cmswire, Twitter, 12/20/2021 11:56:35 PM, 268710


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cmswire_2021-12-20_15-07-51.xlsx
cmswire_2021-12-20_15-07-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2021
Short Description:
cmswire via NodeXL https://bit.ly/3H4Ppgh
@cmswire
@mylessuer
@druadh20
@chidambara09
@artificialbra1n
@paula_piccard
@education_24x7
@zimanaanalytics
@ecm_marketeer
@cortical_io

Top hashtags:
#ai
#cx
#customerexperience
#marketing
#artificialintelligence
#digital

Description:
Description
The graph represents a network of 1,317 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, 20 December 2021 at 23:13 UTC.

The requested start date was Monday, 20 December 2021 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 11-day, 18-hour, 3-minute period from Monday, 06 December 2021 at 01:14 UTC to Friday, 17 December 2021 at 19:18 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 : 1317
Unique Edges : 1258
Edges With Duplicates : 2512
Total Edges : 3770
Number of Edge Types : 5
Retweet : 630
MentionsInRetweet : 934
Mentions : 1147
Tweet : 944
Replies to : 115
Self-Loops : 951
Reciprocated Vertex Pair Ratio : 0.0739045127534336
Reciprocated Edge Ratio : 0.137637028014616
Connected Components : 402
Single-Vertex Connected Components : 362
Maximum Vertices in a Connected Component : 841
Maximum Edges in a Connected Component : 3012
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.325177
Graph Density : 0.000947395873000487
Modularity : 0.364708
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,317 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, 20 December 2021 at 23:13 UTC.

The requested start date was Monday, 20 December 2021 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 11-day, 18-hour, 3-minute period from Monday, 06 December 2021 at 01:14 UTC to Friday, 17 December 2021 at 19:18 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:
[106] https://twinybots.ch/
[63] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[58] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[41] https://www.cmswire.com/customer-experience/the-5-customer-experience-waves-you-should-be-ready-to-ride-in-2022/
[34] https://snip.ly/2ysmtg
[29] 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
[27] https://www.cmswire.com/customer-experience/3-ways-to-center-your-business-around-customer-experience/
[24] https://www.cmswire.com/digital-workplace/artificial-intelligence-is-about-collaboration-not-job-elimination/
[24] https://www.cmswire.com/digital-experience/what-comes-next-for-chatbots-and-customer-experience/
[22] https://www.cmswire.com/employee-experience/how-should-you-measure-employee-engagement-in-remote-and-hybrid-work/

Top URLs in Tweet in G1:
[34] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[23] https://twinybots.ch/
[13] https://www.cmswire.com/digital-experience/how-mature-is-your-content-organization/?ref=quuu
[12] https://www.cmswire.com/customer-experience/the-most-powerful-model-for-any-business-subscription/
[11] https://www.cmswire.com/digital-experience/content-teams-beware-the-headless-cms/?ref=quuu
[11] https://www.cmswire.com/customer-experience/the-5-customer-experience-waves-you-should-be-ready-to-ride-in-2022/
[9] https://www.cmswire.com/digital-experience/what-comes-next-for-chatbots-and-customer-experience/
[9] https://www.cmswire.com/digital-marketing/5-areas-to-factor-into-your-2022-content-marketing-planning/?ref=quuu
[9] https://www.cmswire.com/digital-asset-management/how-personalization-unlocks-the-full-potential-of-your-content/?ref=quuu
[8] https://www.cmswire.com/digital-experience/the-sonic-liberation-implications-of-audio-for-digital-marketing/?ref=quuu

Top URLs in Tweet in G2:
[7] https://www.cmswire.com/customer-experience/more-cx-innovation-and-experimentation-lessons-from-hazel/
[7] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[7] https://twinybots.ch/
[6] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[5] https://www.cmswire.com/customer-experience/4-of-the-top-call-center-challenges-for-the-coming-year/
[5] https://twitter.com/cmswire/status/1470854242197860353
[5] https://www.cmswire.com/customer-experience/8-tips-to-build-a-winning-customer-experience-strategy/
[5] https://news.google.com/__i/rss/rd/articles/CBMibGh0dHBzOi8vd3d3LmNtc3dpcmUuY29tL2RpZ2l0YWwtZXhwZXJpZW5jZS90aGUtc29uaWMtbGliZXJhdGlvbi1pbXBsaWNhdGlvbnMtb2YtYXVkaW8tZm9yLWRpZ2l0YWwtbWFya2V0aW5nL9IBAA?oc=5
[5] https://www.cmswire.com/customer-experience/nows-the-time-to-remove-friction-from-customer-experiences/
[5] https://www.cmswire.com/employee-experience/how-to-recognize-mitigate-and-potentially-prevent-burnout-in-remote-employees/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo

Top URLs in Tweet in G3:
[27] 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
[14] https://www.cmswire.com/digital-experience/its-not-an-ad-its-an-individualized-human-experience/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[9] https://www.cmswire.com/digital-experience/are-you-making-the-most-of-customer-data/
[7] https://www.cmswire.com/digital-experience/the-sonic-liberation-implications-of-audio-for-digital-marketing/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[5] https://www.cmswire.com/leadership/beyond-digital-a-guidebook-for-lasting-digital-transformation/
[4] https://www.cmswire.com/leadership/digital-transformation-creating-the-path-to-strategic-outcomes/
[3] http://snip.ly/hn466i/
[3] 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] http://snip.ly/tdvwbv/
[2] https://www.cmswire.com/information-management/self-service-business-intelligence-takes-root/

Top URLs in Tweet in G4:
[47] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[21] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/?utm_content=buffer21511&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] 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
[9] https://www.cmswire.com/customer-experience/6-ways-ai-based-personalization-is-improving-the-customer-experience/?ref=quuu
[8] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/?utm_source=dlvr.it&utm_medium=twitter
[8] https://www.cmswire.com/digital-workplace/artificial-intelligence-takes-off-in-the-enterprise/
[7] https://hukum.blog/ext/57/https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[7] https://www.cmswire.com/customer-experience/how-ai-based-marketing-can-improve-customer-retention/
[6] https://www.cmswire.com/digital-workplace/how-the-iot-is-faring-in-a-remote-working-world/
[4] https://www.cmswire.com/employee-experience/upholding-the-psychological-contract-through-hr-and-it-collaboration/?utm_content=188629007&utm_medium=social&utm_source=twitter&hss_channel=tw-52412788

Top URLs in Tweet in G5:
[26] https://snip.ly/2ysmtg
[18] https://www.cmswire.com/digital-workplace/artificial-intelligence-is-about-collaboration-not-job-elimination/
[16] https://www.cmswire.com/employee-experience/how-should-you-measure-employee-engagement-in-remote-and-hybrid-work/
[15] https://www.cmswire.com/customer-experience/3-ways-to-center-your-business-around-customer-experience/
[14] https://twinybots.ch/
[6] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[5] https://www.cmswire.com/digital-experience/digital-transformation-goes-nowhere-without-leadership-buy-in/
[4] https://www.cmswire.com/customer-experience/the-5-customer-experience-waves-you-should-be-ready-to-ride-in-2022/
[3] https://www.cmswire.com/information-management/why-the-adoption-rate-for-explainable-ai-in-financial-services-is-expected-to-grow/
[3] https://www.cmswire.com/customer-experience/more-cx-innovation-and-experimentation-lessons-from-hazel/

Top URLs in Tweet in G6:
[13] https://twinybots.ch/
[7] https://www.cmswire.com/digital-marketing/gdpr-compliance-what-marketers-can-expect-in-2022/
[5] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[4] 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
[2] https://www.cmswire.com/digital-marketing/whats-working-in-b2b-social-media-marketing/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[2] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[2] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/?utm_campaign=cm&utm_content=190333597&utm_medium=social&utm_source=twitter&hss_channel=tw-40250583
[2] https://www.linkedin.com/slink?code=gN3PUPat
[1] https://twitter.com/cmswire/status/1468281438147465217
[1] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cxmworld

Top URLs in Tweet in G7:
[42] https://twinybots.ch/
[17] https://www.cmswire.com/customer-experience/the-5-customer-experience-waves-you-should-be-ready-to-ride-in-2022/
[10] https://www.cmswire.com/digital-experience/what-comes-next-for-chatbots-and-customer-experience/
[7] https://www.cmswire.com/customer-experience/nows-the-time-to-remove-friction-from-customer-experiences/
[5] https://www.cmswire.com/customer-experience/more-cx-innovation-and-experimentation-lessons-from-hazel/
[5] https://www-cmswire-com.cdn.ampproject.org/c/s/www.cmswire.com/customer-experience/how-can-your-organization-truly-be-customer-centric/amp/
[4] https://www.cmswire.com/customer-experience/4-ways-that-ai-is-improving-the-customer-experience/?utm_sq=gu3zatt4xd&utm_source=twitter&utm_medium=social&utm_campaign=adobepartner&utm_content=adobepartner
[4] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[3] https://www.cmswire.com/customer-experience/the-link-between-digital-transformation-and-customer-experience/
[3] https://www.cmswire.com/customer-experience/define-customer-journeys-by-finding-micro-moments-that-matter-most/

Top URLs in Tweet in G8:
[3] https://www.cmswire.com/digital-marketing/when-will-marketers-master-personalization/
[3] http://dlvr.it/SDwkPD
[3] https://www.cmswire.com/digital-marketing/b2b-marketers-make-your-email-newsletter-a-thing/
[3] https://www.cmswire.com/customer-experience/4-tips-for-taming-the-bias-in-artificial-intelligence/
[2] http://dlvr.it/SF0BN7
[2] http://dlvr.it/SFM4H1
[2] https://www.cmswire.com/customer-experience/natural-language-programming-and-conversational-ai-in-the-call-center/
[2] http://dlvr.it/SB25Tq
[2] https://www-cmswire.simplermedia.com/cw-wb-211214-acquia-cx.html?utm_source=acquia.com&utm_medium=social&utm_campaign=wb-211214-acquia-cx&utm_content=acquia-soc
[2] https://go.simplermedia.com/NzA2LVlJQS0yNjEAAAF_6kE9zndup27JMbG-PAeg640UxvOYhXy4yMDMxx1_DOHir7PtxIClYHtShuUYRl8DhxLGbbs=

Top URLs in Tweet in G9:
[4] https://www.cmswire.com/customer-experience/the-5-customer-experience-waves-you-should-be-ready-to-ride-in-2022/
[3] https://www.cmswire.com/information-management/why-the-adoption-rate-for-explainable-ai-in-financial-services-is-expected-to-grow/
[1] https://www.cmswire.com/customer-experience/how-ai-based-marketing-can-improve-customer-retention/

Top URLs in Tweet in G10:
[12] https://www.cmswire.com/digital-marketing/3-metrics-will-drive-marketing-outcomes-in-2022/
[12] https://www.cmswire.com/customer-experience/customer-journey-moments-that-matter-3-key-investment-areas/
[10] https://www.cmswire.com/digital-experience/doubling-down-on-customer-identity-management/
[4] https://www.cmswire.com/customer-experience/how-ai-based-marketing-can-improve-customer-retention/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[3] https://www.cmswire.com/digital-marketing/fix-these-common-b2b-website-problems-to-unlock-your-growth-engine/
[3] http://out.faveeo.com/?url=https://www.cmswire.com/customer-experience/how-ai-based-marketing-can-improve-customer-retention/&vertical=marketing&family=ai
[3] https://www.cmswire.com/digital-marketing/what-social-media-trends-will-emerge-for-2022/
[2] https://www.cmswire.com/digital-marketing/b2b-marketers-make-your-email-newsletter-a-thing/
[2] http://out.faveeo.com/?url=https://www.cmswire.com/customer-experience/using-ai-based-cdps-to-improve-the-customer-experience/&vertical=marketing&family=ai
[1] https://www.cmswire.com/customer-experience/loyalty-without-trust-a-long-walk-off-a-short-pier/

Top Domains
Top Domains in Tweet in Entire Graph:
[1550] cmswire.com
[168] dlvr.it
[106] twinybots.ch
[46] snip.ly
[29] twitter.com
[23] linkedin.com
[18] dy.si
[17] okt.to
[14] ampproject.org
[12] simplermedia.com

Top Domains in Tweet in G1:
[494] cmswire.com
[23] twinybots.ch
[11] linkedin.com
[6] twitter.com
[6] snip.ly
[4] candicerodriguez.com
[4] blogspot.com
[2] goo.gl
[2] google.com
[2] thenewsobservers.com

Top Domains in Tweet in G2:
[235] cmswire.com
[76] dlvr.it
[18] dy.si
[14] twitter.com
[8] simplermedia.com
[7] twinybots.ch
[6] postbeyond.com
[6] google.com
[2] okt.to
[2] snip.ly

Top Domains in Tweet in G3:
[107] cmswire.com
[8] snip.ly
[2] twitter.com
[2] twinybots.ch
[1] dlvr.it
[1] linkedin.com

Top Domains in Tweet in G4:
[197] cmswire.com
[7] neurons.ai
[7] hukum.blog
[3] twinybots.ch
[1] dlvr.it
[1] google.com
[1] snip.ly
[1] linkedin.com
[1] twitter.com

Top Domains in Tweet in G5:
[85] cmswire.com
[26] snip.ly
[14] twinybots.ch
[1] twitter.com

Top Domains in Tweet in G6:
[46] cmswire.com
[13] twinybots.ch
[3] linkedin.com
[3] okt.to
[2] bit.ly
[1] twitter.com
[1] dlvr.it
[1] hyken.com

Top Domains in Tweet in G7:
[108] cmswire.com
[42] twinybots.ch
[6] ampproject.org
[4] dlvr.it
[3] snip.ly
[3] okt.to
[2] t.ly
[1] twitter.com

Top Domains in Tweet in G8:
[84] dlvr.it
[46] cmswire.com
[4] simplermedia.com
[3] linkedin.com
[2] twitter.com
[1] postbeyond.com

Top Domains in Tweet in G9:
[8] cmswire.com

Top Domains in Tweet in G10:
[60] cmswire.com
[9] okt.to
[6] faveeo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[243] ai
[240] cx
[209] customerexperience
[136] marketing
[102] artificialintelligence
[97] digital
[90] machinelearning
[67] digitaltransformation
[66] digitalmarketing
[54] socialmedia



Top Hashtags in Tweet in G1:
[25] marketing
[25] cx
[22] customerexperience
[18] ai
[18] contentmarketing
[16] socialmedia
[13] digital
[12] business
[11] digitaltransformation
[10] digitalmarketing

Top Hashtags in Tweet in G2:
[60] cx
[32] customerexperience
[19] marketing
[17] digitalmarketing
[16] cdps
[15] ai
[14] crms
[14] digital
[11] socialmedia
[10] personalization

Top Hashtags in Tweet in G3:
[17] digitaltransformation
[13] data
[12] datascience
[12] bigdata
[8] digital
[7] marketing
[7] leadership
[7] cios
[6] innovation
[6] ai

Top Hashtags in Tweet in G4:
[128] ai
[81] artificialintelligence
[68] machinelearning
[29] analytics
[28] googleads
[28] facebookads
[27] bias
[23] eliminate
[23] fintech
[23] bigdata

Top Hashtags in Tweet in G5:
[38] digital
[36] cx
[34] ai
[33] frenchtech
[33] ehealth
[28] insurtech
[23] digitaltransformation
[22] datascientist
[22] iot
[22] women

Top Hashtags in Tweet in G6:
[16] socialmedia
[12] marketing
[10] customerexperience
[7] machinelearning
[7] ai
[7] digitalmarketing
[7] gdpr
[4] analytics
[4] b2b
[4] cx

Top Hashtags in Tweet in G7:
[69] customerexperience
[43] cx
[26] designthinking
[12] digitalmarketing
[11] ex
[10] rox
[9] tech
[9] customerjourney
[8] innovation
[8] leadership

Top Hashtags in Tweet in G8:
[15] customerexperience
[10] cx
[4] dam
[4] martech
[4] data
[4] metadata
[4] strategy
[4] marketing
[4] ai
[3] conversationalai

Top Hashtags in Tweet in G9:
[5] ai
[4] dx
[4] analytics
[4] cx
[3] financialservices
[3] fintech
[2] aiio
[2] bigdata
[2] ml
[2] nlu

Top Hashtags in Tweet in G10:
[50] marketing
[31] cx
[19] ai
[14] customerjourneys
[14] moments
[14] digital
[12] measurement
[12] attribution
[12] romi
[12] firstpartydata

Top Words
Top Words in Tweet in Entire Graph:
[795] cmswire
[464] customer
[314] experience
[303] 2022
[273] marketing
[243] #ai
[242] ai
[240] #cx
[208] #customerexperience
[203] marketers

Top Words in Tweet in G1:
[115] customer
[106] marketing
[103] 2022
[84] content
[81] experience
[65] trends
[60] marketers
[60] cmswire
[57] social
[53] media

Top Words in Tweet in G2:
[307] cmswire
[60] #cx
[57] 2022
[44] customer
[40] thanks
[38] sharing
[35] digital
[33] marketing
[32] #customerexperience
[32] more

Top Words in Tweet in G3:
[80] cmswire
[39] digital
[36] mylessuer
[35] tobiaskintzel
[32] creating
[31] path
[31] strategic
[31] outcomes
[30] cc
[29] transformation

Top Words in Tweet in G4:
[130] cmswire
[128] #ai
[121] ways
[113] ai
[99] help
[93] bias
[81] #artificialintelligence
[77] eliminate
[68] #machinelearning
[52] customer

Top Words in Tweet in G5:
[39] druadh20
[38] #digital
[36] #cx
[34] #ai
[34] ai
[33] #frenchtech
[33] #ehealth
[30] experience
[28] #insurtech
[24] employees

Top Words in Tweet in G6:
[61] cmswire
[54] 2022
[39] trends
[39] zimanaanalytics
[30] social
[27] marketers
[27] media
[20] learning
[20] customer
[19] watch

Top Words in Tweet in G7:
[101] customer
[69] #customerexperience
[61] experience
[43] #cx
[37] cmswire
[28] ready
[27] waves
[26] #designthinking
[25] domnicastro
[13] organization

Top Words in Tweet in G8:
[43] cmswire
[28] customer
[24] marketers
[23] 2022
[21] continue
[21] reading
[20] marketing
[18] cx
[18] digital
[17] phil_britt

Top Words in Tweet in G9:
[8] cmswire
[6] customer
[5] #ai
[4] ravidugh
[4] ready
[4] experience
[4] waves
[4] #dx
[4] #analytics
[4] #cx

Top Words in Tweet in G10:
[50] #marketing
[31] #cx
[25] based
[24] marketers
[22] 2022
[20] party
[19] #ai
[18] customer
[16] make
[16] cmswire

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[202] customer,experience
[131] social,media
[110] ways,help
[86] help,eliminate
[86] eliminate,bias
[82] media,trends
[73] marketers,watch
[73] watch,2022
[71] trends,marketers
[71] bias,ai

Top Word Pairs in Tweet in G1:
[51] social,media
[46] customer,experience
[40] media,trends
[26] watch,2022
[25] trends,marketers
[25] marketers,watch
[23] 10,social
[21] marketing,strategy
[18] website,redesign
[17] during,website

Top Word Pairs in Tweet in G2:
[35] thanks,sharing
[22] 2022,cmswire
[16] digital,workplace
[15] social,media
[13] media,trends
[13] trends,emerge
[13] emerge,2022
[13] customer,experience
[13] enterprise,search
[13] cmswire,shares

Top Word Pairs in Tweet in G3:
[31] path,strategic
[31] strategic,outcomes
[29] creating,path
[28] digital,transformation
[27] cmswire,cc
[24] mylessuer,cmswire
[19] transformation,creating
[19] outcomes,mylessuer
[14] ad,individualized
[14] individualized,human

Top Word Pairs in Tweet in G4:
[99] ways,help
[76] help,eliminate
[76] eliminate,bias
[62] bias,ai
[61] ai,cmswire
[40] #artificialintelligence,#ai
[34] artificial,intelligence
[31] cmswire,read
[31] read,more
[31] more,#artificialintelligence

Top Word Pairs in Tweet in G5:
[22] #datascientist,#digital
[22] #digital,#cx
[22] #cx,#iot
[22] #iot,#frenchtech
[22] #frenchtech,#women
[22] #women,#fashiontech
[22] #fashiontech,#ehealth
[22] #ehealth,#insurtech
[21] chidambara09,#datascientist
[16] #insurtech,#datascien

Top Word Pairs in Tweet in G6:
[26] social,media
[24] zimanaanalytics,cmswire
[18] machine,learning
[17] learning,trends
[17] trends,marketers
[17] marketers,watch
[17] watch,2022
[15] smmtip,zimanaanalytics
[12] 2022,cmswire
[12] emerge,2022

Top Word Pairs in Tweet in G7:
[59] customer,experience
[19] experience,waves
[18] ready,customer
[12] customer,centricity
[12] waves,#designthinking
[12] #designthinking,#customerexperience
[10] #ex,#rox
[10] comes,next
[10] next,chatbots
[10] chatbots,customer

Top Word Pairs in Tweet in G8:
[21] continue,reading
[13] customer,experience
[9] 2022,zimanaanalytics
[9] call,center
[8] social,media
[8] digital,workplace
[7] build,martech
[7] martech,stack
[7] stack,dam
[7] dam,foundation

Top Word Pairs in Tweet in G9:
[4] ready,customer
[4] customer,experience
[4] experience,waves
[4] waves,cmswire
[4] cmswire,cmswire
[4] cmswire,#dx
[4] #dx,#analytics
[4] #analytics,#cx
[3] ravidugh,ready
[3] #cx,#ecommerc

Top Word Pairs in Tweet in G10:
[19] based,#marketing
[14] invest,make
[14] make,#customerjourneys
[14] #customerjourneys,#moments
[14] #moments,based
[14] #marketing,matter
[14] matter,#digital
[14] #digital,#cx
[12] marketers,metrics
[12] metrics,drive

Top Replied-To
Top Replied-To in Entire Graph:
@smmtip
@cmswire
@hakomtimeseries
@tobiaskintzel
@hrconfes
@_melaniealmeida
@cathymcknight
@creativevirtual
@hyken
@emmersionai

Top Replied-To in G2:
@cmswire
@_melaniealmeida
@cathymcknight
@cxpert
@emmersionai
@creativevirtual
@siobhan__fagan
@intranetfocus
@joelleirvine
@chriswacker1

Top Replied-To in G3:
@hakomtimeseries
@tobiaskintzel
@harvardhbs
@soniablock
@khulood_almani

Top Replied-To in G4:
@cmswire
@spirosmargaris

Top Replied-To in G6:
@smmtip
@cmswire
@hyken
@google
@zimanaanalytics

Top Replied-To in G7:
@gartner
@forrester
@kenkrahe
@annettefranz

Top Replied-To in G8:
@dshiao

Top Replied-To in G10:
@sasforums
@mercer_us
@marshacollier

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@zimanaanalytics
@druadh20
@domnicastro
@mylessuer
@iainljbrown
@intranetfocus
@tobiaskintzel
@hakomtimeseries
@chidambara09

Top Mentioned in G1:
@themegbrunson
@socialmagnets1
@mitel

Top Mentioned in G2:
@cmswire
@intranetfocus
@siobhan__fagan
@merkle
@domnicastro
@bcarlsondm
@smg_rich
@lisamloftis
@ungoti
@acquia

Top Mentioned in G3:
@cmswire
@mylessuer
@tobiaskintzel
@hakomtimeseries
@betamoroney
@theadityapatro
@didou
@tlloydjones
@bimedotcom
@ianljones98

Top Mentioned in G4:
@cmswire
@iainljbrown
@spirosmargaris
@paula_piccard
@sjoerdapp
@houston__ai
@jolaburnett
@nigewillson
@glengilmore
@danfiehn

Top Mentioned in G5:
@druadh20
@chidambara09
@ecm_marketeer
@cmswire
@tamaramccleary
@iainljbrown
@mentalmarketer
@pakhiraabhishek
@salomonoli
@theagile_brand

Top Mentioned in G6:
@cmswire
@zimanaanalytics
@blueconic
@bit_au
@ultiai
@hyken
@presstorun
@thedxsummit
@mktgai
@venturebeat

Top Mentioned in G7:
@cmswire
@domnicastro
@stephaniethum
@customerexpnews
@gregkihlstrom
@mentalmarketer
@alchemerhq
@annettefranz
@domni

Top Mentioned in G8:
@cmswire
@phil_britt
@zimanaanalytics
@acquia
@domnicastro
@jhorodyski
@mazenghalayini
@melissadboggs
@lcapozzi
@ahaval

Top Mentioned in G9:
@ravidugh
@cmswire
@iiot_world
@ipfconline1
@jblefevre60
@shi4tech
@terence_mills
@jimmarous

Top Mentioned in G10:
@cmswire
@sugarcrm
@future_of_ai
@marshacollier
@ralexjimenez
@mktgai
@jmmoran12
@growth_mode
@bobehayes
@customerexpnews

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@quibellpaul
@thedeveloperbot
@cybersecurityn8
@ipythonistabot
@artificialbra1n
@morolswediu

Top Tweeters in G1:
@biconnections
@johnnyzuri
@disabledsenior
@sec_cyber
@nealschaffer
@ianmcalvert
@cybersecdn
@cmsnice_com
@ainewsfeed
@_botiiq

Top Tweeters in G2:
@fabriciosx
@hdpr2016
@data_nerd
@stanleyepstein
@allesundnix_
@maperez324
@fortivus
@fadanconsultant
@piewords
@pdh_scitechnews

Top Tweeters in G3:
@aldoceccarelli
@nicochan33
@akwyz
@dai70d
@lkafle
@greentechdon
@scorpiondesign7
@junjudapi
@domingonarvaez1
@digitaltransf11

Top Tweeters in G4:
@xaelbot
@codedailybot
@ipythonistabot
@artificialbra1n
@jfsebastian146
@coderretweet
@_funbot
@humanre41270855
@shehzadyounis
@education_24x7

Top Tweeters in G5:
@sectest9
@chidambara09
@thedeveloperbot
@cybersecurityn8
@morolswediu
@discovertech3
@fluttbot
@aprogrammerbot
@caring_mobile
@botfordev

Top Tweeters in G6:
@ml_tweet_bot
@inc
@vrretweeter
@blkhwk0ps
@gdprai
@4c7f21ac5bb74b0
@venturebeat
@py_data_sci
@brainroaring
@google

Top Tweeters in G7:
@designthinkbot
@katenasser
@sprintbaseb
@techie_wiz
@superteamml
@melissablive
@annettefranz
@janicebgordon
@pawansomanchi
@customerexpnews

Top Tweeters in G8:
@yixuantu1
@e_strategy
@dshiao
@dbreakenridge
@grossamilee
@marketernat
@lfboteroc
@abcospecialties
@normanmarks
@axeltroike

Top Tweeters in G9:
@shi4tech
@gvalan
@kuriharan
@jblefevre60
@ipfconline1
@kirkdborne
@billquiseng
@ross_quintana
@jimmarous
@louisserge

Top Tweeters in G10:
@marshacollier
@gosquad22
@ralexjimenez
@myitmedia
@future_of_ai
@parisfinforum
@bradyconsult
@mashia6
@mercer_us
@_jakashi


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