cmswire, Twitter, 12/2/2019 7:13:37 AM, 217830


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cmswire_2019-12-01_21-42-08.xlsx
cmswire_2019-12-01_21-42-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
cmswire via NodeXL http://bit.ly/2qUVuKU
@cmswire
@evankirstel
@kayaismail
@ferbeltranmx
@maxjcm
@digitaltransf11
@andrewmorrisuk
@domnicastro
@lioneljdpaul
@caseycrl

Top hashtags:
#customerexperience
#cx
#ai
#digitaltransformation
#digitalworkplace
#digitalmarketing

Description:
Description
The graph represents a network of 1,745 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, 02 December 2019 at 05:42 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 12-hour, 7-minute period from Monday, 18 November 2019 at 01:17 UTC to Sunday, 01 December 2019 at 13:25 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 : 1745
Unique Edges : 2219
Edges With Duplicates : 2044
Total Edges : 4263
Number of Edge Types : 3
Mentions : 2369
Tweet : 1811
Replies to : 83
Self-Loops : 1811
Reciprocated Vertex Pair Ratio : 0.0552214324767633
Reciprocated Edge Ratio : 0.104663212435233
Connected Components : 595
Single-Vertex Connected Components : 521
Maximum Vertices in a Connected Component : 1002
Maximum Edges in a Connected Component : 2976
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.463129
Graph Density : 0.000634184169711627
Modularity : 0.41103
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,745 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, 02 December 2019 at 05:42 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 12-hour, 7-minute period from Monday, 18 November 2019 at 01:17 UTC to Sunday, 01 December 2019 at 13:25 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/
[40] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[39] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[37] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/
[34] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[31] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/
[30] https://www.cmswire.com/information-management/6-tips-for-better-artificial-intelligence-implementations/
[30] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/
[29] https://bitly.com/
[27] https://www.cmswire.com/customer-experience/how-brands-can-repair-a-battered-online-reputation/

Top URLs in Tweet in G1:
[29] https://bitly.com/
[27] https://www.cmswire.com/customer-experience/how-brands-can-repair-a-battered-online-reputation/
[15] https://twinybots.ch/
[13] https://www.cmswire.com/information-management/6-tips-for-better-artificial-intelligence-implementations/
[11] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[9] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/
[9] https://www.cmswire.com/digital-workplace/keep-your-employees-happy-let-bots-run-the-last-mile-for-them/
[8] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[8] https://www.cmswire.com/digital-workplace/digital-employee-experience-is-critical-to-business-success/
[8] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/

Top URLs in Tweet in G2:
[18] https://twinybots.ch/
[11] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/
[11] https://www.cmswire.com/digital-marketing/does-your-content-marketing-stop-after-purchase/
[10] https://www.cmswire.com/digital-experience/avoiding-potholes-on-the-road-to-effective-ai-deployment/
[10] https://www.cmswire.com/digital-marketing/dont-fall-for-these-5-marketing-myths/
[10] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[10] https://www.cmswire.com/digital-marketing/cmos-share-ai-implementation-successes-and-challenges/
[9] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/
[9] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[9] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/

Top URLs in Tweet in G3:
[7] https://www.cmswire.com/digital-experience/where-does-salesforce-cms-fit-in-content-management-industry/
[3] https://www.cmswire.com/information-management/is-low-code-technology-right-for-you/?platform=hootsuite
[3] http://dlvr.it/RJdnTR
[2] http://dlvr.it/RK4Npg
[2] http://www.cmswire.com/customer-experience/gartner-report-highlights-emerging-customer-journey-analytics-market/
[2] http://www.cmswire.com/digital-experience/how-to-create-a-unified-customer-ecommerce-journey/
[2] http://www.cmswire.com/analytics/forrester-journey-analytics-are-the-next-frontier-for-customer-insights/
[2] http://dlvr.it/RK7y7Y
[2] http://dlvr.it/RJD5Sd
[2] http://dlvr.it/RJtB49

Top URLs in Tweet in G4:
[8] https://www.cmswire.com/information-management/browser-cookies-and-teen-pregnancy-a-short-data-privacy-primer/
[5] https://www.cmswire.com/information-management/11-industries-being-disrupted-by-ai/
[3] http://snip.ly/duszoy
[3] http://dlvr.it/RKDY3X
[3] https://www.cmswire.com/digital-workplace/the-digital-future-is-here-microsoft-teams-touches-20-million-daily-users-more-news/
[2] https://cron.link/ThfZUNo?utm_sq=fykf6x2qih&utm_source=Twitter&utm_medium=social&utm_campaign=1DavidClarke&utm_content=Influencer
[2] http://snip.ly/tdvwbv/
[2] http://snip.ly/xr9r50/
[2] http://snip.ly/uj6ikx/
[2] https://www.cmswire.com/digital-experience/ais-missing-ingredient-intelligent-content/

Top URLs in Tweet in G5:
[13] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/
[10] https://www.cmswire.com/digital-marketing/what-marketers-are-thankful-for-this-thanksgiving/
[9] https://www.cmswire.com/digital-workplace/the-digital-future-is-here-microsoft-teams-touches-20-million-daily-users-more-news/
[9] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[8] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[8] https://www.cmswire.com/digital-workplace/are-too-many-productivity-apps-killing-productivity/
[8] https://www.cmswire.com/customer-experience/how-ai-is-powering-the-next-generation-of-support-agents/
[7] https://www.cmswire.com/digital-workplace/how-5g-will-better-enable-remote-work/
[5] https://www.cmswire.com/digital-workplace/the-best-technology-is-the-technology-you-dont-notice/
[5] https://www.cmswire.com/digital-workplace/can-technology-offer-employees-a-four-day-week/

Top URLs in Tweet in G6:
[5] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[5] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/?utm_content=106948024&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[5] https://twinybots.ch/
[4] https://www.cmswire.com/digital-workplace/can-technology-offer-employees-a-four-day-week/
[3] https://www.cmswire.com/digital-workplace/want-to-boost-team-collaboration-it-takes-more-than-technology/
[3] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[3] https://www.cmswire.com/digital-workplace/forget-digital-workplaces-build-a-digital-ecosystem/
[3] https://www.cmswire.com/digital-workplace/want-to-boost-team-collaboration-it-takes-more-than-technology/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Want%2520to%2520Boost%2520Team%2520Collaboration%253F%2520It%2520Takes%2520More%2520Than%2520Technology#.XdcmKECe0ew.twitter
[3] http://dlvr.it/RKD6h4
[2] https://www.cmswire.com/digital-workplace/are-too-many-productivity-apps-killing-productivity/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Are%2520Too%2520Many%2520Productivity%2520Apps%2520Killing%2520Productivity%253F#.Xd4nYpDOhtM.twitter

Top URLs in Tweet in G7:
[9] https://twinybots.ch/
[4] https://www.cmswire.com/digital-marketing/dont-fall-for-these-5-marketing-myths/
[3] https://www.cmswire.com/events/tweet-jam/tweet-jam-2020-vision-whats-next-for-the-digital-workplace-digworkchat/
[3] http://dlvr.it/RK45ps
[3] https://www.cmswire.com/digital-marketing/the-cranky-cmos-holiday-wish-list/
[3] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/
[2] https://www.cmswire.com/digital-workplace/how-to-establish-your-freelancing-business/
[2] https://www.cmswire.com/digital-marketing/what-marketers-are-thankful-for-this-thanksgiving/
[2] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[2] https://rockstarcmo.com/five-favorite-influencer-mistakes/

Top URLs in Tweet in G8:
[7] https://www.cmswire.com/customer-experience/the-3-golden-rules-of-customer-experience/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy
[3] http://dlvr.it/RK8HCm
[2] https://www.cmswire.com/customer-experience/the-3-golden-rules-of-customer-experience/
[2] https://www.cmswire.com/digital-marketing/how-many-marketing-emails-is-too-many-marketing-emails/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520Many%2520Marketing%2520Emails%2520Is%2520Too%2520Many%2520Marketing%2520Emails%253F#.XeEpu6_7k68.twitter
[2] http://dlvr.it/RJmjh9
[2] https://www.cmswire.com/digital-experience/8-takeaways-from-the-dx-summit-2019/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy
[2] https://www.cmswire.com/digital-marketing/the-cmo-challenge-success-depends-on-customer-centricity-and-more-collaboration/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+The%2520CMO%2520Challenge%253A%2520Success%2520Depends%2520on%2520Customer-Centricity%2520and%2520More%2520Collaboration#.Xcot6npcWU8.twitter
[1] https://www.cmswire.com/digital-marketing/dont-fall-for-these-5-marketing-myths/?utm_content=107040287&utm_medium=social&utm_source=twitter&hss_channel=tw-714098910692769794
[1] https://www.cmswire.com/customer-experience/the-3-golden-rules-of-customer-experience/?utm_content=105974875&utm_medium=social&utm_source=twitter&hss_channel=tw-714098910692769794
[1] https://www.cmswire.com/digital-marketing/dont-fall-for-these-5-marketing-myths/?utm_content=107039934&utm_medium=social&utm_source=twitter&hss_channel=tw-16998398

Top URLs in Tweet in G9:
[17] https://www.cmswire.com/digital-marketing/how-bringing-machine-learning-into-marketing-improves-business-results/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[16] 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/digital-experience/3-ways-ai-and-automation-aid-personalization/
[13] https://www.cmswire.com/customer-experience/the-continued-evolution-of-the-customer-experience-stack/
[13] https://www.cmswire.com/customer-experience/how-financial-institutions-can-shift-from-product-pushers-to-relationship-builders/
[8] https://www.cmswire.com/digital-experience/customer-data-platforms-bring-omnichannel-choreography-within-reach/
[7] http://www.cmswire.com/information-management/equifax-breach-drags-open-source-security-into-spotlight-once-more/?es_p=4932603
[7] https://www.cmswire.com/digital-experience/the-time-is-now-how-to-incorporate-machine-learning-into-your-business-today/
[5] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/?hss_channel=tw-38306887

Top URLs in Tweet in G10:
[53] https://twinybots.ch/
[13] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/amp/?__twitter_impression=true
[12] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[11] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/
[10] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/
[5] https://www.cmswire.com/customer-experience/have-a-bad-customer-experience-reputation-own-it-and-other-advice/
[5] https://www.cmswire.com/customer-experience/how-to-get-data-on-your-audiences-decision-making-process/
[5] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[3] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[2] https://www.cmswire.com/customer-experience/customer-journeys-continue-to-evolve-3-changes-for-the-year-ahead/

Top Domains
Top Domains in Tweet in Entire Graph:
[2259] cmswire.com
[214] dlvr.it
[163] twitter.com
[106] twinybots.ch
[89] linkedin.com
[39] dy.si
[29] bitly.com
[29] okt.to
[18] snip.ly
[17] sage-voices.com

Top Domains in Tweet in G1:
[675] cmswire.com
[70] linkedin.com
[29] bitly.com
[28] twitter.com
[24] okt.to
[17] sage-voices.com
[15] twinybots.ch
[11] hpe.com
[8] upcontent.com
[5] dy.si

Top Domains in Tweet in G2:
[494] cmswire.com
[54] dlvr.it
[32] dy.si
[27] twitter.com
[18] twinybots.ch
[10] flip.it
[8] simplermedia.com
[4] linkedin.com
[3] ampproject.org
[3] okt.to

Top Domains in Tweet in G3:
[53] cmswire.com
[16] dlvr.it
[14] twitter.com
[1] google.com
[1] dy.si
[1] disq.us

Top Domains in Tweet in G4:
[52] dlvr.it
[36] cmswire.com
[9] snip.ly
[4] twitter.com
[2] t.co
[2] cron.link
[1] sumall.com

Top Domains in Tweet in G5:
[123] cmswire.com
[8] twitter.com
[3] twinybots.ch
[3] ow.ly
[2] faveeo.com
[1] dlvr.it
[1] linkedin.com

Top Domains in Tweet in G6:
[63] cmswire.com
[19] dlvr.it
[5] twinybots.ch
[3] twitter.com
[1] ow.ly

Top Domains in Tweet in G7:
[40] cmswire.com
[28] twitter.com
[9] twinybots.ch
[3] dlvr.it
[2] rockstarcmo.com
[1] sciencebasedtargets.org
[1] gizmodo.com

Top Domains in Tweet in G8:
[41] cmswire.com
[18] dlvr.it
[1] twitter.com

Top Domains in Tweet in G9:
[134] cmswire.com
[6] twitter.com
[2] ow.ly
[1] linkedin.com
[1] instagram.com

Top Domains in Tweet in G10:
[116] cmswire.com
[53] twinybots.ch
[3] snip.ly
[2] twitter.com
[2] tweetedtimes.com
[1] dlvr.it
[1] dy.si

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[288] customerexperience
[275] cx
[223] ai
[161] digitaltransformation
[138] digitalworkplace
[137] digitalmarketing
[133] marketing
[95] artificialintelligence
[76] machinelearning
[71] digital



Top Hashtags in Tweet in G1:
[59] cx
[42] customerexperience
[42] ai
[24] poc
[24] spm
[24] demos
[24] digitaltransformation
[24] marketing
[24] digitalmarketing
[14] collaboration

Top Hashtags in Tweet in G2:
[77] cx
[72] customerexperience
[53] digitalworkplace
[40] marketing
[38] digitalmarketing
[33] ci
[26] digworkchat
[26] ai
[23] digitalexperience
[23] gdpr

Top Hashtags in Tweet in G3:
[6] ai
[6] cx
[6] cms
[5] customerexperience
[4] b2cmarketing
[4] b2bmarketing
[4] martech
[4] innovation
[4] digitaltransformation
[4] dreamforce

Top Hashtags in Tweet in G4:
[55] ai
[24] artificialintelligence
[17] futureofwork
[16] emergingtech
[15] digitaltransformation
[15] dl
[15] ml
[10] machinelearning
[10] innovation
[9] robotics

Top Hashtags in Tweet in G5:
[19] digitaltransformation
[15] cloud
[15] tech
[15] cx
[14] fintech
[12] datascience
[12] bigdata
[12] enterprise
[11] quantumcomputers
[11] quantum

Top Hashtags in Tweet in G6:
[17] digitaltransformation
[9] digitalworkplace
[8] cloud
[8] customerexperience
[8] collaboration
[6] productivity
[6] technology
[5] automation
[5] digital
[3] iot

Top Hashtags in Tweet in G7:
[15] digworkchat
[6] marketing
[6] cx
[4] digitalworkplace
[4] digitalmarketing
[4] martech
[3] revenue
[3] b2b
[3] digitaltransformation
[3] marketers

Top Hashtags in Tweet in G8:
[18] cx
[13] customerexperience
[6] marketing
[4] customerdata
[3] marketingdata
[3] customercare
[3] leadership
[2] marketingmyths
[2] marketing2019
[2] marketing2020

Top Hashtags in Tweet in G9:
[60] cx
[53] machinelearning
[48] analytics
[40] ai
[35] artificialintelligence
[32] iot
[28] personalization
[27] digitaltransformation
[24] marketing
[23] data

Top Hashtags in Tweet in G10:
[73] customerexperience
[23] digitaltransformation
[11] analytics
[10] cx
[4] digital
[3] b2bmarketing
[3] marketingstrategy
[3] digitalworkplace
[3] blockchain
[3] artificialintelligence

Top Words
Top Words in Tweet in Entire Graph:
[2256] Words in Sentiment List#1: Positive
[965] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[49823] Non-categorized Words
[53044] Total Words
[836] cmswire
[501] customer
[398] experience
[369] digital
[344] marketing

Top Words in Tweet in G1:
[157] customer
[128] experience
[100] bad
[95] digital
[86] more
[86] marketing
[77] ai
[69] online
[65] business
[64] cmswire

Top Words in Tweet in G2:
[366] cmswire
[104] customer
[94] marketing
[79] experience
[77] data
[77] #cx
[76] digital
[72] #customerexperience
[60] future
[56] ai

Top Words in Tweet in G3:
[52] cmswire
[34] domnicastro
[27] ai
[21] salesforce
[18] cms
[16] digital
[15] content
[13] management
[12] technology
[12] marketing

Top Words in Tweet in G4:
[40] #ai
[24] #artificialintelligence
[21] maxjcm
[20] cmswire
[18] content
[17] #futureofwork
[16] #emergingtech
[15] #digitaltransformation
[15] #ai's
[15] missing

Top Words in Tweet in G5:
[75] evankirstel
[42] cmswire
[37] digital
[27] transformation
[23] customer
[20] experience
[19] #digitaltransformation
[17] matter
[17] environments
[16] different

Top Words in Tweet in G6:
[41] cmswire
[21] digital
[17] #digitaltransformation
[17] more
[13] transformation
[13] serggolubenko
[12] many
[12] productivity
[11] numbers
[11] customer

Top Words in Tweet in G7:
[72] cmswire
[15] siobhan__fagan
[15] #digworkchat
[14] marketing
[10] experience
[10] great
[9] gartner_inc
[8] very
[8] nice
[8] article

Top Words in Tweet in G8:
[25] cmswire
[18] #cx
[18] customer
[17] mazenghalayini
[17] many
[16] more
[15] emails
[14] golden
[14] rules
[14] marketing

Top Words in Tweet in G9:
[60] #cx
[53] #machinelearning
[48] #analytics
[40] #ai
[37] ferbeltranmx
[35] #artificialintelligence
[33] marketing
[32] #iot
[32] here's
[31] improve

Top Words in Tweet in G10:
[73] #customerexperience
[67] customer
[37] experience
[26] digital
[24] transformation
[23] #digitaltransformation
[19] need
[18] combine
[14] communication
[13] design

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[270] customer,experience
[169] digital,transformation
[83] many,marketing
[83] marketing,emails
[74] content,marketing
[72] need,combine
[64] design,thinking
[58] content,management
[54] combine,digital
[54] transformation,customer

Top Word Pairs in Tweet in G1:
[87] customer,experience
[39] digital,transformation
[34] battered,online
[34] online,reputation
[32] fill,blanks
[32] blanks,find
[32] find,bad
[32] bad,review
[32] review,business
[32] business,_______________

Top Word Pairs in Tweet in G2:
[55] customer,experience
[36] digital,transformation
[33] #cx,#ci
[32] lisamloftis,#cx
[29] cmswire,#marketing
[25] content,marketing
[25] many,marketing
[25] marketing,emails
[23] #ci,#gdpr
[23] #gdpr,cmswire

Top Word Pairs in Tweet in G3:
[13] content,management
[12] salesforce,cms
[9] cms,fit
[9] fit,content
[9] management,industry
[8] ai,implementation
[7] industry,cmswire
[7] cmswire,domnicastro
[7] ai,implementations
[7] low,code

Top Word Pairs in Tweet in G4:
[19] #artificialintelligence,#ai
[15] #ai's,missing
[15] missing,ingredient
[15] ingredient,intelligent
[15] intelligent,content
[15] content,#artificialintelligence
[15] #ai,#dl
[15] #dl,#ml
[15] #ml,#futureofwork
[15] #futureofwork,#emergingtech

Top Word Pairs in Tweet in G5:
[24] digital,transformation
[18] customer,experience
[17] evankirstel,digital
[16] portability,interoperability
[16] interoperability,matter
[16] matter,hybrid
[16] hybrid,cloud
[16] cloud,environments
[15] environments,#cloud
[15] #cloud,cmswire

Top Word Pairs in Tweet in G6:
[13] digital,transformation
[10] boost,team
[10] takes,more
[7] customer,experience
[7] more,technology
[6] many,productivity
[6] productivity,apps
[6] apps,killing
[6] transformation,numbers
[6] team,collaboration

Top Word Pairs in Tweet in G7:
[10] siobhan__fagan,cmswire
[7] weesandy,cmswire
[6] sharonodea,cmswire
[6] very,nice
[6] nice,dshiao
[6] dshiao,mention
[6] mention,quote
[6] quote,article
[6] article,cmswire
[6] cmswire,list

Top Word Pairs in Tweet in G8:
[14] golden,rules
[14] many,marketing
[14] marketing,emails
[9] customer,experience
[7] emails,many
[7] emails,phil_britt
[5] mazenghalayini,cmswire
[5] voice,search
[4] mazenghalayini,#cx
[4] rules,customer

Top Word Pairs in Tweet in G9:
[24] machine,learning
[18] #digitaltransformation,#innovation
[18] #innovation,#artificialintelligence
[17] #ai,#technology
[17] #technology,#artificialintelligence
[17] #artificialintelligence,#tech
[17] #tech,#machinelearning
[17] bringing,machine
[17] learning,marketing
[17] marketing,improve

Top Word Pairs in Tweet in G10:
[36] customer,experience
[22] digital,transformation
[18] need,combine
[16] experience,#customerexperience
[13] design,thinking
[12] thinking,starts
[12] starts,empathy
[12] empathy,customer
[12] customer,needs
[12] transformation,numbers

Top Replied-To
Top Replied-To in Entire Graph:
@cmswire
@siobhan__fagan
@sharonodea
@mollyanglin
@slatts
@weesandy
@sammarshall
@lotusevangelist
@salesforce
@gartner

Top Replied-To in G2:
@cmswire
@lfboteroc
@hyken

Top Replied-To in G3:
@salesforce
@gartner
@forrester
@slatts

Top Replied-To in G7:
@cmswire
@siobhan__fagan
@sharonodea
@mollyanglin
@slatts
@weesandy
@sammarshall
@jessicaquillin
@johnzimmerer

Top Replied-To in G9:
@bigleapmktg
@ronitamohan
@beertjesadvies
@hpe
@growthhack_in
@missmillmag
@bloggersidekick

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@evankirstel
@domnicastro
@contactpersona1
@lisamloftis
@ferbeltranmx
@markstrassman
@gotosuite
@maxjcm
@druadh20

Top Mentioned in G1:
@kahootz
@xcapable
@sofriyahya
@60sfolks
@adobepartner
@cloud_scale
@oramboston
@on_leadership_

Top Mentioned in G2:
@cmswire
@lisamloftis
@domnicastro
@druadh20
@nuxeo
@treasuredata
@margaretmolloy
@sferika
@jeffsheehan
@tapclicks

Top Mentioned in G3:
@cmswire
@domnicastro
@salesforce
@piewords
@terathink
@tealium
@dwexperience
@triciagellman
@mikeorr8
@grapevine_6

Top Mentioned in G4:
@maxjcm
@avrohomg
@alvi
@cmswire
@1davidclarke
@pvynckier
@clarinette02
@microsoft
@dlavenda

Top Mentioned in G5:
@evankirstel
@cmswire
@gtandon22
@richardeudes
@searchunify
@mariastmg
@openbusinesshq
@cmswi
@alecsocial
@jmmoran12

Top Mentioned in G6:
@cmswire
@serggolubenko
@ecm_marketeer
@lumapps
@domnicastro
@sarbjeetjohal
@ungoti
@balaji_sandiego
@alv
@druadh20

Top Mentioned in G7:
@cmswire
@gartner_inc
@siobhan__fagan
@dshiao
@iantruscott
@futurumresearch
@abrearton
@sammarshall
@weesandy

Top Mentioned in G8:
@cmswire
@mazenghalayini
@domnicastro
@phil_britt
@thedxsummit
@chrisdessi
@ibm
@productsup
@50champ
@opentext

Top Mentioned in G9:
@ferbeltranmx
@jmmoran12
@cmswire
@jamesvgingerich
@dd_fafa_
@ko123owens
@maxjcm
@iainljbrown
@richardeudes
@rpa_bizdev

Top Mentioned in G10:
@opentext
@cmswire
@analyticsfr
@proverbs142
@werkherz
@afingerman
@burgundy_fan
@keesmanmatthijs
@pointillistview
@cptbookings

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@resilient_ent
@gamergeeknews
@evankirstel
@dancas2
@chidambara09
@techl0g
@aaroncuddeback
@clairebotai
@rvp

Top Tweeters in G1:
@techl0g
@rvp
@iam__network
@saeedbaygi
@social_rosie
@suriyasubraman
@disabledsenior
@shashib
@manguscolorado
@projectanalysis

Top Tweeters in G2:
@dancas2
@clairebotai
@gezgintrk
@maperez324
@jeffsheehan
@hebertkonlabs
@justbementalist
@i4yjaja
@headpointer
@fugoji

Top Tweeters in G3:
@rwang0
@piewords
@dee_marketing
@annettefranz
@constellationr
@salesforce
@insightstodd
@jriddall
@adobe
@cxjourney

Top Tweeters in G4:
@calcaware
@ronaldclarke
@nicochan33
@nancyrubin
@vivekghosal
@ene3112
@ipfconline1
@nubiaredondo
@xzpwedvhhh37i3c
@techpearce2

Top Tweeters in G5:
@arkangelscrap
@evankirstel
@richsimmondsza
@colorstreamedia
@padididit
@thehipposhoe
@michelledh
@ladylisadcantu1
@mediapython
@enriquen

Top Tweeters in G6:
@andrewmorrisuk
@mjoehlerich
@jmkuhn99
@billmew
@imoyse
@drjdrooghaag
@unisyscorp
@sarbjeetjohal
@afigueiredo
@antgrasso

Top Tweeters in G7:
@tedrubin
@ittechbuz
@dshiao
@sharonodea
@prisus
@sassoftware
@fredmcclimans
@bird7g
@dawnmentzer
@gartner_inc

Top Tweeters in G8:
@lxmunoz
@nhinsight
@digitranstop
@jcmeister
@teradata
@chrisdessi
@ibm
@westmonroe
@50champ
@ginohawley

Top Tweeters in G9:
@resilient_ent
@chidambara09
@aaroncuddeback
@primal_digest
@cybersec_feeds
@jamesvgingerich
@gadiooumoul
@thecuriousluke
@wynandbooysen
@dd_fafa_

Top Tweeters in G10:
@bradbennett
@grjenkin
@bobehayes
@jobinindia
@cptbookings
@digitaltransf11
@ashishrbedekar
@analyticsfr
@salomonoli
@opentext