cmswire, Twitter, 4/23/2019 5:46:07 PM, 194644


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cmswire_2019-04-23_08-59-34.xlsx
cmswire_2019-04-23_08-59-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 23, 2019
Short Description:
cmswire via NodeXL http://bit.ly/2KZ7Ier
@cmswire
@domnicastro
@druadh20
@digitaltransf11
@kayaismail
@digitalnaiv
@sammarshall
@santchiweb
@alvinfoo
@evankirstel

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

Description:
Description
The graph represents a network of 2,281 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 Tuesday, 23 April 2019 at 16:00 UTC.

The requested start date was Tuesday, 23 April 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 51-minute period from Tuesday, 09 April 2019 at 00:18 UTC to Monday, 22 April 2019 at 23:09 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 : 2281
Unique Edges : 2868
Edges With Duplicates : 2737
Total Edges : 5605
Number of Edge Types : 3
Tweet : 2505
Mentions : 3020
Replies to : 80
Self-Loops : 2505
Reciprocated Vertex Pair Ratio : 0.04503367003367
Reciprocated Edge Ratio : 0.0861860652436569
Connected Components : 816
Single-Vertex Connected Components : 680
Maximum Vertices in a Connected Component : 1260
Maximum Edges in a Connected Component : 3716
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.228919
Graph Density : 0.000477437565856773
Modularity : 0.406222
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[95] https://www.cmswire.com/digital-marketing/what-to-do-when-your-inbound-marketing-fails/
[89] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[70] http://www.cmswire.com/
[44] https://www.cmswire.com/customer-experience/b2b-customer-experience-fundamentals-listening/
[44] https://www.cmswire.com/digital-experience/will-microsoft-acquire-adobe/
[42] https://www.cmswire.com/digital-workplace/how-5g-will-impact-augmented-and-virtual-reality-use/
[33] https://www.cmswire.com/digital-marketing/the-goals-and-benefits-of-a-saas-marketing-strategy/
[31] https://www.cmswire.com/information-management/open-source-vs-open-core-whats-the-difference/
[26] https://www.cmswire.com/information-management/digital-transformation-should-you-be-playing-offense-or-defense/
[25] https://www.cmswire.com/customer-experience/how-smbs-use-voice-to-improve-the-customer-experience/

Top URLs in Tweet in G1:
[66] http://www.cmswire.com/
[36] https://www.cmswire.com/digital-marketing/what-to-do-when-your-inbound-marketing-fails/
[23] https://www.cmswire.com/digital-experience/will-microsoft-acquire-adobe/
[18] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[15] https://www.cmswire.com/digital-workplace/how-5g-will-impact-augmented-and-virtual-reality-use/
[13] https://www.cmswire.com/digital-workplace/8-factors-to-help-ensure-digital-workplace-success/
[12] https://www.cmswire.com/digital-marketing/the-goals-and-benefits-of-a-saas-marketing-strategy/
[11] https://www.cmswire.com/customer-experience/ar-and-vr-could-be-mainstream-sooner-than-you-think/
[10] https://www.cmswire.com/digital-workplace/5-tips-for-a-smooth-transition-from-skype-to-microsoft-teams/
[9] https://www.cmswire.com/customer-experience/how-will-adobe-and-salesforce-cdp-announcements-impact-the-industry/

Top URLs in Tweet in G2:
[54] https://www.cmswire.com/digital-marketing/what-to-do-when-your-inbound-marketing-fails/
[21] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[16] https://www.cmswire.com/customer-experience/b2b-customer-experience-fundamentals-listening/
[14] https://www.cmswire.com/digital-experience/will-microsoft-acquire-adobe/
[13] https://www.cmswire.com/customer-experience/how-smbs-use-voice-to-improve-the-customer-experience/
[11] https://www.cmswire.com/information-management/why-the-devops-engineer-is-a-misunderstood-role/
[10] https://www.cmswire.com/digital-workplace/notes-and-domino-return-to-their-roots/
[10] https://www.cmswire.com/digital-marketing/the-goals-and-benefits-of-a-saas-marketing-strategy/
[9] https://www.cmswire.com/digital-marketing/choosing-the-right-influencers-to-market-your-business/
[9] https://www.cmswire.com/information-management/open-source-vs-open-core-whats-the-difference/

Top URLs in Tweet in G3:
[8] https://www.cmswire.com/customer-experience/why-customer-experience-needs-information-governance/
[7] https://www.cmswire.com/digital-experience/how-information-architecture-improves-customer-experience/
[7] http://www.cmswire.com/information-management/why-you-need-a-unified-information-strategy/
[7] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[6] https://www.cmswire.com/information-management/digital-transformation-should-you-be-playing-offense-or-defense/
[5] https://www.cmswire.com/digital-marketing/finding-marketing-inspiration-from-unlikely-sources/
[4] https://www.cmswire.com/content-marketing/how-to-land-your-content-marketing-dream-job/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520to%2520Land%2520Your%2520Content%2520Marketing%2520Dream%2520Job#.XLiSpU08l3o.twitter
[4] https://www.cmswire.com/information-management/digital-transformation-should-you-be-playing-offense-or-defense/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Digital%2520Transformation%253A%2520Should%2520You%2520Be%2520Playing%2520Offense%2520or%2520Defense%253F#.XLiWCTPOpJo.twitter
[4] https://www.cmswire.com/digital-workplace/how-iot-impacts-the-digital-workplace/
[4] https://www.cmswire.com/digital-workplace/6-digital-transformation-challenges-enterprises-need-to-overcome/

Top URLs in Tweet in G4:
[15] https://www.cmswire.com/customer-experience/how-machine-learning-improves-customer-experience-and-increases-revenue/
[14] https://www.cmswire.com/customer-experience/the-continued-evolution-of-the-customer-experience-stack/
[14] https://www.cmswire.com/customer-experience/3-areas-where-iot-will-improve-the-customer-journey/
[14] https://www.cmswire.com/customer-experience/how-financial-institutions-can-shift-from-product-pushers-to-relationship-builders/
[7] https://www.cmswire.com/digital-experience/customer-data-platforms-bring-omnichannel-choreography-within-reach/
[4] https://www.cmswire.com/digital-workplace/intranets-vs-extranets-why-you-need-both/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss
[3] https://www.cmswire.com/information-management/hybrid-cloud-bringing-the-best-of-both-worlds-to-the-enterprise/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss
[3] https://www.cmswire.com/digital-marketing/where-b2b-marketers-are-winning-in-social-media/
[2] https://www.cmswire.com/digital-marketing/why-you-need-to-invest-in-your-marketers/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss
[2] https://www.cmswire.com/information-management/why-the-devops-engineer-is-a-misunderstood-role/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss

Top URLs in Tweet in G5:
[10] https://www.cmswire.com/digital-workplace/getting-digital-workplace-personalization-right-with-good-technology-and-better-practices/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Getting%2520Digital%2520Workplace%2520Personalization%2520Right%2520with%2520Good%2520Technology%2520and%2520Better%2520Practices#.XKyuShGX0Y4.twitter
[9] https://www.cmswire.com/information-management/federated-search-great-in-theory-complicated-in-practice/
[7] https://www.cmswire.com/information-management/the-dirty-secret-of-enterprise-search-its-all-about-good-content/
[6] https://www.cmswire.com/digital-workplace/what-microservices-bring-to-the-digital-workplace/
[5] https://www.cmswire.com/digital-workplace/getting-digital-workplace-personalization-right-with-good-technology-and-better-practices/
[4] https://www.cmswire.com/digital-workplace/what-microservices-bring-to-the-digital-workplace/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+What%2520Microservices%2520Bring%2520to%2520the%2520Digital%2520Workplace#.XLoIklaSa2M.twitter
[4] https://www.cmswire.com/digital-workplace/how-to-future-proof-your-digital-workplace/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520to%2520Future-Proof%2520Your%2520Digital%2520Workplace#.XLN3OGCe-oh.twitter
[4] https://www.cmswire.com/digital-workplace/how-to-future-proof-your-digital-workplace/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520to%2520Future-Proof%2520Your%2520Digital%2520Workplace#.XLDECmjzL5g.twitter
[4] https://twitter.com/cmswire/status/1118187934748823552
[4] https://www.cmswire.com/digital-workplace/5-tips-for-a-smooth-transition-from-skype-to-microsoft-teams/

Top URLs in Tweet in G6:
[6] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[4] https://lnkd.in/dY_-Zcr
[2] https://www.cmswire.com/digital-workplace/how-human-centered-design-helps-build-a-digital-workplace-that-works/
[1] https://dy.si/Tg7P86
[1] https://twitter.com/i/web/status/1118125663897169920
[1] https://sprou.tt/1JDzcNgW5ej
[1] https://twitter.com/i/web/status/1115796544391929857
[1] https://www.cmswire.com/digital-workplace/how-human-centered-design-helps-build-a-digital-workplace-that-works
[1] https://twitter.com/i/web/status/1116098632418242565
[1] https://www.cmswire.com/digital-workplace/want-better-customer-experience-start-with-your-employees/

Top URLs in Tweet in G7:
[13] https://www.cmswire.com/information-management/digital-transformation-should-you-be-playing-offense-or-defense/
[11] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[6] https://www.cmswire.com/digital-workplace/ai-success-relies-on-strong-organizational-change-management/
[5] https://www.cmswire.com/information-management/saas-vs-cloud-comparing-apples-and-oranges/
[3] https://www.cmswire.com/digital-marketing/the-goals-and-benefits-of-a-saas-marketing-strategy/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=cm&utm_content=all-articles-rss
[3] https://www.cmswire.com/digital-workplace/how-to-future-proof-your-digital-workplace/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss
[3] https://voices.mercer.com/Article/Redirect/eb990fa5-d6c2-4774-99f9-f49a300e7a0e?uc=232&g=48aad722-a161-4922-9879-d3819350da4c&f=229330
[2] https://www.cmswire.com/digital-workplace/leading-a-data-driven-organization-create-a-culture-that-embraces-digital-transformation/?utm_content=buffer32224&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.cmswire.com/digital-workplace/icymi-digital-transformation-prep-work-ibm-unloads-marketing-biz-more/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.cmswire.com/information-management/digital-transformation-should-you-be-playing-offense-or-defense/?utm_source=cmswire.com&utm_medium=web-rss&utm_campaign=cm&utm_content=all-articles-rss

Top URLs in Tweet in G8:
[12] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[10] https://www.cmswire.com/digital-workplace/how-5g-will-impact-augmented-and-virtual-reality-use/
[9] https://www.cmswire.com/customer-experience/b2b-customer-experience-fundamentals-listening/
[6] https://www.cmswire.com/information-management/cloud-native-convergence-is-happening-and-its-a-good-thing/
[6] https://www.cmswire.com/customer-experience/ar-and-vr-could-be-mainstream-sooner-than-you-think/
[4] https://www.cmswire.com/digital-marketing/5-marketing-considerations-for-facial-recognition-and-eye-tracking-software/
[4] https://www.cmswire.com/digital-workplace/did-you-know-your-new-colleague-is-a-robot/
[3] http://po.st/scms/OrMCe04Lcp0lOFmbYkK_tAjuwdaqX_LdJfbvfwgZcp0l/88EvZd
[2] https://www.cmswire.com/customer-experience/what-does-martechs-ecosystem-evolution-mean-for-marketers/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-190419&mkt_tok=eyJpIjoiWkdFeVlqVXlOamd5TTJaayIsInQiOiJkTzd3ZEpvZVFrVHd2RTBpY2J4YW05dEZVWWNWb1ZwWWV6Sld2QUJxNXRxMEtNZ0x2b29nZEhGT01BSUdNVmpaNTRJbjYxVW5sN2ZuRWlOYTI1NVMyamdrWUlpTHBpeTZ1YnI4MkF2eTNyRGh6SFdDbjk0MllvalB3ZEdra2laciJ9
[2] https://www.cmswire.com/digital-marketing/why-you-need-to-invest-in-your-marketers/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-190416&mkt_tok=eyJpIjoiWldaaE9XVmxZek0xT0dJMiIsInQiOiJsZDVFU3I2VWRCbzFwMlFuQ24ydE81U1Flb1pWTEx6RkxONkhtVUdIWjZvTHptRGw1YldKcitZWDNRNmVkU0VQVFhuRkJWTkxOWCtWZVROTzlha2JCMEl0Rnhrbm5cL2Z5NmFYXC9tdmxOaTRrNEpGXC9YaVczRVNKZEkyTkU5aUppTyJ9

Top URLs in Tweet in G9:
[6] https://www.cmswire.com/digital-marketing/the-goals-and-benefits-of-a-saas-marketing-strategy/
[3] http://dlvr.it/R2cfGV
[3] https://www.cmswire.com/content-marketing/what-marketers-need-to-know-about-twitch-marketing/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+What%2520Marketers%2520Need%2520to%2520Know%2520About%2520Twitch%2520Marketing#.XLmRBC69PRg.twitter
[2] http://dlvr.it/R2Sv73
[2] http://dlvr.it/R2cfCr
[2] http://dlvr.it/R2cfG6
[2] http://dlvr.it/R2jD7T
[2] http://dlvr.it/R30PC3
[2] http://dlvr.it/R30PKy
[2] http://dlvr.it/R30PLY

Top URLs in Tweet in G10:
[6] http://dlvr.it/R2zwZY
[4] https://www.cmswire.com/digital-marketing/7-tips-to-successfully-implement-a-cdp/
[3] https://www.cmswire.com/customer-experience/how-will-adobe-and-salesforce-cdp-announcements-impact-the-industry/
[3] http://dlvr.it/R2XB2c
[2] https://www.cmswire.com/customer-experience/dont-confuse-digital-transformation-with-customer-experience/
[2] https://www.cmswire.com/customer-experience/b2b-customer-experience-fundamentals-listening/
[2] https://www.cmswire.com/customer-experience/how-a-cdp-can-help-retailers-improve-customer-segmentation/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520a%2520CDP%2520Can%2520Help%2520Retailers%2520Improve%2520Customer%2520Segmentation#.XLfoTttYkgE.twitter
[2] https://www.cmswire.com/digital-marketing/7-tips-to-successfully-implement-a-cdp/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+7%2520Tips%2520to%2520Successfully%2520Implement%2520a%2520CDP#.XK9_1-uqtBA.twitter
[2] https://www.cmswire.com/customer-experience/how-dam-content-integration-is-critical-to-a-unified-customer-experience/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How%2520DAM%2520Content%2520Integration%2520Is%2520Critical%2520to%2520a%2520Unified%2520Customer%2520Experience#.XLYwLNdGFng.twitter
[2] https://www.cmswire.com/digital-experience/will-microsoft-acquire-adobe/

Top Domains
Top Domains in Tweet in Entire Graph:
[3126] cmswire.com
[400] twitter.com
[280] dlvr.it
[127] lnkd.in
[45] twi.li
[21] dy.si
[14] sprou.tt
[12] azurewebsites.net
[11] simplermedia.com
[10] coolestcloud.com

Top Domains in Tweet in G1:
[1188] cmswire.com
[118] twitter.com
[93] lnkd.in
[11] twi.li
[10] dailymarketinghub.com
[8] dy.si
[7] ifttt.com
[4] goo.gl
[4] vestorly.com
[3] tweetedtimes.com

Top Domains in Tweet in G2:
[535] cmswire.com
[79] dlvr.it
[65] twitter.com
[6] simplermedia.com
[4] bit.ly
[4] dy.si
[2] lnkd.in
[2] fiverr.com
[1] jobble.com
[1] pbynd.co

Top Domains in Tweet in G3:
[177] cmswire.com
[59] dlvr.it
[32] twitter.com
[7] twi.li
[4] lnkd.in
[4] dy.si
[1] bit.ly

Top Domains in Tweet in G4:
[239] cmswire.com
[35] dlvr.it
[28] twitter.com
[3] candicerodriguez.com
[2] okt.to
[1] cloudphysics.com
[1] simplermedia.com
[1] ow.ly

Top Domains in Tweet in G5:
[103] cmswire.com
[23] dlvr.it
[18] twitter.com
[1] lnkd.in

Top Domains in Tweet in G6:
[15] cmswire.com
[13] twitter.com
[13] sprou.tt
[5] lnkd.in
[1] dy.si
[1] paper.li
[1] fiverr.com

Top Domains in Tweet in G7:
[214] cmswire.com
[11] twitter.com
[10] coolestcloud.com
[3] lnkd.in
[3] mercer.com
[2] dlvr.it
[2] tweetedtimes.com
[1] dy.si
[1] gengo.ai

Top Domains in Tweet in G8:
[72] cmswire.com
[4] twitter.com
[3] po.st
[1] faveeo.com
[1] doingcxright.com

Top Domains in Tweet in G9:
[70] dlvr.it
[37] cmswire.com
[4] twitter.com
[2] okt.to
[2] bit.ly
[1] mirantis.com

Top Domains in Tweet in G10:
[30] cmswire.com
[18] twitter.com
[9] dlvr.it
[5] t.co
[1] treasuredata.com
[1] iperceptions.com
[1] herodigital.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[290] cx
[262] digitaltransformation
[204] marketing
[196] customerexperience
[191] digitalworkplace
[152] digitalmarketing
[95] digital
[85] ai
[67] technology
[65] digitalexperience



Top Hashtags in Tweet in G1:
[50] cx
[46] marketing
[45] digitaltransformation
[37] customerexperience
[29] digital
[27] digitalworkplace
[17] socialmedia
[17] digitalmarketing
[16] technology
[15] microsoft

Top Hashtags in Tweet in G2:
[75] digitalworkplace
[64] customerexperience
[64] cx
[55] digitalexperience
[40] digitalmarketing
[38] marketing
[31] dx
[30] informationmanagement
[20] infomgmt
[17] digitaltransformation

Top Hashtags in Tweet in G3:
[40] digitaltransformation
[36] cx
[17] digital
[15] customerexperience
[15] digitalworkplace
[10] strategy
[10] infogov
[7] martech
[7] ia
[5] marketing

Top Hashtags in Tweet in G4:
[61] cx
[22] customer
[21] analytics
[17] customerexperience
[16] digital
[16] iot
[15] machinelearning
[15] revenue
[14] journey
[14] personalization

Top Hashtags in Tweet in G5:
[46] digitalworkplace
[10] technology
[9] microservices
[9] digitaltransformation
[8] intranet
[7] personalization
[4] intranets
[4] microsoftteams
[3] remotework
[3] employeeexperience

Top Hashtags in Tweet in G6:
[17] digitaltransformation
[10] digitalworkplace
[8] data
[6] cio
[5] design
[5] digital
[4] cx
[4] futureofwork
[3] employeeexperience
[3] leadership

Top Hashtags in Tweet in G7:
[12] digitaltransformation
[10] customerexperience
[10] machinelearning
[9] analytics
[7] cx
[6] ai
[6] iot
[5] automate
[5] sales
[5] data

Top Hashtags in Tweet in G8:
[21] technology
[21] ar
[21] vr
[18] cx
[10] 5g
[10] gaming
[8] customerexperience
[6] marketing
[6] b2b
[6] cloudnative

Top Hashtags in Tweet in G9:
[77] marketing
[70] digitalmarketing
[68] digitaltransformation
[9] saas
[8] devops
[3] cloud
[3] wordpress
[3] ar
[3] iot
[2] cmo

Top Hashtags in Tweet in G10:
[18] cdp
[10] martech
[5] customerexperience
[4] digitaltransformation
[4] cx
[3] data
[3] dam
[3] tech
[3] marketers
[3] adobesummit

Top Words
Top Words in Tweet in Entire Graph:
[2053] Words in Sentiment List#1: Positive
[1116] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[57477] Non-categorized Words
[60646] Total Words
[1045] cmswire
[728] digital
[574] customer
[441] experience
[427] marketing

Top Words in Tweet in G1:
[231] digital
[178] customer
[173] marketing
[130] cmswire
[128] experience
[117] news
[99] more
[98] transformation
[91] microsoft
[76] workplace

Top Words in Tweet in G2:
[432] cmswire
[116] digital
[115] marketing
[93] microsoft
[89] customer
[75] #digitalworkplace
[68] experience
[64] impact
[64] #cx
[63] #customerexperience

Top Words in Tweet in G3:
[106] cmswire
[72] druadh20
[63] digital
[60] customer
[51] experience
[50] transformation
[40] #digitaltransformation
[36] #cx
[35] information
[30] workplace

Top Words in Tweet in G4:
[61] #cx
[54] cmswire
[51] domnicastro
[33] talk
[26] marketing
[25] marketers
[25] customer
[24] digital
[22] microsoft
[22] salesforce

Top Words in Tweet in G5:
[52] cmswire
[46] #digitalworkplace
[43] workplace
[41] digital
[32] search
[27] sammarshall
[24] good
[21] bring
[20] ungoti
[18] microservices

Top Words in Tweet in G6:
[29] cmswire
[23] guzmand
[17] #digitaltransformation
[17] design
[16] economy
[15] 3
[13] customer
[12] tdav
[12] gwesterman
[12] experience

Top Words in Tweet in G7:
[69] digital
[53] transformation
[30] cmswire
[28] customer
[26] marketing
[24] more
[23] experience
[18] management
[18] need
[17] organizational

Top Words in Tweet in G8:
[41] cmswire
[41] evankirstel
[30] customer
[30] experience
[21] #technology
[21] #ar
[21] #vr
[20] abrearton
[19] fundamentals
[18] #cx

Top Words in Tweet in G9:
[77] #marketing
[70] #digitalmarketing
[68] #digitaltransformation
[39] kayaismail
[22] marketing
[15] saas
[13] digital
[12] cmswire
[11] role
[11] strategy

Top Words in Tweet in G10:
[37] cmswire
[20] adobe
[20] customer
[20] cdp
[18] #cdp
[13] salesforce
[12] tips
[11] bcarlsondm
[10] #martech
[10] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[374] customer,experience
[290] digital,transformation
[205] digital,workplace
[139] open,source
[126] inbound,marketing
[126] marketing,fails
[115] confuse,digital
[114] transformation,customer
[105] acquire,adobe
[90] open,core

Top Word Pairs in Tweet in G1:
[111] customer,experience
[93] digital,transformation
[61] digital,workplace
[51] inbound,marketing
[50] marketing,fails
[42] open,source
[38] more,news
[36] acquire,adobe
[33] microsoft,acquire
[31] microsoft,teams

Top Word Pairs in Tweet in G2:
[66] customer,experience
[57] inbound,marketing
[57] marketing,fails
[44] acquire,adobe
[44] digital,transformation
[41] fails,cmswire
[34] neilpatel,inbound
[33] cmswire,microsoft
[31] digital,workplace
[30] microsoft,set

Top Word Pairs in Tweet in G3:
[48] customer,experience
[41] digital,transformation
[22] confuse,digital
[22] transformation,customer
[21] offense,defense
[20] druadh20,cmswire
[19] open,source
[19] playing,offense
[16] experience,janelle_estes
[16] defense,jmancini77

Top Word Pairs in Tweet in G4:
[16] latest,financial
[16] financial,institutions
[16] institutions,shift
[16] shift,product
[16] product,pushers
[16] pushers,relationship
[16] relationship,builders
[16] builders,#digital
[16] #digital,#cx
[15] customer,experience

Top Word Pairs in Tweet in G5:
[35] digital,workplace
[15] bring,digital
[13] microservices,bring
[10] workplace,sammarshall
[10] latest,cmswire
[10] getting,#digitalworkplace
[10] #digitalworkplace,personalization
[10] personalization,right
[10] right,good
[10] good,#technology

Top Word Pairs in Tweet in G6:
[12] tdav,gwesterman
[12] human,centered
[12] centered,design
[11] gwesterman,cmswire
[9] cmswire,cc
[9] navigate,#digitaltransformation
[9] #digitaltransformation,success
[9] success,overcoming
[9] overcoming,six
[9] six,obstacles

Top Word Pairs in Tweet in G7:
[46] digital,transformation
[22] customer,experience
[14] organizational,change
[14] change,management
[14] confuse,digital
[14] transformation,customer
[12] playing,offense
[12] offense,defense
[11] strong,organizational
[9] ai,success

Top Word Pairs in Tweet in G8:
[30] customer,experience
[21] #ar,#vr
[17] fundamentals,listening
[16] experience,fundamentals
[13] abrearton,cmswire
[13] b2b,customer
[12] confuse,digital
[12] digital,transformation
[12] transformation,customer
[11] evankirstel,confuse

Top Word Pairs in Tweet in G9:
[68] #marketing,#digitalmarketing
[67] #digitalmarketing,#digitaltransformation
[12] saas,marketing
[9] misunderstood,role
[9] goals,benefits
[9] benefits,saas
[9] marketing,strategy
[8] devops,engineer
[8] engineer,misunderstood
[7] cmswire,kayaismail

Top Word Pairs in Tweet in G10:
[11] adobe,salesforce
[8] 7,tips
[8] tips,successfully
[8] successfully,implement
[8] cdp,help
[8] help,retailers
[8] retailers,improve
[8] improve,customer
[8] customer,segmentation
[8] segmentation,treasuredata

Top Replied-To
Top Replied-To in Entire Graph:
@cmswire
@bullagonez
@ckrakken
@lisamloftis
@guzmand
@pubitng
@forrester
@intranetfocus
@neilpatel
@binarybasher

Top Replied-To in G2:
@bullagonez
@ckrakken
@cmswire
@lisamloftis
@neilpatel
@binarybasher
@lisa_hansensd
@blockmasonio
@kurtlohmann
@kernra

Top Replied-To in G3:
@cmswire
@tonybyrne
@clicketyquick
@druadh20
@lucasoft_co_uk
@jkevinparker
@vikverma8x8

Top Replied-To in G4:
@alicekeeler

Top Replied-To in G5:
@cmswire
@intranetfocus
@searchtools_avi
@christubb
@hw_enduser

Top Replied-To in G6:
@guzmand
@adlibsoftware

Top Replied-To in G10:
@adobe
@jon_ferrara
@deloittedigital

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@druadh20
@domnicastro
@evankirstel
@kayaismail
@neilpatel
@abrearton
@janelle_estes
@sammarshall
@actbrilliant

Top Mentioned in G1:
@findoutonline

Top Mentioned in G2:
@cmswire
@neilpatel
@blockmasonio
@domnicastro
@druadh20
@janlgordon
@abrearton
@joschloss
@genesys
@jarrodgingras

Top Mentioned in G3:
@cmswire
@druadh20
@jmancini77
@janelle_estes
@dshiao
@domnicastro
@kwestix
@iofficecorp
@johnzimmerer
@jkevinparker

Top Mentioned in G4:
@domnicastro
@cmswire
@vabdwivedi
@dell
@clicktale
@digtechlady
@druadh20
@jmmoran12
@martacyhan
@randy_wootton

Top Mentioned in G5:
@cmswire
@sammarshall
@ungoti
@dwexperience
@intranetfocus
@valleytechgirl
@jedpc
@follo
@clearbox
@druadh20

Top Mentioned in G6:
@cmswire
@guzmand
@tdav
@gwesterman
@kdalal
@alvinfoo
@westmonroe
@spirosmargaris
@sarbjeetjohal
@druadh20

Top Mentioned in G7:
@cmswire
@simonlporter
@janelle_estes
@maciejkranz
@3hti_
@_facesa
@contactpersona1
@swordmaven
@karen_ferris
@anikag347

Top Mentioned in G8:
@evankirstel
@cmswire
@abrearton
@druadh20
@tompetrocelli
@domnicastro
@valleytechgirl
@vonage
@carterhostelley
@cloudfoundry

Top Mentioned in G9:
@kayaismail
@cmswire
@marketingrdv
@evankirstel
@seismicsoftware
@druadh20
@alis_expertise
@outlandishjosh
@azuredevops
@janelle_estes

Top Mentioned in G10:
@cmswire
@adobe
@bcarlsondm
@treasuredata
@salesforce
@microsoft
@draab
@abrearton
@domnicastro
@erikarcher

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@lopezgovlaw
@evankirstel
@aldoceccarelli
@onahunttoday
@ottlegalrebels
@schestowitz
@thecloudnetwork
@chidambara09

Top Tweeters in G1:
@aldoceccarelli
@thecloudnetwork
@villamizaritpro
@jasonhouckmedia
@infopronetwork
@nealschaffer
@disabledsenior
@opineit
@logz05
@projectanalysis

Top Tweeters in G2:
@arkangelscrap
@gedespi
@lelkan
@releaseteam
@barretttechnet
@hitoshikokumai
@victor_ruiz
@dannahentze
@janlgordon
@jeffsheehan

Top Tweeters in G3:
@nosqldigest
@labeecee15
@timothy_hughes
@andrewmorrisuk
@stfuimtweetn0_o
@lucasoft_co_uk
@avg
@marketingeyeaus
@dshiao
@sferika

Top Tweeters in G4:
@alicekeeler
@andreearchbold
@juliebhunt
@jpfrioul
@robinheed
@digitalnative
@dicerod
@dell
@kgloveslinux
@ekolsky

Top Tweeters in G5:
@akwyz
@paula_piccard
@magneticovital
@dhinchcliffe
@wedge
@jakedimare
@energiavitalmax
@voces25
@smarshall2002
@kkgump

Top Tweeters in G6:
@gvalan
@yvesmulkers
@ssxman2
@spirosmargaris
@jblefevre60
@topcybernews
@billmew
@clagett
@imoyse
@pdrini_guardian

Top Tweeters in G7:
@ottlegalrebels
@simonlporter
@machinelearn_d
@santchiweb
@bsuhic
@pardoe_ai
@sleimanskaf
@nikkbishopsmit
@gagnelegal
@chucksedwin1

Top Tweeters in G8:
@evankirstel
@richsimmondsza
@nancyrubin
@padididit
@thehipposhoe
@enriquen
@billquiseng
@jessesprawl
@westernau_au101
@hyounpark

Top Tweeters in G9:
@aaroncuddeback
@trippbraden
@italiastartup_
@vitoshamedia
@marketingrdv
@data4all
@cleardiff
@devopsblogs
@iottogether
@irmaraste

Top Tweeters in G10:
@pokergenex
@jesus_hoyos
@jon_ferrara
@salesforce
@kapost
@adobe
@socialmmmdiva
@opentext
@newscred
@cmo_com