cmswire, Twitter, 1/4/2022 12:30:32 AM, 269413


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cmswire_2022-01-03_15-07-52.xlsx
cmswire_2022-01-03_15-07-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 04, 2022
Short Description:
cmswire via NodeXL https://bit.ly/34cTKzD
@cmswire
@artificialbra1n
@chidambara09
@marketernat
@iztok
@balaji_sandiego
@hyken
@marshacollier
@ravidugh
@chadswhite

Top hashtags:
#cx
#customerexperience
#digital
#ai
#marketing
#digitaltransformation
#ehealth
#insurtech

Description:
Description
The graph represents a network of 893 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, 03 January 2022 at 23:13 UTC.

The requested start date was Monday, 03 January 2022 at 01:01 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, 55-minute period from Monday, 20 December 2021 at 02:00 UTC to Monday, 03 January 2022 at 00:55 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 : 893
Unique Edges : 747
Edges With Duplicates : 1514
Total Edges : 2261
Number of Edge Types : 5
Tweet : 829
Mentions : 560
Retweet : 335
MentionsInRetweet : 485
Replies to : 52
Self-Loops : 838
Reciprocated Vertex Pair Ratio : 0.0569210866752911
Reciprocated Edge Ratio : 0.107711138310894
Connected Components : 364
Single-Vertex Connected Components : 324
Maximum Vertices in a Connected Component : 459
Maximum Edges in a Connected Component : 1550
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.4906
Graph Density : 0.00102566548993417
Modularity : 0.360337
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 893 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, 03 January 2022 at 23:13 UTC.

The requested start date was Monday, 03 January 2022 at 01:01 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, 55-minute period from Monday, 20 December 2021 at 02:00 UTC to Monday, 03 January 2022 at 00:55 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:
[60] https://twinybots.ch/
[40] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/
[36] https://www.cmswire.com/customer-experience/the-link-between-digital-transformation-and-customer-experience/
[27] https://www.cmswire.com/customer-experience/evaluating-the-successes-and-failures-of-your-cx-efforts/
[25] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[19] https://www.cmswire.com/leadership/cmswires-top-10-leadership-articles-of-2021/
[18] https://www.cmswire.com/digital-marketing/3-metrics-will-drive-marketing-outcomes-in-2022/
[17] https://www.cmswire.com/customer-experience/how-to-measure-your-customer-experience-maturity/
[16] https://www.cmswire.com/information-management/is-your-company-ready-for-quantum-computing/
[15] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/

Top URLs in Tweet in G1:
[26] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/
[17] https://twinybots.ch/
[14] https://www.cmswire.com/digital-experience/are-crm-solutions-keeping-pace-with-industry-needs/?ref=quuu
[10] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[10] https://www.cmswire.com/digital-experience/how-mature-is-your-content-organization/?ref=quuu
[9] https://www.cmswire.com/digital-marketing/whats-next-for-marketing-ops-3-cmo-considerations-for-2022/?ref=quuu
[9] https://www.cmswire.com/customer-experience/evaluating-the-successes-and-failures-of-your-cx-efforts/
[8] https://www.cmswire.com/digital-marketing/top-marketing-skills-and-traits-for-2022/?ref=quuu
[8] https://www.cmswire.com/digital-experience/do-you-need-customer-journey-orchestration/?ref=quuu
[8] https://www.cmswire.com/digital-marketing/how-to-set-up-conversion-events-in-google-analytics-4/?ref=quuu

Top URLs in Tweet in G2:
[8] https://www.cmswire.com/customer-experience/evaluating-the-successes-and-failures-of-your-cx-efforts/
[5] https://twinybots.ch/
[5] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[4] https://www.cmswire.com/digital-marketing/why-marketers-are-thankful-this-holiday-season/
[4] https://www.cmswire.com/leadership/digital-transformation-creating-the-path-to-strategic-outcomes/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[3] https://www.cmswire.com/customer-experience/how-to-measure-your-customer-experience-maturity/
[3] https://www.cmswire.com/customer-experience/why-current-cx-is-broken-and-how-to-fix-it/
[3] https://www.cmswire.com/digital-marketing/why-marketers-are-thankful-this-holiday-season/?utm_source=twitter
[3] https://www.cmswire.com/information-management/cmswires-top-10-information-management-articles-of-2021/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://www.cmswire.com/customer-experience/whats-on-the-marketers-wish-list-this-holiday-season/

Top URLs in Tweet in G3:
[5] https://www.cmswire.com/customer-experience/the-link-between-digital-transformation-and-customer-experience/
[4] https://www.cmswire.com/customer-experience/annette-franz-giveaway/
[4] https://www.cmswire.com/customer-experience/define-customer-journeys-by-finding-micro-moments-that-matter-most/
[4] https://www.cmswire.com/customer-experience/how-to-measure-your-customer-experience-maturity/
[3] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/
[3] https://www.cmswire.com/customer-experience/how-can-your-organization-truly-be-customer-centric/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[3] https://t.ly/r93L
[3] https://www.cmswire.com/customer-experience/6-ways-ai-based-personalization-is-improving-the-customer-experience/
[2] https://t.ly/IhcN
[2] https://www.cmswire.com/customer-experience/how-can-your-organization-truly-be-customer-centric/?hsamp_network=twitter&hsamp=blqzExgXOijH

Top URLs in Tweet in G4:
[22] https://twinybots.ch/
[20] https://www.cmswire.com/customer-experience/the-link-between-digital-transformation-and-customer-experience/
[12] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/
[10] https://www.cmswire.com/information-management/is-your-company-ready-for-quantum-computing/
[4] https://www.cmswire.com/customer-experience/evaluating-the-successes-and-failures-of-your-cx-efforts/
[4] https://www.cmswire.com/customer-experience/how-to-measure-your-customer-experience-maturity/
[3] https://www.cmswire.com/customer-experience/6-strategies-for-an-effective-call-center-culture/
[2] https://www.cmswire.com/digital-workplace/5-digital-transformation-lessons-to-take-into-2021/
[2] https://www.cmswire.com/information-management/whats-behind-the-explosion-of-low-code-and-no-code-applications/
[2] https://neurons.ai/blog/news-stories/2021-contributors-of-the-year-ali-alkhafaji-cmswire/

Top URLs in Tweet in G5:
[3] https://www.cmswire.com/customer-experience/8-tips-to-build-a-winning-customer-experience-strategy/
[2] https://www.cmswire.com/customer-experience/evaluating-the-successes-and-failures-of-your-cx-efforts/
[2] https://www.cmswire.com/digital-experience/cmswires-top-10-ai-in-cx-articles-of-2021/
[1] http://dlvr.it/SGJzMY
[1] https://www.cmswire.com/digital-marketing/how-to-set-up-conversion-events-in-google-analytics-4/?ref=quuu
[1] http://dlvr.it/SG5FX7
[1] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/
[1] https://hyken.com/customer-service-3/5-top-customer-service-articles-of-the-week-12-20-2021/?utm_content=buffer59576&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.cmswire.com/customer-experience/financial-services-customer-experience-3-success-and-3-failures/
[1] http://www.cmswire.com/digital-experience/how-to-create-a-unified-customer-ecommerce-journey/

Top URLs in Tweet in G6:
[12] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[7] https://www.cmswire.com/customer-experience/6-ways-ai-based-personalization-is-improving-the-customer-experience/?ref=quuu
[4] https://twinybots.ch/
[4] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-211214&mkt_tok=NzA2LVlJQS0yNjEAAAGBWFKpXuJ9wfrl4TeOVxfMx7zWeFC5KNtJ33I402Kkqtk4sZLWxuOKy1lL3w3FZ9lkEPi32WpErbKJ61yI2YhLSZYlagtbyyVJGng1v8l5Zk4-ETul
[4] https://www.cmswire.com/digital-experience/cmswires-top-10-ai-in-cx-articles-of-2021/
[2] https://www.cmswire.com/employee-experience/how-should-you-measure-employee-engagement-in-remote-and-hybrid-work/
[2] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[2] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[2] https://www.cmswire.com/customer-experience/evaluating-the-successes-and-failures-of-your-cx-efforts/
[2] https://www.cmswire.com/information-management/cmswires-top-10-information-management-articles-of-2021/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss

Top URLs in Tweet in G7:
[17] https://www.cmswire.com/digital-marketing/3-metrics-will-drive-marketing-outcomes-in-2022/
[14] https://www.cmswire.com/customer-experience/customer-journey-moments-that-matter-3-key-investment-areas/
[8] https://www.cmswire.com/digital-experience/doubling-down-on-customer-identity-management/
[5] https://www.cmswire.com/digital-marketing/machine-learning-trends-for-marketers-to-watch-in-2022/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[5] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/
[5] https://www.cmswire.com/digital-marketing/how-to-set-up-conversion-events-in-google-analytics-4/
[4] https://www.cmswire.com/digital-marketing/leveraging-marketing-for-business-growth/
[2] https://www.cmswire.com/customer-experience/10-common-voice-of-the-customer-mistakes/
[2] https://www.cmswire.com/customer-experience/surveying-the-customer-experience-technology-landscape/
[2] https://www.cmswire.com/customer-experience/customer-experience-continues-to-get-worse/

Top URLs in Tweet in G8:
[3] https://www.cmswire.com/digital-marketing/13-inclusive-design-changes-to-increase-your-digital-marketing-engagement/
[2] https://www.cmswire.com/digital-marketing/creating-a-more-progressive-digital-marketing-strategy/?ref=quuu
[2] https://www.cmswire.com/digital-marketing/creating-a-more-progressive-digital-marketing-strategy/?ref=quuu&utm_content=buffera803e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.cmswire.com/digital-marketing/cmswires-top-10-digital-marketing-articles-of-2021/
[2] https://www.cmswire.com/digital-marketing/top-marketing-skills-and-traits-for-2022/
[2] https://www.cmswire.com/digital-marketing/leveraging-marketing-for-business-growth/?utm_source=toonchooi.com&utm_medium=twitter
[2] https://www.cmswire.com/employee-experience/how-to-recognize-mitigate-and-potentially-prevent-burnout-in-remote-employees/
[1] https://www.cmswire.com/digital-workplace/digital-workplace-vs-smart-workplace-why-theres-a-distinction/
[1] https://www.cmswire.com/customer-experience/whats-on-the-marketers-wish-list-this-holiday-season/
[1] https://www.cmswire.com/digital-marketing/whats-next-for-marketing-ops-3-cmo-considerations-for-2022/?ref=quuu&utm_content=buffer64bd3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G9:
[4] https://www.cmswire.com/digital-marketing/b2b-marketers-make-your-email-newsletter-a-thing/
[2] https://www.cmswire.com/digital-marketing/b2b-marketers-make-your-email-newsletter-a-thing/?utm_content=192022568&utm_medium=social&utm_source=twitter&hss_channel=tw-15853482
[2] https://www.cmswire.com/digital-workplace/2021-contributors-of-the-year-dux-raymond-sy/
[2] https://www.cmswire.com
[2] https://www.cmswire.com/leadership/the-revolt-against-institutions-is-2021s-defining-story/
[1] http://dlvr.it/SFrVKQ
[1] http://dlvr.it/SFjyCS
[1] http://dlvr.it/SG5HRv
[1] http://dlvr.it/SG5LkQ
[1] http://dlvr.it/SGCCTj

Top URLs in Tweet in G10:
[5] https://www.cmswire.com/leadership/how-cios-can-turn-around-a-failed-it-organization/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[3] https://www.cmswire.com/leadership/digital-transformation-creating-the-path-to-strategic-outcomes/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[3] https://www.cmswire.com/leadership/work-in-2021-what-has-changed/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/leadership/beyond-digital-a-guidebook-for-lasting-digital-transformation/
[2] https://www.cmswire.com/digital-experience/how-can-leaders-prepare-for-the-unexpected/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/digital-workplace/artificial-intelligence-takes-off-in-the-enterprise/
[2] https://www.cmswire.com/leadership/digital-transformation-creating-the-path-to-strategic-outcomes/
[1] https://www.cmswire.com/information-management/why-cios-need-a-data-readiness-strategy/?__twitter_impression=true
[1] https://www.cmswire.com/information-management/why-cios-must-become-data-champions/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[1] https://www.cmswire.com/information-management/why-cios-need-to-be-data-champions/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire

Top Domains
Top Domains in Tweet in Entire Graph:
[1174] cmswire.com
[60] twinybots.ch
[44] dlvr.it
[15] neurons.ai
[12] twitter.com
[10] dy.si
[9] snip.ly
[8] okt.to
[8] linkedin.com
[7] t.ly

Top Domains in Tweet in G1:
[467] cmswire.com
[17] twinybots.ch
[9] snip.ly
[3] goo.gl
[3] sage-voices.com
[3] upcontent.com
[3] autotraffix.com
[2] google.com
[2] ampproject.org
[2] dy.si

Top Domains in Tweet in G2:
[158] cmswire.com
[18] dlvr.it
[8] okt.to
[6] twitter.com
[5] twinybots.ch
[4] linkedin.com
[4] fiverr.com
[3] dy.si
[1] livestorm.co
[1] canto.com

Top Domains in Tweet in G3:
[63] cmswire.com
[7] t.ly
[5] postbeyond.com
[4] cvsoci.al
[4] dlvr.it
[2] twitter.com
[1] twinybots.ch

Top Domains in Tweet in G4:
[71] cmswire.com
[22] twinybots.ch
[12] neurons.ai
[2] ampproject.org

Top Domains in Tweet in G5:
[12] cmswire.com
[2] dlvr.it
[1] hyken.com

Top Domains in Tweet in G6:
[118] cmswire.com
[4] twinybots.ch
[3] neurons.ai

Top Domains in Tweet in G7:
[88] cmswire.com

Top Domains in Tweet in G8:
[20] cmswire.com
[2] dy.si

Top Domains in Tweet in G9:
[20] dlvr.it
[19] cmswire.com
[3] twitter.com
[1] tiktok.com
[1] youtube.com

Top Domains in Tweet in G10:
[28] cmswire.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[191] cx
[140] customerexperience
[102] digital
[100] ai
[81] marketing
[59] digitaltransformation
[48] ehealth
[38] insurtech
[36] analytics
[36] datascientist



Top Hashtags in Tweet in G1:
[28] analytics
[27] googleads
[27] facebookads
[25] customerexperience
[15] cx
[14] ai
[11] digitaltransformation
[10] ml
[8] contentmarketing
[8] business

Top Hashtags in Tweet in G2:
[28] cx
[26] customerexperience
[9] digital
[9] marketing
[6] digitaltransformation
[6] successes
[6] failures
[6] efforts
[6] marketers
[6] lowcode

Top Hashtags in Tweet in G3:
[54] cx
[34] customerexperience
[13] custserv
[9] digitaltransformation
[7] custexp
[6] employeeexperience
[6] ex
[5] voc
[5] journeymapping
[5] customerjourney

Top Hashtags in Tweet in G4:
[52] digital
[36] ehealth
[35] cx
[34] insurtech
[33] ai
[32] datascientist
[32] women
[32] fashiontech
[27] finserv
[25] datascience

Top Hashtags in Tweet in G5:
[6] customerexperience
[5] cx
[4] dx
[3] cxstrategy
[3] analytics
[2] custserv
[2] ecommerce
[1] marketing
[1] digitalmarketing
[1] ar

Top Hashtags in Tweet in G6:
[23] ai
[16] artificialintelligence
[11] technology
[8] machinelearning
[6] jobs
[6] cuttingedge
[6] ml
[5] customerexperience
[5] bias
[4] employeeengagement

Top Hashtags in Tweet in G7:
[54] marketing
[30] cx
[15] customerjourneys
[15] moments
[15] digital
[15] measurement
[15] attribution
[15] romi
[15] firstpartydata
[15] ex

Top Hashtags in Tweet in G8:
[5] digitalmarketing
[4] mentalhealthawareness
[3] marketing
[2] businessgrowth
[2] growthhacking
[2] cx
[2] martech
[2] mentalhealthmatters
[2] mentalhealthforall
[1] digitalworkplace

Top Hashtags in Tweet in G9:
[2] emailnewsletter
[2] emailmarketing
[2] digitalmarketing
[1] marketing
[1] cx
[1] tiktok
[1] digitalworkplace
[1] dwx22
[1] employeeexperience
[1] employeeengagement

Top Hashtags in Tweet in G10:
[13] cios
[8] digitaltransformation
[4] cio
[3] chatbot
[2] cdos
[2] ai
[2] nlu
[2] enterpriseai
[1] data
[1] it

Top Words
Top Words in Tweet in Entire Graph:
[442] cmswire
[335] 2021
[271] customer
[225] experience
[217] top
[213] digital
[197] articles
[191] #cx
[182] marketing
[178] 10

Top Words in Tweet in G1:
[154] 2021
[111] marketing
[86] articles
[86] top
[83] year
[81] customer
[81] 10
[80] digital
[67] experience
[64] contributors

Top Words in Tweet in G2:
[173] cmswire
[53] 2021
[39] top
[36] digital
[34] articles
[33] year
[33] customer
[31] 10
[29] cmswire's
[28] #cx

Top Words in Tweet in G3:
[67] cmswire
[54] #cx
[49] domnicastro
[34] #customerexperience
[33] customer
[28] stephaniethum
[25] annettefranz
[23] jeanniecw
[20] read
[19] joined

Top Words in Tweet in G4:
[52] #digital
[36] #ehealth
[35] #cx
[34] #insurtech
[33] #ai
[32] #datascientist
[32] #women
[32] #fashiontech
[31] digital
[29] chidambara09

Top Words in Tweet in G5:
[18] cmswire
[6] hyken
[6] #customerexperience
[5] 2021
[5] articles
[5] #cx
[4] domnicastro
[4] marshacollier
[4] customer
[4] experience

Top Words in Tweet in G6:
[36] experience
[33] customer
[32] cmswire
[29] artificial
[29] intelligence
[26] 2021
[23] #ai
[22] eliminate
[19] bias
[19] ai

Top Words in Tweet in G7:
[54] #marketing
[30] #cx
[28] cmswire
[26] 2022
[23] marketers
[21] customer
[18] 2021
[18] drive
[17] marketing
[17] conversion

Top Words in Tweet in G8:
[13] marketing
[11] digital
[11] audience
[9] make
[9] email
[9] accessibility
[8] sure
[8] everyone
[8] understand
[8] enjoy

Top Words in Tweet in G9:
[24] 2021
[24] cmswire
[14] experience
[13] year
[13] siobhan__fagan
[12] cmswire's
[12] contributors
[11] top
[11] articles
[10] 10

Top Words in Tweet in G10:
[14] mylessuer
[13] #cios
[8] organization
[8] #digitaltransformation
[7] strategic
[6] need
[5] data
[5] creating
[5] path
[5] outcomes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[189] articles,2021
[168] customer,experience
[161] top,10
[114] contributors,year
[108] 2021,contributors
[105] cmswire's,top
[79] 10,digital
[71] digital,marketing
[58] digital,transformation
[56] marketing,articles

Top Word Pairs in Tweet in G1:
[83] articles,2021
[70] top,10
[64] contributors,year
[60] 2021,contributors
[45] digital,marketing
[44] 10,digital
[43] customer,experience
[43] cmswire's,top
[36] marketing,articles
[27] #analytics,#googleads

Top Word Pairs in Tweet in G2:
[31] top,10
[30] articles,2021
[26] cmswire's,top
[21] contributors,year
[20] 2021,contributors
[18] 2021,cmswire
[14] customer,experience
[10] 10,digital
[10] digital,transformation
[9] holiday,season

Top Word Pairs in Tweet in G3:
[23] jeanniecw,annettefranz
[21] stephaniethum,jeanniecw
[19] read,domnicastro
[19] domnicastro,joined
[19] joined,#cx
[19] #cx,hard
[19] hard,hitters
[19] hitters,stephaniethum
[12] domnicastro,cmswire
[11] annettefranz,discuss

Top Word Pairs in Tweet in G4:
[32] #datascientist,#digital
[32] #digital,#cx
[29] chidambara09,#datascientist
[25] customer,experience
[25] digital,transformation
[24] #cx,#women
[24] #women,#ehealth
[24] #ehealth,#datascience
[24] #datascience,#ai
[24] #ai,#finserv

Top Word Pairs in Tweet in G5:
[4] articles,2021
[4] customer,experience
[4] cmswire,cmswire
[4] cmswire,#dx
[3] domnicastro,cmswire
[3] tips,build
[3] build,winning
[3] winning,#customerexperience
[3] #customerexperience,strategy
[3] strategy,#cxstrategy

Top Word Pairs in Tweet in G6:
[29] customer,experience
[28] artificial,intelligence
[17] ways,help
[15] help,eliminate
[15] eliminate,bias
[15] articles,2021
[14] places,artificial
[14] intelligence,elevating
[14] elevating,customer
[10] bias,#ai

Top Word Pairs in Tweet in G7:
[17] conversion,events
[16] metrics,drive
[16] outcomes,2022
[15] invest,make
[15] make,#customerjourneys
[15] #customerjourneys,#moments
[15] #moments,based
[15] based,#marketing
[15] #marketing,matter
[15] matter,#digital

Top Word Pairs in Tweet in G8:
[8] make,sure
[8] sure,everyone
[8] everyone,audience
[8] audience,understand
[8] understand,enjoy
[8] enjoy,email
[8] email,messaging
[8] messaging,accessibility
[8] accessibility,tips
[7] taxiforemail,make

Top Word Pairs in Tweet in G9:
[11] articles,2021
[10] 2021,contributors
[10] contributors,year
[9] top,10
[9] customer,experience
[8] cmswire's,top
[6] meetdux,cmswire
[5] cmswire,siobhan__fagan
[4] revolt,against
[4] against,institutions

Top Word Pairs in Tweet in G10:
[5] creating,path
[5] path,strategic
[5] strategic,outcomes
[5] #cios,turn
[5] turn,around
[5] around,failed
[5] failed,organization
[5] mylessuer,#cios
[4] #digitaltransformation,creating
[3] work,2021

Top Replied-To
Top Replied-To in Entire Graph:
@hrconfes
@cmswire
@meetdux
@gartner
@forrester
@carterhostelley
@dshiao
@stephaniethum
@annettefranz
@usertesting

Top Replied-To in G2:
@cmswire
@usertesting
@annettefranz
@cxoblog
@bigdataaito
@googleanalytics
@meetdux
@carterhostelley
@humancloud5
@supersi101

Top Replied-To in G3:
@forrester
@gartner
@cmswire
@ujetcx
@marshacollier
@tmobile
@dshiao

Top Replied-To in G5:
@stephaniethum

Top Replied-To in G7:
@googleanalytics

Top Replied-To in G9:
@meetdux
@iantruscott
@treasuredata
@carterhostelley
@dshiao
@siobhan__fagan
@avepoint

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@domnicastro
@chidambara09
@annettefranz
@stephaniethum
@siobhan__fagan
@jeanniecw
@mylessuer
@zimanaanalytics
@druadh20

Top Mentioned in G1:
@b2bmixshow
@micproductivity

Top Mentioned in G2:
@cmswire
@siobhan__fagan
@domnicastro
@annettefranz
@brielle__denise
@asociacion_dec
@druadh20
@merkle
@jedpc
@googleanalytics

Top Mentioned in G3:
@cmswire
@domnicastro
@stephaniethum
@annettefranz
@jeanniecw
@gregkihlstrom
@ujetcx
@bakerjohnson
@mstscott30
@touchpointguru

Top Mentioned in G4:
@chidambara09
@cmswire
@zitsolution99
@betamoroney
@enilev
@evasmartai
@tpxcomm
@sadadredwan
@market4_success
@jamesvgingerich

Top Mentioned in G5:
@cmswire
@hyken
@domnicastro
@marshacollier
@oraclecx
@balaji_sandiego
@billquiseng
@susanhash
@rgareiss
@anand_narang

Top Mentioned in G6:
@cmswire
@druadh20
@drsangitareddy
@shijor
@digitty_io
@dschulenberg
@neurons_ai
@yakkingshow
@infogovdotnet
@wearezuar

Top Mentioned in G7:
@cmswire
@zimanaanalytics
@googleanalytics
@bigdataaito
@jmmoran12
@vocnews_online
@sethivineeet
@leadtail
@domnicastro
@glasscanopy

Top Mentioned in G8:
@cmswire
@taxiforemail
@chadswhite
@lisamloftis
@penryprice
@domnicastro
@naminycmetro
@toonchooi
@linkedinmktg
@bevbrown

Top Mentioned in G9:
@cmswire
@siobhan__fagan
@kantrowitz
@dshiao
@phil_britt
@meetdux
@rightrelevance
@dwexperience
@domnicastro
@avepoint

Top Mentioned in G10:
@mylessuer
@cmswire
@cyrilcoste
@vmwcioexchange
@semanticfolding
@dhinchcliffe
@debgildersleeve
@anthony_mcmahon
@mcdavis10
@jimcrussell

Top Tweeters
Top Tweeters in Entire Graph:
@alhanda
@chidambara09
@edinburghwatch
@xaelbot
@quibellpaul
@thedeveloperbot
@edjlazar
@evankirstel
@ipythonistabot
@artificialbra1n

Top Tweeters in G1:
@johnnyzuri
@suriyasubraman
@jonesls
@stanleyepstein
@disabledsenior
@nealschaffer
@rtechnewsuk
@web_traffic_seo
@cmsnice_com
@fortivus

Top Tweeters in G2:
@edinburghwatch
@periscopeislit
@oma_hamou
@jeffsheehan
@jdm7dv
@ralexjimenez
@news_nocode
@rachelloumiller
@cmswire
@cravenrobert

Top Tweeters in G3:
@tmobile
@annettefranz
@trab_bot
@mentalmarketer
@paolofabrizio71
@stephaniethum
@rnanjad
@jeanniecw
@cafrancavilla
@lfboteroc

Top Tweeters in G4:
@chidambara09
@thedeveloperbot
@morolswediu
@coderretweet
@_funbot
@fluttbot
@jamesvgingerich
@botfordev
@bendevbot
@brainroaring

Top Tweeters in G5:
@evankirstel
@marshacollier
@forbes
@spirosmargaris
@psb_dc
@superteamml
@billquiseng
@ross_quintana
@hyken
@bmoskwa

Top Tweeters in G6:
@artificialbra1n
@satyajit1910
@wef
@nigewillson
@analucia_b2b
@rtne_ws
@sjoerdapp
@techguyjack
@nasscom
@aisear_ch

Top Tweeters in G7:
@ml_tweet_bot
@gosquad22
@ritikag69283079
@zimanaanalytics
@ingeniouschi
@vocnews_online
@customerexpnews
@trentjohnsen
@lbausalop
@jmmoran12

Top Tweeters in G8:
@digitalbotrt
@marketernat
@linkedinmktg
@codeisgo_com
@toonchooi
@virtualpenny
@annmarieg4
@chadswhite
@tapan_patel
@naminycmetro

Top Tweeters in G9:
@grjenkin
@e_strategy
@meetdux
@gannotti
@dshiao
@kantrowitz
@cxmworld
@avepoint
@thelavinagency
@treasuredata

Top Tweeters in G10:
@aldoceccarelli
@jobinindia
@mylessuer
@dhinchcliffe
@malinee34667365
@rpatoolsc
@cyrilcoste
@harvard_press
@halechris
@mcdavis10


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