cmswire, Twitter, 6/19/2019 7:08:25 PM, 200498


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cmswire_2019-06-19_08-59-35.xlsx
cmswire_2019-06-19_08-59-35.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2019
Short Description:
cmswire via NodeXL http://bit.ly/2Iq1T6w
@cmswire
@domnicastro
@santchiweb
@samuel_wong_
@machinelearn_d
@kayaismail
@pvtrd
@gerrymcgovern
@maxjcm
@dualityofficial

Top hashtags:
#cx
#customerexperience
#marketing
#digitaltransformation
#digitalworkplace

Description:
Description
The graph represents a network of 1,576 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 Wednesday, 19 June 2019 at 16:00 UTC.

The requested start date was Tuesday, 18 June 2019 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 13-day, 23-hour, 41-minute period from Tuesday, 04 June 2019 at 00:11 UTC to Monday, 17 June 2019 at 23:53 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 : 1576
Unique Edges : 1895
Edges With Duplicates : 1610
Total Edges : 3505
Number of Edge Types : 3
Mentions : 1982
Tweet : 1479
Replies to : 44
Self-Loops : 1479
Reciprocated Vertex Pair Ratio : 0.0456821026282854
Reciprocated Edge Ratio : 0.0873728306403351
Connected Components : 497
Single-Vertex Connected Components : 422
Maximum Vertices in a Connected Component : 953
Maximum Edges in a Connected Component : 2402
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.400433
Graph Density : 0.000673193135122069
Modularity : 0.430379
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[75] https://www.cmswire.com/digital-marketing/cutting-through-ai-marketing-hype-its-about-machine-learning/
[69] https://www.cmswire.com/digital-workplace/3-ways-to-change-company-culture-to-support-digital-transformation/
[31] https://www.cmswire.com/customer-experience/data-driven-decisions-need-context/
[27] https://www.cmswire.com/information-management/the-cost-of-a-cyber-breach/
[25] https://www.cmswire.com/digital-marketing/how-to-outrank-your-competition-with-a-smart-image-seo-strategy/
[25] https://www.cmswire.com/customer-experience/the-data-driven-organization-is-an-endangered-species/
[23] https://www.cmswire.com/customer-experience/customer-experience-fundamentals-when-customer-support-goes-horribly-wrong/
[21] https://www.cmswire.com/digital-marketing/marketing-to-open-source-communities/
[19] https://t.co/D4kSwNE1BM
[19] https://www.cmswire.com/customer-experience/poor-customer-experience-is-not-an-accident/

Top URLs in Tweet in G1:
[16] https://www.cmswire.com/digital-workplace/3-ways-to-change-company-culture-to-support-digital-transformation/
[15] https://www.cmswire.com/digital-marketing/cutting-through-ai-marketing-hype-its-about-machine-learning/
[13] https://www.cmswire.com/digital-marketing/how-to-outrank-your-competition-with-a-smart-image-seo-strategy/
[12] https://www.cmswire.com/information-management/the-cost-of-a-cyber-breach/
[10] https://www.cmswire.com/digital-workplace/understanding-the-role-of-artificial-intelligence-in-the-digital-workplace/
[10] http://www.projectanalysis.co.uk/
[9] https://www.cmswire.com/digital-workplace/6-tips-for-a-successful-digital-workplace-roadmap/
[7] https://www.cmswire.com/digital-marketing/how-bringing-machine-learning-into-marketing-improves-business-results/
[7] https://www.cmswire.com/digital-marketing/do-memes-have-a-place-in-b2b-marketing/
[6] https://www.cmswire.com/customer-experience/the-data-driven-organization-is-an-endangered-species/

Top URLs in Tweet in G2:
[24] https://www.cmswire.com/digital-workplace/3-ways-to-change-company-culture-to-support-digital-transformation/
[14] https://www.cmswire.com/customer-experience/the-data-driven-organization-is-an-endangered-species/
[11] https://www.cmswire.com/digital-marketing/how-to-outrank-your-competition-with-a-smart-image-seo-strategy/
[10] https://www.cmswire.com/digital-marketing/cutting-through-ai-marketing-hype-its-about-machine-learning/
[9] https://www.cmswire.com/customer-experience/data-driven-decisions-need-context/
[8] https://www.cmswire.com/digital-marketing/understanding-saas-pricing-strategies/
[7] https://www.cmswire.com/customer-experience/5-ways-to-recession-proof-your-business-with-customer-experience/
[7] https://www.cmswire.com/digital-workplace/how-to-improve-support-for-remote-workers/
[7] https://www.cmswire.com/digital-marketing/will-reddit-ads-help-or-hurt-your-b2b-marketing-efforts/
[6] https://www.cmswire.com/digital-marketing/the-art-of-naming-things-how-words-impact-brand/

Top URLs in Tweet in G3:
[8] https://www.cmswire.com/digital-marketing/the-art-of-naming-things-how-words-impact-brand/
[7] https://www.cmswire.com/digital-marketing/cutting-through-ai-marketing-hype-its-about-machine-learning/
[4] http://www.cmswire.com/
[4] https://www.cmswire.com/digital-marketing/how-to-avoid-seo-cannibalization/?utm_source=twitter.com&utm_medium=social&utm_campaign=how-to-avoid-seo-cannibalizationseovi
[3] https://www.cmswire.com/digital-marketing/how-google-tag-manager-trigger-groups-improve-analytics/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss
[3] http://dlvr.it/R6myfb
[2] http://dlvr.it/R6QlNc
[2] https://www.cmswire.com/digital-experience/5-master-data-management-trends-to-watch/
[2] http://dlvr.it/R6mFbr
[2] https://lnkd.in/e8u6quC

Top URLs in Tweet in G4:
[11] https://otter.ai/dwx19
[9] https://www.cmswire.com/digital-workplace/ted-hopton-authentic-leaders-inspire-respect-admiration-and-imitation/
[6] https://www.cmswire.com/digital-workplace/scott-hitchins-its-time-we-start-listening-to-digital-workplace-data/
[4] https://www.cmswire.com/social-business/knowledge-management-and-big-data-strange-bedfellows/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Knowledge%2520Management%2520and%2520Big%2520Data%253A%2520Strange%2520Bedfellows%253F#.XP7vu2iV6OA.twitter
[3] http://dlvr.it/R65Lj8
[3] https://lnkd.in/eZCGD46
[3] https://www.cmswire.com/digital-workplace/what-employees-always-want-from-their-intranet/#disqus_thread
[2] http://dlvr.it/R6lz9H
[2] http://dlvr.it/R614BX
[2] http://dlvr.it/R614H4

Top URLs in Tweet in G5:
[14] https://www.cmswire.com/customer-experience/how-machine-learning-improves-customer-experience-and-increases-revenue/
[14] https://www.cmswire.com/customer-experience/3-areas-where-iot-will-improve-the-customer-journey/
[13] https://www.cmswire.com/customer-experience/the-continued-evolution-of-the-customer-experience-stack/
[13] https://www.cmswire.com/digital-experience/customer-data-platforms-bring-omnichannel-choreography-within-reach/
[13] https://www.cmswire.com/customer-experience/how-financial-institutions-can-shift-from-product-pushers-to-relationship-builders/
[11] https://www.cmswire.com/information-management/ai-vs-algorithms-whats-the-difference/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+AI%2520vs.%2520Algorithms%253A%2520What's%2520the%2520Difference%253F#.W_NVcn3L_0o.twitter
[10] https://dy.si/uRtt
[6] https://www.cmswire.com/digital-workplace/understanding-the-role-of-artificial-intelligence-in-the-digital-workplace/
[6] https://www.cmswire.com/digital-experience/dont-fear-the-reaper-helping-employees-understand-use-ai/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Don%25E2%2580%2599t%2520Fear%2520the%2520Reaper%253A%2520Helping%2520Employees%2520Understand%2520and%2520Use%2520AI
[4] https://www.cmswire.com/digital-marketing/how-smbs-can-successfully-adopt-chatbots-ai-and-iot-marketing/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520SMBs%2520Can%2520Successfully%2520Adopt%2520Chatbots%252C%2520AI%2520and%2520IoT%2520Marketing#.XBZFkBlSP9s.twitter

Top URLs in Tweet in G6:
[5] https://www.cmswire.com/digital-marketing/cutting-through-ai-marketing-hype-its-about-machine-learning/
[4] https://www.cmswire.com/digital-marketing/understanding-saas-pricing-strategies/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Understanding%2520SaaS%2520Pricing%2520Strategies#.XPrqqXxPe4Q.twitter
[3] https://www.cmswire.com/digital-marketing/twitter-marketing-isnt-dead-youre-just-doing-it-wrong/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Twitter%2520Marketing%2520Isn't%2520Dead%252C%2520You're%2520Just%2520Doing%2520it%2520Wrong#.XPuNWQgiPWg.twitter
[3] https://www.cmswire.com/digital-marketing/do-memes-have-a-place-in-b2b-marketing/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Do%2520Memes%2520Have%2520a%2520Place%2520in%2520B2B%2520Marketing%253F#.XQEe9VtG0bI.twitter
[3] https://www.cmswire.com/digital-marketing/understanding-saas-pricing-strategies/
[3] https://www.cmswire.com/information-management/6-takeaways-from-gdprs-first-year/
[2] https://www.cmswire.com/digital-marketing/how-bringing-machine-learning-into-marketing-improves-business-results/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=cm&utm_content=all-articles-rss
[2] https://www.cmswire.com/information-management/how-enterprises-are-preparing-for-ccpa-californias-version-of-gdpr/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss
[2] https://www.cmswire.com/information-management/6-takeaways-from-gdprs-first-year/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+6%2520Takeaways%2520From%2520GDPR's%2520First%2520Year#.XPXwQWJzqVc.twitter
[2] https://www.cmswire.com/digital-marketing/understanding-saas-pricing-strategies/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-190605&mkt_tok=eyJpIjoiTXpRNVltSTFZalE0TXpjNCIsInQiOiJGNHdPbjhmSVI0OVhXZnYxaTd5cnRCUktDYWRjdndaNEpIdlhubXdBZXp5TDExV2ZrWjBzWk8zVEpVOU56clYydjdNWGt2bjFBeXR2aG5McEVCNytFZVJZVXAxOGhaYVNBXC9TcDNQTlp0am84MVRudVNvYTAwVXp0MUVuWlMzQ2UifQ%3D%3D

Top URLs in Tweet in G7:
[18] https://www.cmswire.com/digital-workplace/3-ways-to-change-company-culture-to-support-digital-transformation/
[3] https://www.cmswire.com/customer-experience/the-3-pieces-of-customer-experience-transformation-technical-change/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+The%25203%2520Pieces%2520of%2520Customer%2520Experience%2520Transformation%253A%2520Technical%2520Change#.XPGI1khFsEc.twitter
[2] https://www.cmswire.com/digital-workplace/3-ways-to-change-company-culture-to-support-digital-transformation/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+3%2520Ways%2520to%2520Change%2520Company%2520Culture%2520to%2520Support%2520Digital%2520Transformation#.XPfldj_edhc.twitter
[2] http://dlvr.it/R5xKCm
[2] https://dy.si/q5Vk8
[2] https://www.cmswire.com/digital-workplace/celebrate-digital-transformation-wins-but-dont-lose-momentum/
[2] https://www.cmswire.com/digital-workplace/applying-agile-practices-to-business-is-harder-than-it-looks/?utm_content=buffer06236&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.cmswire.com/digital-marketing/how-cmos-can-tame-the-martech-beast/
[1] https://www.cmswire.com/digital-workplace/is-the-employee-net-promoter-score-the-best-engagement-metric/
[1] http://www.cmswire.com/information-management/what-is-the-cybersecurity-tipping-point/by/

Top URLs in Tweet in G8:
[4] https://www.cmswire.com/information-management/the-cost-of-a-cyber-breach/
[3] https://www.cmswire.com/information-management/the-cost-of-a-cyber-breach/?utm_content=93824789&utm_medium=social&utm_source=twitter&hss_channel=tw-32928806
[3] https://www.cmswire.com/information-management/the-cost-of-a-cyber-breach/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+The%2520Cost%2520of%2520a%2520Cyber%2520Breach#.XPqzICInDBU.twitter
[2] https://lnkd.in/eJQqjcj
[2] https://www.cmswire.com/information-management/whats-holding-blockchain-back/
[2] https://lnkd.in/edRpkVE
[2] https://lnkd.in/ehWfgu9
[2] https://lnkd.in/gVbhdjH
[2] https://lnkd.in/dM3GE25
[2] https://lnkd.in/eezgmFf

Top URLs in Tweet in G9:
[8] https://www.cmswire.com/digital-marketing/how-google-tag-manager-trigger-groups-improve-analytics/?linkId=69132984
[3] https://www.cmswire.com/customer-experience/customer-experience-fundamentals-when-customer-support-goes-horribly-wrong/
[2] https://www.cmswire.com/customer-experience/what-you-need-to-know-about-customer-journey-orchestration-software/
[2] https://www.cmswire.com/digital-marketing/how-to-avoid-seo-cannibalization/
[1] https://twitter.com/cmswire/status/1139556877014978560
[1] https://marketing.sfgate.com/blog/higher-education-native-advertising?utm_campaign=Higher
[1] Education&utm_content=93910441&utm_medium=social&utm_source=twitter&hss_channel=tw-3633801673
[1] https://www.cmswire.com/digital-workplace/why-trust-and-candor-are-at-the-heart-of-an-agile-culture/
[1] https://www.cmswire.com/digital-marketing/how-google-tag-manager-trigger-groups-improve-analytics/
[1] https://www.cmswire.com/customer-experience/the-aha-moment-that-taught-me-what-customers-really-want/

Top URLs in Tweet in G10:
[2] https://wmp.life/2XuoFPV
[2] https://urlzs.com/zRQtW
[1] https://www.cmswire.com/digital-experience/why-linkedin-live-is-a-big-deal/?utm_content=92967520&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312
[1] https://www.cmswire.com/digital-marketing/how-to-outrank-your-competition-with-a-smart-image-seo-strategy/
[1] https://www.cmswire.com/digital-marketing/3-questions-for-marketers-to-ask-before-buying-new-software/?utm_content=93144089&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312
[1] https://www.cmswire.com/customer-experience/poor-customer-experience-is-not-an-accident/?utm_content=93261592&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312
[1] https://www.cmswire.com/customer-experience/what-you-need-to-know-about-customer-journey-orchestration-software/?utm_content=93261692&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312
[1] https://www.cmswire.com/digital-marketing/how-to-outrank-your-competition-with-a-smart-image-seo-strategy/?utm_content=93478521&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312
[1] https://www.cmswire.com/customer-experience/content-is-service-service-is-content/?utm_content=93803991&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312
[1] https://blog.daptivdigital.com/news/selamat-hari-raya-aidilfitri?utm_content=93299375&utm_medium=social&utm_source=twitter&hss_channel=tw-1029925501027213312

Top Domains
Top Domains in Tweet in Entire Graph:
[1946] cmswire.com
[222] dlvr.it
[126] lnkd.in
[99] dy.si
[41] twitter.com
[22] t.co
[14] bit.ly
[13] otter.ai
[13] okt.to
[12] sprou.tt

Top Domains in Tweet in G1:
[600] cmswire.com
[77] lnkd.in
[51] dlvr.it
[11] iammarketingmedia.com
[10] co.uk
[9] twitter.com
[8] bit.ly
[6] dy.si
[5] readyforsocial.com
[4] engage.social

Top Domains in Tweet in G2:
[424] cmswire.com
[66] dy.si
[60] dlvr.it
[8] sprou.tt
[6] okt.to
[5] twitter.com
[3] buttercms.com
[3] bit.ly
[2] otter.ai
[2] lnkd.in

Top Domains in Tweet in G3:
[76] dlvr.it
[73] cmswire.com
[7] twitter.com
[5] dy.si
[3] lnkd.in

Top Domains in Tweet in G4:
[41] cmswire.com
[15] dlvr.it
[11] otter.ai
[9] lnkd.in
[4] twitter.com
[1] digitalworkplacegroup.com
[1] bit.ly

Top Domains in Tweet in G5:
[130] cmswire.com
[10] dy.si

Top Domains in Tweet in G6:
[108] cmswire.com
[2] dy.si
[2] lnkd.in
[1] twitter.com
[1] qebot.com
[1] dlvr.it

Top Domains in Tweet in G7:
[48] cmswire.com
[3] dlvr.it
[2] dy.si
[2] lnkd.in

Top Domains in Tweet in G8:
[19] cmswire.com
[13] lnkd.in
[2] dlvr.it

Top Domains in Tweet in G9:
[26] cmswire.com
[2] dlvr.it
[1] twitter.com
[1] sfgate.com
[1] smg.io

Top Domains in Tweet in G10:
[23] cmswire.com
[2] sprou.tt
[2] wmp.life
[2] urlzs.com
[1] daptivdigital.com
[1] lnkd.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[276] cx
[216] customerexperience
[147] marketing
[140] digitaltransformation
[134] digitalworkplace
[109] digitalmarketing
[88] ai
[67] machinelearning
[67] data
[49] dwx19



Top Hashtags in Tweet in G1:
[41] cx
[36] digitaltransformation
[35] customerexperience
[29] marketing
[22] ai
[16] innovation
[16] data
[13] agile
[12] bigdata
[12] digitalworkplace

Top Hashtags in Tweet in G2:
[99] cx
[84] customerexperience
[62] digitalworkplace
[59] marketing
[41] digitalmarketing
[35] cmo
[30] ci
[27] digitaltransformation
[22] dwx19
[16] data

Top Hashtags in Tweet in G3:
[13] marketing
[13] fail
[12] machinelearning
[10] ai
[7] dwx19
[7] digitalworkplace
[6] cx
[4] seo
[4] metrics
[4] gdpr

Top Hashtags in Tweet in G4:
[21] digitalworkplace
[19] dwx19
[12] employeeexperience
[7] employeeengagement
[5] digitaltransformation
[5] futureofwork
[5] intranet
[4] integrated
[4] dwp
[4] dxp

Top Hashtags in Tweet in G5:
[62] cx
[29] machinelearning
[28] customer
[27] analytics
[25] digitalmarketing
[24] bigdata
[22] customerexperience
[20] ai
[18] iot
[17] data

Top Hashtags in Tweet in G6:
[5] saas
[4] marketing
[4] b2b
[3] microservices
[3] machinelearning
[3] artificialintelligence
[2] smb
[2] startup
[2] ai
[2] gdpr

Top Hashtags in Tweet in G7:
[20] digitaltransformation
[14] digital
[7] culture
[6] innovation
[4] cx
[4] dx
[4] disruption
[4] culturaltransformation
[4] business
[4] marketing

Top Hashtags in Tweet in G8:
[20] cybersecurity
[4] blockchain
[4] breach
[4] datasecurity
[4] dataprotection
[3] databreach
[3] digitaltransformation
[3] innovation
[3] future
[3] datagovernance

Top Hashtags in Tweet in G9:
[9] measure
[5] googletagmanager
[4] customers
[3] analytics
[3] seo
[3] cx
[3] business
[2] customerexperience
[2] customer
[2] martech

Top Hashtags in Tweet in G10:
[10] cx
[8] customerexperience
[3] customer
[2] data
[1] live
[1] digitalmarketing
[1] marketers
[1] software
[1] customerjourney
[1] image

Top Words
Top Words in Tweet in Entire Graph:
[2107] Words in Sentiment List#1: Positive
[821] Words in Sentiment List#2: Negative
[21] Words in Sentiment List#3: Angry/Violent
[42603] Non-categorized Words
[45531] Total Words
[733] cmswire
[410] digital
[317] customer
[283] experience
[276] #cx

Top Words in Tweet in G1:
[104] digital
[91] marketing
[88] customer
[77] cmswire
[68] more
[67] experience
[66] workplace
[58] s
[58] data
[52] culture

Top Words in Tweet in G2:
[361] cmswire
[100] digital
[99] #cx
[88] data
[84] #customerexperience
[78] culture
[73] customer
[66] transformation
[66] change
[62] #digitalworkplace

Top Words in Tweet in G3:
[36] cmswire
[35] domnicastro
[27] name
[26] marketing
[20] s
[19] digital
[18] appian
[17] workplace
[17] here
[17] great

Top Words in Tweet in G4:
[36] cmswire
[35] â
[25] digital
[22] workplace
[21] #digitalworkplace
[20] leaders
[19] #dwx19
[16] appfusions
[14] next
[14] interview

Top Words in Tweet in G5:
[62] #cx
[29] #machinelearning
[28] #customer
[27] #analytics
[26] talk
[25] ai
[25] #digitalmarketing
[24] #bigdata
[22] #customerexperience
[20] digital

Top Words in Tweet in G6:
[36] kayaismail
[25] cmswire
[22] marketing
[18] pricing
[15] strategies
[12] understanding
[12] learning
[11] saas
[11] machine
[9] digital

Top Words in Tweet in G7:
[35] change
[32] cmswire
[32] transformation
[32] company
[29] 3
[28] support
[27] ways
[24] culture
[22] digital
[20] ecm_marketeer

Top Words in Tweet in G8:
[24] breach
[22] cyber
[20] #cybersecurity
[16] cost
[14] much
[14] enough
[13] normanmarks
[11] data
[10] invest
[8] enterprises

Top Words in Tweet in G9:
[16] zimanaanalytics
[15] cmswire
[14] customer
[9] #measure
[8] googleanalytics
[8] google
[8] tag
[8] manager
[8] trigger
[8] groups

Top Words in Tweet in G10:
[13] customer
[11] cmswire
[11] experience
[10] #cx
[8] #customerexperience
[8] gerrymcgovern
[6] poor
[6] accident
[6] help
[6] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[174] digital,workplace
[169] customer,experience
[136] machine,learning
[122] digital,transformation
[98] company,culture
[94] data,driven
[75] 3,ways
[73] ways,change
[69] change,company
[66] cutting,through

Top Word Pairs in Tweet in G1:
[48] customer,experience
[48] digital,workplace
[35] machine,learning
[25] digital,transformation
[24] cutting,through
[24] through,ai
[23] ai,marketing
[23] marketing,hype
[22] hype,machine
[20] b2b,marketing

Top Word Pairs in Tweet in G2:
[43] company,culture
[42] digital,transformation
[37] digital,workplace
[36] data,driven
[35] #cmo,#marketing
[34] customer,experience
[31] lisamloftis,cmswire
[31] #cx,#cmo
[30] cmswire,#ci
[27] #cx,#customerexperience

Top Word Pairs in Tweet in G3:
[16] machine,learning
[16] digital,workplace
[13] name,here
[13] here,s
[13] s,look
[13] look,makes
[13] makes,great
[13] great,name
[13] name,including
[13] including,successful

Top Word Pairs in Tweet in G4:
[21] digital,workplace
[11] going,#dwx19
[11] #dwx19,next
[11] next,week
[11] week,1
[11] 1,pre
[11] pre,register
[11] register,free
[11] audio,transcripts
[10] authentic,leaders

Top Word Pairs in Tweet in G5:
[19] understanding,role
[19] digital,workplace
[15] role,artificial
[15] artificial,intelligence
[15] intelligence,digital
[15] workplace,#bigdata
[14] #machinelearning,improves
[14] improves,#cx
[14] #cx,increases
[14] increases,#revenue

Top Word Pairs in Tweet in G6:
[12] pricing,strategies
[11] saas,pricing
[11] machine,learning
[10] strategies,kayaismail
[8] understanding,saas
[8] b2b,marketing
[7] 6,takeaways
[7] first,year
[6] marketing,kayaismail
[5] memes,place

Top Word Pairs in Tweet in G7:
[25] 3,ways
[25] ways,change
[24] change,company
[23] company,culture
[22] digital,transformation
[17] culture,support
[16] support,digital
[11] transformation,ecm_marketeer
[9] ecm_marketeer,cmswire
[6] customer,experience

Top Word Pairs in Tweet in G8:
[16] cost,cyber
[16] cyber,breach
[14] much,enough
[13] breach,normanmarks
[10] enough,invest
[10] invest,#cybersecurity
[8] enterprises,t
[8] t,risk
[8] risk,data
[8] data,breach

Top Word Pairs in Tweet in G9:
[8] google,tag
[8] tag,manager
[8] manager,trigger
[8] trigger,groups
[8] groups,improve
[8] improve,analytics
[8] analytics,zimanaanalytics
[8] zimanaanalytics,#measure
[7] googleanalytics,google
[6] #measure,https

Top Word Pairs in Tweet in G10:
[9] customer,experience
[4] poor,#customerexperience
[4] #customerexperience,accident
[4] accident,gerrymcgovern
[4] ways,recession
[4] recession,proof
[4] proof,business
[3] more,cmswire
[3] 5,ways
[3] experience,paulhagen

Top Replied-To
Top Replied-To in Entire Graph:
@sferika
@cmswire
@stevenvvessum
@gartner
@dwexperience
@forrester
@iantruscott
@domnicastro
@onreact_com
@fsanuy

Top Replied-To in G2:
@cmswire
@stevenvvessum
@onreact_com
@fsanuy
@sitecorediana
@spluntje_89
@leadsmarttech
@tamaradull
@kernra
@lisagrimm

Top Replied-To in G3:
@iantruscott
@cmswire
@solodev
@akamai

Top Replied-To in G4:
@dwexperience
@chinamartens
@sap

Top Replied-To in G6:
@curtailinc
@scylladb

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@domnicastro
@kayaismail
@lisamloftis
@samuel_wong_
@druadh20
@ecm_marketeer
@toddwright_gdpr
@piewords
@chinamartens

Top Mentioned in G1:
@kahootz
@palmaflux
@findoutonline
@mikeyuhn

Top Mentioned in G2:
@cmswire
@lisamloftis
@toddwright_gdpr
@stevenvvessum
@domnicastro
@ansira
@kayaismail
@kissflow
@druadh20
@janlgordon

Top Mentioned in G3:
@domnicastro
@cmswire
@appian
@debsg360
@chinamartens
@kayaismail
@ksbittner
@peopledoc_inc
@martynperks
@mvollmer1

Top Mentioned in G4:
@cmswire
@dwexperience
@appfusions
@tedhopton
@dwg
@chinamartens
@bmcaldon
@jedpc
@cmgrchi
@workgridsoft

Top Mentioned in G5:
@iamjony94
@kirkdborne
@hubermantamir
@thinkjpc
@spirosmargaris
@jmmoran12
@maxjcm
@simonlporter
@cmswire
@salomonoli

Top Mentioned in G6:
@kayaismail
@cmswire
@dalewagner38
@steakcrm
@wine2wineverona
@qebothq
@domnicastro
@scylladb
@glcst
@steviekim222

Top Mentioned in G7:
@cmswire
@ecm_marketeer
@phil_britt
@laserfiche
@jennsteele
@enlightenopex
@unisyscorp
@c
@8x8
@fitzgerald_jm

Top Mentioned in G8:
@normanmarks
@dualityofficial
@cmswire
@kaynemcgladrey
@info_data_mgmt
@accenture
@stephtweetchat
@pvtrd
@impactmybiz
@stibosystems

Top Mentioned in G9:
@zimanaanalytics
@cmswire
@googleanalytics
@abrearton
@dwakabayashi
@nextuser
@brightassetbank
@jomalonelondon
@lovesdata
@benjaminmangold

Top Mentioned in G10:
@cmswire
@gerrymcgovern
@paulhagen
@westmonroe
@phil_britt
@kalydeoo
@labordeolivier
@linkedin
@nowsourcing
@zimanaanalytics

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@sectest9
@evankirstel
@digestwordpress
@gamergeeknews
@schestowitz
@chidambara09
@fintechna
@aaroncuddeback
@calcaware

Top Tweeters in G1:
@infopronetwork
@disabledsenior
@suriyasubraman
@shulab
@wareflo
@barbaraling
@projectanalysis
@_pagetown
@spectreoutreach
@rautsan

Top Tweeters in G2:
@digestwordpress
@growmap
@janlgordon
@jeffsheehan
@web_pixelportal
@webexpert1971
@macintutor
@cmswire
@billquiseng
@hyken

Top Tweeters in G3:
@evankirstel
@machinelearn_d
@social_rosie
@kuriharan
@smitasingh85
@dell
@robinyearsley
@mvollmer1
@fabriziobustama
@mikequindazzi

Top Tweeters in G4:
@designthinkbot
@bigdatabatman
@anjahoffmann
@technojederbig
@worrelpa
@dhinchcliffe
@sprintbaseb
@ri2kydarise
@tmiket
@neigrando

Top Tweeters in G5:
@robinsnewswire
@chidambara09
@fintechna
@calcaware
@simonlporter
@data_nerd
@zzsheyn
@spirosmargaris
@kirkdborne
@tamaramccleary

Top Tweeters in G6:
@santchiweb
@dalewagner38
@bloggersatwork
@jesus_hoyos
@cspenn
@kangarastudio
@subkrishnarao
@steviekim222
@mllnnlmotivator
@rarevicrec

Top Tweeters in G7:
@andrewmorrisuk
@unisyscorp
@sembarista
@cyrilcr
@jacburns_comext
@digitaltransf11
@laserfiche
@lesliealarson
@debbieszumylo
@diioannid

Top Tweeters in G8:
@sectest9
@sandgripper
@cybersec_feeds
@cryptaltcoins
@neverdeadcrypto
@crypto_0101
@normanmarks
@accenture
@info_data_mgmt
@kristenturzak

Top Tweeters in G9:
@zimanaanalytics
@ideepakmathur
@ringcentral
@katpowers
@lfboteroc
@theopengroup
@wsjcmo
@bayoewebid
@lovesdata
@seo_queens

Top Tweeters in G10:
@stcom
@kalydeoo
@marketingeds
@aricochet
@deborahmersino
@labordeolivier
@nowsourcing
@seansandhurst
@linkedin
@dwayneemoore