cmswire, Twitter, 12/5/2019 1:07:31 AM, 218119


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cmswire_2019-12-03_21-42-09.xlsx
cmswire_2019-12-03_21-42-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2019
Short Description:
cmswire via NodeXL http://bit.ly/360vk8j
@cmswire
@evankirstel
@kayaismail
@ferbeltranmx
@maxjcm
@andrewmorrisuk
@digitaltransf11
@domnicastro
@lioneljdpaul
@caseycrl

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

Description:
Description
The graph represents a network of 1,782 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, 04 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, 23-hour, 42-minute period from Monday, 18 November 2019 at 01:17 UTC to Monday, 02 December 2019 at 01:00 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 : 1782
Unique Edges : 2251
Edges With Duplicates : 2130
Total Edges : 4381
Number of Edge Types : 3
Mentions : 2429
Tweet : 1867
Replies to : 85
Self-Loops : 1867
Reciprocated Vertex Pair Ratio : 0.0542136339237788
Reciprocated Edge Ratio : 0.102851323828921
Connected Components : 609
Single-Vertex Connected Components : 534
Maximum Vertices in a Connected Component : 1022
Maximum Edges in a Connected Component : 3059
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.45558
Graph Density : 0.000618827869436142
Modularity : 0.409064
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,782 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, 04 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, 23-hour, 42-minute period from Monday, 18 November 2019 at 01:17 UTC to Monday, 02 December 2019 at 01:00 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:
[109] 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/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[37] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/
[32] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/
[31] https://www.cmswire.com/information-management/6-tips-for-better-artificial-intelligence-implementations/
[31] https://bitly.com/
[31] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/
[29] https://www.cmswire.com/customer-experience/how-brands-can-repair-a-battered-online-reputation/

Top URLs in Tweet in G1:
[31] https://bitly.com/
[29] 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:
[15] https://twinybots.ch/
[14] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[14] https://www.cmswire.com/digital-marketing/does-your-content-marketing-stop-after-purchase/
[12] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/
[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/
[10] https://www.cmswire.com/digital-marketing/how-many-marketing-emails-is-too-many-marketing-emails/
[9] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/

Top URLs in Tweet in G3:
[66] https://twinybots.ch/
[17] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[15] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/
[15] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/amp/?__twitter_impression=true
[13] https://www.cmswire.com/customer-experience/communication-matters-building-a-successful-cx-strategy-around-customer-communication/
[12] https://www.cmswire.com/digital-experience/10-ways-to-get-ahead-in-voice-search/
[11] https://www.cmswire.com/digital-marketing/what-marketers-are-thankful-for-this-thanksgiving/
[11] https://www.cmswire.com/customer-experience/design-thinking-starts-with-empathy-for-customer-needs/
[10] https://www.cmswire.com/digital-workplace/are-too-many-productivity-apps-killing-productivity/
[10] https://www.cmswire.com/customer-experience/the-jury-is-in-on-the-future-of-customer-experience/

Top URLs in Tweet in G4:
[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] https://www.cmswire.com/digital-experience/where-does-salesforce-cms-fit-in-content-management-industry/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-wir-191201&mkt_tok=eyJpIjoiWVdKa1pEVTFZek01TVRGayIsInQiOiJlU1NOd0swcWNVQUwyQzFlUXpwbWx0Y1FSdGhGbXRCTTl3ckxqNkp6ZTZDaUw1RlRKRk02bThycGkxZnExQU4yZnFDRWFmMEU2ZUFXK29GcjZUU2RmcUtrcGtnQlluakM0XC9Dd3NaNHc4eU43NlR1ZnBZZ3JsT3A3SWNSQzRkWTAifQ%3D%3D
[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

Top URLs in Tweet in G5:
[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 G6:
[3] https://www.cmswire.com/digital-workplace/want-to-boost-team-collaboration-it-takes-more-than-technology/
[3] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[3] https://www.cmswire.com/digital-workplace/forget-digital-workplaces-build-a-digital-ecosystem/
[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
[2] https://www.cmswire.com/digital-workplace/want-to-boost-team-collaboration-it-takes-more-than-technology/?utm_campaign=cm&mkt_tok=eyJpIjoiT1RVd1lqVXhOMkkwT1dOaiIsInQiOiJYaXRZcHhDRUJmUVFpRWdxNVk1NEJOTEdcL3lPQ1g2bzFNYVEybGN3aFpYRHJZUDZpSzRhQ0R0Ukk5SHg2VmRsOE04OTBXaUdKZFJnSGNPeXZXN1dhaE5yU3dCVE5vUXI5bkZLbEpsOXZQY2dtTlI1Q0RONjhPK25RanpOMDNXMnAifQ%3D%3D&utm_content=106229485&utm_medium=social&utm_source=twitter&hss_channel=tw-292436753
[2] https://www.cmswire.com/information-management/why-portability-and-interoperability-matter-in-hybrid-cloud-environments/
[2] https://www.cmswire.com/digital-workplace/cloud-management-needs-accumulate-for-the-digital-workplace/
[1] https://www.cmswire.com/information-management/6-tips-for-better-artificial-intelligence-implementations/
[1] https://www.cmswire.com/digital-workplace/the-digital-future-is-here-microsoft-teams-touches-20-million-daily-users-more-news/
[1] http://dlvr.it/RK7jSZ

Top URLs in Tweet in G7:
[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/RJXXdB
[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-experience/avoiding-potholes-on-the-road-to-effective-ai-deployment/
[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

Top URLs in Tweet in G8:
[5] https://twinybots.ch/
[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/dont-fall-for-these-5-marketing-myths/
[2] https://rockstarcmo.com/five-favorite-influencer-mistakes/
[2] https://www.cmswire.com/digital-marketing/martech-management-you-dont-have-to-go-it-alone/
[1] https://twitter.com/i/web/status/1199763932187123713

Top URLs in Tweet in G9:
[19] 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
[17] https://www.cmswire.com/customer-experience/how-machine-learning-improves-customer-experience-and-increases-revenue/
[15] https://www.cmswire.com/customer-experience/3-areas-where-iot-will-improve-the-customer-journey/
[14] https://www.cmswire.com/digital-experience/3-ways-ai-and-automation-aid-personalization/
[14] https://www.cmswire.com/customer-experience/the-continued-evolution-of-the-customer-experience-stack/
[14] https://www.cmswire.com/customer-experience/how-financial-institutions-can-shift-from-product-pushers-to-relationship-builders/
[9] 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:
[2] https://www.cmswire.com/digital-marketing/linkedin-live-everything-you-need-to-know/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+LinkedIn%2520Live%253A%2520Everything%2520You%2520Need%2520to%2520Know#.XeAPW8YoQoE.twitter
[2] https://www.cmswire.com/digital-marketing/does-your-organization-need-a-customer-data-platform/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Does%2520Your%2520Organization%2520Need%2520a%2520Customer%2520Data%2520Platform%253F#.XcsbdZpdd70.twitter
[2] https://www.cmswire.com/digital-marketing/5-ways-to-boost-your-mobile-marketing-strategies/
[2] https://www.cmswire.com/digital-marketing/everything-marketers-need-to-know-about-linkedin-events/
[1] https://www.cmswire.com/digital-marketing/9-common-email-drip-campaign-mistakes-to-avoid/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.cmswire.com/customer-experience/4-ways-to-improve-brand-loyalty/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.cmswire.com/digital-marketing/social-media-influencers-mega-macro-micro-or-nano/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.cmswire.com/digital-marketing/5-successful-surprise-and-delight-marketing-campaigns/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.cmswire.com/information-management/15-api-management-platforms-that-make-the-short-list/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.cmswire.com/content-marketing/whats-the-biggest-risk-with-content-marketing-hint-its-not-a-low-roi/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top Domains
Top Domains in Tweet in Entire Graph:
[2336] cmswire.com
[216] dlvr.it
[163] twitter.com
[109] twinybots.ch
[95] linkedin.com
[39] dy.si
[31] bitly.com
[30] okt.to
[18] snip.ly
[17] sage-voices.com

Top Domains in Tweet in G1:
[694] cmswire.com
[76] linkedin.com
[31] bitly.com
[28] twitter.com
[24] okt.to
[17] sage-voices.com
[15] twinybots.ch
[11] hpe.com
[5] dy.si
[5] ow.ly

Top Domains in Tweet in G2:
[522] cmswire.com
[60] dlvr.it
[32] dy.si
[28] twitter.com
[15] twinybots.ch
[10] flip.it
[8] simplermedia.com
[4] linkedin.com
[4] okt.to
[3] ampproject.org

Top Domains in Tweet in G3:
[265] cmswire.com
[66] twinybots.ch
[10] twitter.com
[3] ow.ly
[3] snip.ly
[2] dlvr.it
[2] tweetedtimes.com
[2] faveeo.com
[1] linkedin.com
[1] dy.si

Top Domains in Tweet in G4:
[56] cmswire.com
[16] dlvr.it
[14] twitter.com
[1] google.com
[1] dy.si
[1] disq.us

Top Domains in Tweet in G5:
[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 G6:
[67] cmswire.com
[30] dlvr.it
[21] twitter.com
[1] ow.ly
[1] okt.to

Top Domains in Tweet in G7:
[47] cmswire.com
[20] dlvr.it
[1] twitter.com

Top Domains in Tweet in G8:
[34] cmswire.com
[28] twitter.com
[5] twinybots.ch
[3] dlvr.it
[2] rockstarcmo.com
[1] sciencebasedtargets.org
[1] gizmodo.com

Top Domains in Tweet in G9:
[140] cmswire.com
[5] twitter.com
[1] linkedin.com
[1] instagram.com

Top Domains in Tweet in G10:
[21] cmswire.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[296] customerexperience
[288] cx
[230] ai
[165] digitaltransformation
[144] digitalworkplace
[144] digitalmarketing
[142] marketing
[96] artificialintelligence
[78] machinelearning
[72] digital



Top Hashtags in Tweet in G1:
[58] cx
[43] customerexperience
[41] ai
[26] digitaltransformation
[24] poc
[24] spm
[24] demos
[24] marketing
[24] digitalmarketing
[14] collaboration

Top Hashtags in Tweet in G2:
[85] cx
[78] customerexperience
[55] digitalworkplace
[45] marketing
[43] digitalmarketing
[33] ci
[27] digitalexperience
[26] digworkchat
[24] ai
[23] gdpr

Top Hashtags in Tweet in G3:
[87] customerexperience
[61] digitaltransformation
[21] cx
[19] cloud
[15] tech
[14] ai
[14] fintech
[13] bigdata
[12] enterprise
[12] datascience

Top Hashtags in Tweet in G4:
[8] cms
[6] ai
[6] dreamforce
[6] cx
[5] customerexperience
[4] b2cmarketing
[4] b2bmarketing
[4] martech
[4] innovation
[4] digitaltransformation

Top Hashtags in Tweet in G5:
[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 G6:
[29] productivity
[5] collaboration
[4] digitalworkplace
[3] digital
[3] cloud
[3] business
[3] technology
[3] contentwithoutboundaries
[2] digitaltransformation
[2] leadership

Top Hashtags in Tweet in G7:
[18] cx
[13] customerexperience
[7] ai
[6] marketing
[4] customerdata
[3] marketingdata
[3] customercare
[3] leadership
[3] digitaltransformation
[2] marketingmyths

Top Hashtags in Tweet in G8:
[15] digworkchat
[7] marketing
[6] cx
[4] b2b
[4] martech
[3] digitalworkplace
[3] digitalmarketing
[3] revenue
[3] marketers
[2] data

Top Hashtags in Tweet in G9:
[64] cx
[54] machinelearning
[52] analytics
[40] ai
[32] artificialintelligence
[31] iot
[30] personalization
[26] marketing
[25] data
[24] customer

Top Hashtags in Tweet in G10:
[3] linkedinevents
[2] contentmarketing
[2] headlesscms
[1] emailmarketing
[1] b2b
[1] databreaches
[1] saas
[1] thegooddoctors
[1] companyculture
[1] culture

Top Words
Top Words in Tweet in Entire Graph:
[2306] Words in Sentiment List#1: Positive
[1006] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[51170] Non-categorized Words
[54482] Total Words
[863] cmswire
[518] customer
[406] experience
[379] digital
[359] marketing

Top Words in Tweet in G1:
[157] customer
[127] experience
[106] bad
[95] digital
[91] more
[87] marketing
[77] ai
[73] online
[67] business
[64] cmswire

Top Words in Tweet in G2:
[388] cmswire
[116] customer
[105] marketing
[85] #cx
[85] experience
[82] data
[78] #customerexperience
[75] digital
[61] future
[58] ai

Top Words in Tweet in G3:
[91] customer
[87] #customerexperience
[78] evankirstel
[73] digital
[62] experience
[61] #digitaltransformation
[61] transformation
[59] cmswire
[37] need
[36] combine

Top Words in Tweet in G4:
[55] cmswire
[35] domnicastro
[27] ai
[23] salesforce
[18] cms
[16] digital
[15] content
[15] management
[12] technology
[12] marketing

Top Words in Tweet in G5:
[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 G6:
[43] cmswire
[38] work
[29] #productivity
[27] week
[27] way
[26] markstrassman
[25] offer
[24] shorter
[24] gotosuite's
[24] shared

Top Words in Tweet in G7:
[29] cmswire
[18] #cx
[18] customer
[17] mazenghalayini
[17] many
[16] more
[15] emails
[14] golden
[14] rules
[14] marketing

Top Words in Tweet in G8:
[75] cmswire
[17] siobhan__fagan
[15] #digworkchat
[12] marketing
[10] great
[9] experience
[9] gartner_inc
[8] very
[8] nice
[8] article

Top Words in Tweet in G9:
[64] #cx
[54] #machinelearning
[52] #analytics
[40] #ai
[35] here's
[35] marketing
[34] improve
[34] ferbeltranmx
[32] #artificialintelligence
[31] #iot

Top Words in Tweet in G10:
[12] cmswire
[9] kayaismail
[9] wordify
[9] linkedin
[7] need
[6] thanks
[6] sharing
[6] know
[6] live
[5] marketing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[276] customer,experience
[172] digital,transformation
[89] many,marketing
[89] marketing,emails
[78] content,marketing
[73] need,combine
[72] design,thinking
[60] content,management
[55] transformation,numbers
[55] combine,digital

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

Top Word Pairs in Tweet in G2:
[59] customer,experience
[34] digital,transformation
[33] #cx,#ci
[32] cmswire,#marketing
[32] lisamloftis,#cx
[31] many,marketing
[31] marketing,emails
[28] content,marketing
[23] #ci,#gdpr
[23] #gdpr,cmswire

Top Word Pairs in Tweet in G3:
[59] customer,experience
[56] digital,transformation
[36] need,combine
[29] transformation,numbers
[24] combine,digital
[24] transformation,customer
[19] experience,#customerexperience
[18] hybrid,cloud
[18] evankirstel,digital
[17] portability,interoperability

Top Word Pairs in Tweet in G4:
[13] content,management
[12] salesforce,cms
[11] management,industry
[9] cms,fit
[9] fit,content
[9] industry,cmswire
[8] ai,implementation
[8] cmswire,domnicastro
[7] ai,implementations
[7] low,code

Top Word Pairs in Tweet in G5:
[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 G6:
[25] work,week
[24] shorter,work
[24] week,offer
[24] offer,way
[24] way,#productivity
[24] #productivity,gotosuite's
[24] gotosuite's,markstrassman
[24] markstrassman,shared
[24] shared,insights
[11] read,mark

Top Word Pairs in Tweet in G7:
[14] golden,rules
[14] many,marketing
[14] marketing,emails
[9] customer,experience
[7] emails,many
[7] emails,phil_britt
[6] potholes,road
[6] road,effective
[5] mazenghalayini,cmswire
[5] avoiding,potholes

Top Word Pairs in Tweet in G8:
[12] 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 G9:
[26] machine,learning
[19] bringing,machine
[19] learning,marketing
[19] marketing,improve
[19] improve,business
[19] business,results
[19] results,here's
[19] here's,#marketing
[17] #machinelearning,improves
[17] improves,#cx

Top Word Pairs in Tweet in G10:
[6] cmswire,thanks
[6] thanks,sharing
[5] need,know
[4] linkedin,live
[4] linkedin,events
[3] kayaismail,cmswire
[3] read,more
[3] everything,marketers
[3] marketers,need
[3] know,linkedin

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

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

Top Replied-To in G4:
@salesforce
@gartner
@forrester
@slatts

Top Replied-To in G6:
@mde_cms

Top Replied-To in G8:
@cmswire
@siobhan__fagan
@sharonodea
@mollyanglin
@slatts
@weesandy
@sammarshall
@jessicaquillin
@johnzimmerer

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

Top Replied-To in G10:
@agilitycms
@mezzlisa
@askjudihays
@protexting
@janevlyang
@42qmes
@directus

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_
@liondeuxbeto

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

Top Mentioned in G3:
@evankirstel
@cmswire
@gtandon22
@richardeudes
@opentext
@nuxeo
@searchunify
@mariastmg
@analyticsfr
@cptbookings

Top Mentioned in G4:
@cmswire
@domnicastro
@salesforce
@piewords
@terathink
@tealium
@dwexperience
@triciagellman
@mikeorr8
@grapevine_6

Top Mentioned in G5:
@maxjcm
@avrohomg
@alvi
@cmswire
@1davidclarke
@pvynckier
@clarinette02
@microsoft
@dlavenda

Top Mentioned in G6:
@cmswire
@markstrassman
@gotosuite
@druadh20
@serggolubenko
@domnicastro
@lumapps
@asifrehmani
@gerrymcgovern
@phil_britt

Top Mentioned in G7:
@cmswire
@mazenghalayini
@domnicastro
@phil_britt
@tiwari_piya
@thedxsummit
@chrisdessi
@ibm
@druadh20
@productsup

Top Mentioned in G8:
@cmswire
@siobhan__fagan
@gartner_inc
@dshiao
@iantruscott
@futurumresearch
@abrearton
@sammarshall
@weesandy

Top Mentioned in G9:
@ferbeltranmx
@jmmoran12
@cmswire
@jamesvgingerich
@dd_fafa_
@ko123owens
@maxjcm
@richardeudes
@marketmegood
@antokay4biz

Top Mentioned in G10:
@cmswire
@kayaismail
@wordifyco
@buttercms
@contentstack
@contentful
@dotcms
@muracms
@cloudcms
@coredna

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
@gezgintrk
@maperez324
@jeffsheehan
@hebertkonlabs
@justbementalist
@i4yjaja
@headpointer
@fugoji
@reynolds_global

Top Tweeters in G3:
@arkangelscrap
@evankirstel
@clairebotai
@richsimmondsza
@andrewmorrisuk
@colorstreamedia
@padididit
@thehipposhoe
@michelledh
@ladylisadcantu1

Top Tweeters in G4:
@rwang0
@piewords
@dee_marketing
@annettefranz
@constellationr
@salesforce
@insightstodd
@jriddall
@adobe
@cxjourney

Top Tweeters in G5:
@calcaware
@ronaldclarke
@nicochan33
@nancyrubin
@vivekghosal
@ene3112
@ipfconline1
@nubiaredondo
@xzpwedvhhh37i3c
@techpearce2

Top Tweeters in G6:
@jmkuhn99
@unisyscorp
@digitalnaiv
@gotosuite
@bluejeansnet
@jess_dewell
@cxmworld
@lgkmarketing
@pros_inc
@worksnaps

Top Tweeters in G7:
@lxmunoz
@nhinsight
@digitranstop
@jcmeister
@teradata
@chrisdessi
@ibm
@westmonroe
@50champ
@ginohawley

Top Tweeters in G8:
@tedrubin
@dshiao
@sharonodea
@prisus
@sassoftware
@fredmcclimans
@bird7g
@gartner_inc
@dawnmentzer
@drewdavishere

Top Tweeters in G9:
@resilient_ent
@aaroncuddeback
@primal_digest
@cybersec_feeds
@jamesvgingerich
@gadiooumoul
@thecuriousluke
@wynandbooysen
@dd_fafa_
@thomashilbig2

Top Tweeters in G10:
@askjudihays
@dnn
@agilitycms
@sourcefabric
@craftcms
@coredna
@kentico
@cosmic_js
@protexting
@alexatsnowflake