act-could-mean-for-marketers/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=cm&utm_content=all-articles-rss
[3] https://www.cmswire.com/digital-marketing/google-analytics-introduces-migration-tool-for-conversion-transition-to-ga4/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[3] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss

Top URLs in Tweet in G8:
[12] https://twinybots.ch/
[8] https://www.cmswire.com/leadership/beyond-digital-a-guidebook-for-lasting-digital-transformation/?utm_sq=h1r9z1eyob&utm_source=twitter&utm_medium=social&utm_campaign=adobepartner&utm_content=adobetl2022
[4] https://www.cmswire.com/leadership/digital-transformation-is-a-business-issue/
[2] https://www.cmswire.com/digital-experience/successful-digital-transformation-is-more-than-a-technology-project/?ref=quuu
[2] https://www.cmswire.com/digital-experience/successful-digital-transformation-is-more-than-a-technology-project/?utm_source=twitter&utm_medium=ReadyForSocial-t-systemscorporate.com
[2] https://www.cmswire.com/customer-experience/growing-data-privacy-concerns-in-the-age-of-digital-transformation/?utm_content=208184330&utm_medium=social&utm_source=twitter&hss_channel=tw-195755873
[1] https://www.cmswire.com/leadership/digital-transformation-is-a-business-issue/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[1] https://www.cmswire.com/customer-experience/4-customer-engagement-tactics-that-work-according-to-marketing-execs/#disqus_thread
[1] https://www.cmswire.com/digital-marketing/the-single-most-effective-marketing-tactic-that-modern-marketers-ignore/
[1] https://readyforsocial.com/6b599a1e7544

Top URLs in Tweet in G9:
[4] https://www.cmswire.com/customer-experience/4-ways-robots-and-ai-power-your-intelligent-virtual-agents/?utm_content=bufferb16f6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://paper.li/rwang0/1328151146?edition_id=61cdb650-d844-11ec-9f39-fa163e65ae25

Top URLs in Tweet in G10:
[1] https://www.cmswire.com/digital-experience/facebook-metaverse-the-future-of-digital-experience-marketing/
[1] https://dy.si/3SNzoV
[1] https://www.cmswire.com/customer-experience/consumer-wants-privacy-transparency-online-security-better-customer-experience/
[1] https://www.cmswire.com/customer-experience/consumer-wants-privacy-transparency-online-security-better-customer-experience/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[1] https://dy.si/FQxghg
[1] https://www.cmswire.com/customer-experience/mparticle-introduces-audience-journeys-to-personalize-customer-experience/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[1] https://dy.si/PtWKzi
[1] https://dy.si/KWLEvd2
[1] https://dy.si/jkPHY
[1] https://dy.si/TpbceB2

Top Domains
Top Domains in Tweet in Entire Graph:
[1636] cmswire.com
[162] twinybots.ch
[22] twitter.com
[16] google.com
[16] readyforsocial.com
[14] reworked.co
[9] dy.si
[9] neurons.ai
[7] bit.ly
[6] candicerodriguez.com

Top Domains in Tweet in G1:
[537] cmswire.com
[14] twinybots.ch
[6] twitter.com
[6] hugedomains.com
[6] candicerodriguez.com
[5] ampproject.org
[4] google.com
[4] linkedin.com
[4] goo.gl
[3] readyforsocial.com

Top Domains in Tweet in G2:
[288] cmswire.com
[11] reworked.co
[6] bit.ly
[5] dxsummit.com
[5] twitter.com
[3] drumup.io
[2] simplermedia.com
[1] kore.ai
[1] linkedin.com
[1] youtube.com

Top Domains in Tweet in G3:
[265] cmswire.com
[105] twinybots.ch
[12] google.com
[3] briefly.co
[3] faveeo.com
[2] twitter.com
[1] hyken.com

Top Domains in Tweet in G4:
[46] cmswire.com
[1] reworked.co
[1] twinybots.ch
[1] twitter.com

Top Domains in Tweet in G5:
[42] cmswire.com
[1] twitter.com
[1] bit.ly

Top Domains in Tweet in G6:
[31] cmswire.com
[8] twinybots.ch
[2] twitter.com
[1] reworked.co

Top Domains in Tweet in G7:
[182] cmswire.com
[12] twinybots.ch
[1] twitter.com

Top Domains in Tweet in G8:
[26] cmswire.com
[12] twinybots.ch
[4] readyforsocial.com

Top Domains in Tweet in G9:
[4] cmswire.com
[1] paper.li

Top Domains in Tweet in G10:
[8] dy.si
[4] cmswire.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[212] cx
[193] marketing
[150] customerexperience
[140] designthinking
[127] digitaltransformation
[103] ai
[64] ex
[64] analytics
[61] digital
[61] business



Top Hashtags in Tweet in G1:
[55] marketing
[26] customerexperience
[24] cx
[18] contentmarketing
[14] b2b
[11] digital
[11] business
[10] futureofwork
[10] digitalmarketing
[9] hr

Top Hashtags in Tweet in G2:
[25] cx
[24] marketing
[19] customerexperience
[11] b2b
[11] digitalmarketing
[11] dxs22
[10] metaverse
[9] companyculture
[8] digitaltransformation
[8] b2bmarketing

Top Hashtags in Tweet in G3:
[134] designthinking
[94] cx
[73] customerexperience
[46] custserv
[45] ex
[44] ux
[41] rox
[34] userexperience
[33] uxdesign
[30] experienceeconomy

Top Hashtags in Tweet in G4:
[45] digitaltransformation
[35] technology
[30] business
[17] digital
[9] marketing
[8] ai
[7] martech
[6] artificialintelligence
[4] bigdata
[4] happythursday

Top Hashtags in Tweet in G5:
[14] glazersout
[11] digitaltransformation
[9] cios
[9] scum
[8] business
[8] leadership
[6] tech
[5] metaverse
[4] transformation
[4] technology

Top Hashtags in Tweet in G6:
[23] ai
[21] marketing
[14] robots
[14] virtualagents
[14] artificialintelligence
[14] rpa
[14] iot
[14] 5g
[6] cx
[5] emailmarketing

Top Hashtags in Tweet in G7:
[34] analytics
[30] googleads
[30] facebookads
[19] chatbots
[15] chatbot
[11] contentmarketing
[9] socialmediamarketing
[8] marketing
[7] simsof
[7] digitalmarketing

Top Hashtags in Tweet in G8:
[20] digitaltransformation
[14] digital
[10] transformation
[4] detecon
[3] customerexperience
[3] marketing
[1] innovation
[1] technology
[1] business

Top Hashtags in Tweet in G9:
[3] robots
[3] ai
[3] automation
[3] rpa
[3] fintech
[3] insurtech
[1] finserv
[1] ui
[1] thursdayvibes

Top Hashtags in Tweet in G10:
[12] dataprivacy
[10] security
[8] survey
[3] personaldata
[3] customerexperience
[2] digitalexperience
[2] datasecurity

Top Words
Top Words in Tweet in Entire Graph:
[608] cmswire
[373] customer
[303] marketing
[269] digital
[245] experience
[212] #cx
[203] data
[193] #marketing
[150] #customerexperience
[143] time

Top Words in Tweet in G1:
[117] marketing
[98] customer
[86] digital
[75] experience
[70] cmswire
[57] data
[55] #marketing
[51] b2b
[42] more
[39] customers

Top Words in Tweet in G2:
[208] cmswire
[85] customer
[63] digital
[57] marketing
[57] experience
[37] data
[37] more
[32] business
[28] article
[27] cx

Top Words in Tweet in G3:
[134] #designthinking
[105] customer
[94] #cx
[89] time
[89] thinking
[88] give
[88] whirl
[81] design
[73] #customerexperience
[53] data

Top Words in Tweet in G4:
[90] cmswire
[64] issue
[53] betamoroney
[45] #digitaltransformation
[39] lyakovet
[38] shi4tech
[37] tim_kulp
[35] #technology
[30] #business
[23] mylessuer

Top Words in Tweet in G5:
[68] cmswire
[65] mylessuer
[37] digital
[30] mindset
[30] tsedal
[26] take
[25] shares
[25] insights
[25] pleonardi1's
[20] teamviewer

Top Words in Tweet in G6:
[43] cmswire
[23] #ai
[21] #marketing
[17] ways
[14] #robots
[14] power
[14] intelligent
[14] #virtualagents
[14] #artificialintelligence
[14] #rpa

Top Words in Tweet in G7:
[57] marketing
[34] #analytics
[30] #googleads
[30] #facebookads
[29] b2b
[22] customers
[21] experience
[21] chatbots
[20] influencer
[20] questions

Top Words in Tweet in G8:
[20] #digitaltransformation
[14] #digital
[13] transformation
[13] digital
[11] business
[11] make
[10] #transformation
[9] issue
[8] cmswire
[8] technology

Top Words in Tweet in G9:
[4] ways
[4] power
[4] intelligent
[4] virtual
[4] agents
[3] #robots
[3] #ai
[3] #automation
[3] #rpa
[3] #fintech

Top Words in Tweet in G10:
[25] consumers
[13] experience
[13] 60
[13] worthwhile
[13] give
[13] companies
[13] access
[12] #dataprivacy
[12] better
[11] leads

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[175] customer,experience
[128] design,thinking
[94] time,give
[82] give,design
[82] thinking,whirl
[81] digital,transformation
[51] mylessuer,cmswire
[50] b2b,marketing
[48] #cx,#custserv
[47] whirl,#designthinking

Top Word Pairs in Tweet in G1:
[50] customer,experience
[26] design,thinking
[24] digital,workplace
[19] social,media
[19] digital,transformation
[17] b2b,marketing
[15] marketing,strategy
[15] influencer,marketing
[13] media,marketing
[13] improve,digital

Top Word Pairs in Tweet in G2:
[39] customer,experience
[23] digital,transformation
[14] business,issue
[14] continue,reading
[12] marketing,tactic
[12] modern,marketers
[12] technology,issue
[12] issue,business
[12] article,cmswire
[11] single,effective

Top Word Pairs in Tweet in G3:
[88] time,give
[81] design,thinking
[78] give,design
[78] thinking,whirl
[46] whirl,#designthinking
[46] #cx,#custserv
[43] #custserv,#ex
[41] #ex,#rox
[34] customer,data
[33] customer,experience

Top Word Pairs in Tweet in G4:
[38] shi4tech,lyakovet
[37] tim_kulp,cmswire
[37] cmswire,shi4tech
[30] #technology,issue
[30] issue,#business
[30] #business,issue
[29] #digitaltransformation,#technology
[29] issue,tim_kulp
[27] betamoroney,#digitaltransformation
[23] mylessuer,cmswire

Top Word Pairs in Tweet in G5:
[29] cmswire,tsedal
[28] mylessuer,cmswire
[27] digital,mindset
[27] mindset,mylessuer
[25] take,digital
[25] mylessuer,shares
[25] shares,insights
[25] insights,cmswire
[25] tsedal,pleonardi1's
[20] teamviewer,mylessuer

Top Word Pairs in Tweet in G6:
[16] cmswire,#marketing
[14] ways,#robots
[14] #robots,#ai
[14] #ai,power
[14] power,intelligent
[14] intelligent,#virtualagents
[14] #virtualagents,cmswire
[14] cmswire,#artificialintelligence
[14] #artificialintelligence,#rpa
[14] #rpa,#iot

Top Word Pairs in Tweet in G7:
[30] #analytics,#googleads
[30] #googleads,#facebookads
[20] influencer,marketing
[19] captivate,customers
[19] customers,ask
[19] ask,team
[19] team,questions
[18] b2b,marketing
[15] marketing,fit
[15] fit,b2b

Top Word Pairs in Tweet in G8:
[8] digital,transformation
[6] #digital,#digitaltransformation
[6] path,forward
[6] forward,business
[6] technology,big
[6] big,part
[6] part,#digitaltransformation
[6] #digitaltransformation,process
[6] process,make
[6] make,entire

Top Word Pairs in Tweet in G9:
[4] power,intelligent
[4] intelligent,virtual
[4] virtual,agents
[3] ways,#robots
[3] #robots,#ai
[3] #ai,power
[3] agents,#automation
[3] #automation,#rpa
[3] #rpa,#fintech
[3] #fintech,#insurtech

Top Word Pairs in Tweet in G10:
[13] 60,consumers
[13] consumers,worthwhile
[13] worthwhile,give
[13] give,companies
[13] companies,access
[11] leads,better
[11] customer,experience
[10] consumers,#dataprivacy
[10] #dataprivacy,#security
[10] #security,nearly

Top Replied-To
Top Replied-To in Entire Graph:
@teamviewer
@betamoroney
@jeffsheehan
@danfiehn
@jonathanyabut
@forrester
@tobiaskintzel
@finolasloyanpr
@gartner
@myhushly

Top Replied-To in G2:
@harvardbiz
@betamoroney
@amreed2
@myhushly
@zimanaanalytics
@thedxsummit
@cmswire
@parttimesnob
@carterhostelley
@dlavenda

Top Replied-To in G3:
@forrester
@gartner
@qualtrics
@jeffsheehan

Top Replied-To in G4:
@betamoroney
@danfiehn
@tobiaskintzel
@chidambara09
@bmbix_robin
@evasmartai
@bimedotcom

Top Replied-To in G5:
@teamviewer
@jonathanyabut

Top Replied-To in G6:
@jeffsheehan
@finolasloyanpr
@tiersky

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@mylessuer
@betamoroney
@shi4tech
@lyakovet
@tim_kulp
@domnicastro
@pleonardi1
@tsedal
@gabdrodgers

Top Mentioned in G1:
@theb2bmix
@getjenny
@salestweaker
@cxintersect
@wearesplash

Top Mentioned in G2:
@cmswire
@smg_rich
@thedxsummit
@domnicastro
@gabdrodgers
@ravidugh
@dshiao
@getreworked
@eduardomoraes
@camilleesq

Top Mentioned in G3:
@cmswire
@mentalmarketer
@ralexjimenez
@futurajoaquin
@deanzilla
@gregkihlstrom
@eduardomoraes
@dogstoresz1
@a_jeddab
@juliannegoins

Top Mentioned in G4:
@cmswire
@betamoroney
@lyakovet
@shi4tech
@tim_kulp
@mylessuer
@sonu_monika
@nevillegaunt
@edventure9
@bimedotcom

Top Mentioned in G5:
@cmswire
@mylessuer
@pleonardi1
@tsedal
@harvardbiz
@domnicastro
@corix_jc
@kdalal
@tim_ku
@tim_kulp

Top Mentioned in G6:
@cmswire
@fabriziobustama
@jeffsheehan
@dshia
@parkintr
@business_ai
@phil_britt
@shi4tech
@buyvoting
@gabdrodgers

Top Mentioned in G7:
@infogovdotnet
@necio_news
@pawansomanchi
@dhinchcliffe
@simsof1
@cmswire
@ga7actic
@mentalmarketer
@aaronmarcelineo
@datos_digital

Top Mentioned in G8:
@cmswire
@tsystems
@adobepartner
@cryptoantminerz
@corix_jc
@tim_ku
@futurajoaquin
@prateekpsinha
@infogovdotnet
@corizance

Top Mentioned in G9:
@globaliqx
@ronald_vanloon
@jamesvgingerich
@ylecun
@glengilmore
@gvalan
@analytics_699
@ahier
@wissen_tech
@cmswire

Top Mentioned in G10:
@cmswire
@gabdrodgers
@axway
@3p_ar
@mattiolir81
@guansinga
@vincepadua
@jeffsheehan

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@edjlazar
@evankirstel
@toulatour
@codernotesbot
@fabriciosx
@hubofml
@education_24x7

Top Tweeters in G1:
@tian_a1
@biconnections
@suriyasubraman
@simonlporter
@glynlewiswebman
@disabledsenior
@eagerbeavertech
@cmsnice_com
@elmelegey
@tedbauer2003

Top Tweeters in G2:
@xaelbot
@toulatour
@codernotesbot
@serverlessfan
@rahul05ranjan
@angelangelopou1
@thecuriousluke
@botfemale
@vrretweeter
@xeronbot

Top Tweeters in G3:
@education_24x7
@codewithtwitchi
@calcaware
@designthinkbot
@stanleyepstein
@grjenkin
@brainroaring
@sprintbaseb
@ralexjimenez
@enderton_justin

Top Tweeters in G4:
@sectest9
@chidambara09
@edjlazar
@fabriciosx
@nicochan33
@akwyz
@shi4tech
@gvalan
@lkafle
@rldi_lamy

Top Tweeters in G5:
@chandachacon
@tom_peters
@corix_jc
@corixpartners
@hcambero
@transform_sec
@harvardbiz
@the__hustlerguy
@jonathanyabut
@mylessuer

Top Tweeters in G6:
@gezgintrk
@drferdowsi
@pyscalellc
@spirosmargaris
@jblefevre60
@jldercle
@dez_blanchfield
@jeffsheehan
@fabriziobustama
@mvollmer1

Top Tweeters in G7:
@mark45dominic
@greentechdon
@datos_digital
@necio_news
@dhinchcliffe
@senderopress
@aaronmarcelineo
@twinybots
@additionalrules
@ga7actic

Top Tweeters in G8:
@digitaltransf11
@yixuantu1
@ross_quintana
@sureshrukman
@corizance
@ilceruttino
@rpatoolsc
@saaspump
@featsystems
@creativevirtual

Top Tweeters in G9:
@mashable
@jamesvgingerich
@rwang0
@kirkdborne
@ronald_vanloon
@mclynd
@glengilmore
@gp_pulipaka
@ahier
@seeker

Top Tweeters in G10:
@gdprai
@winstondegres
@axway
@3p_ar
@gendtirene
@mparticle
@heritagelaura
@jlgiraudtwt
@ruby_raley
@guansinga


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