cmswire, Twitter, 5/26/2020 5:48:33 PM, 228316


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cmswire_2020-05-25_12-19-49.xlsx
cmswire_2020-05-25_12-19-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2020
Short Description:
cmswire via NodeXL https://bit.ly/2LZCdyz
@cmswire
@mylessuer
@domnicastro
@phil_britt
@globallogic
@debsg360
@softclouds
@btoesinsights
@jchengery
@keesmanmatthijs

Top hashtags:
#cx
#marketing
#customerexperience
#digitalmarketing
#digital
#digitaltransformation

Description:
Description
The graph represents a network of 1,586 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, 25 May 2020 at 19:20 UTC.

The requested start date was Monday, 25 May 2020 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, 23-hour, 38-minute period from Monday, 11 May 2020 at 00:10 UTC to Sunday, 24 May 2020 at 23:48 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 : 1586
Unique Edges : 1532
Edges With Duplicates : 2848
Total Edges : 4380
Number of Edge Types : 5
Mentions : 1099
MentionsInRetweet : 1082
Retweet : 736
Replies to : 61
Tweet : 1402
Self-Loops : 1430
Reciprocated Vertex Pair Ratio : 0.0659211300765156
Reciprocated Edge Ratio : 0.123688569850911
Connected Components : 489
Single-Vertex Connected Components : 409
Maximum Vertices in a Connected Component : 963
Maximum Edges in a Connected Component : 3335
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.257493
Graph Density : 0.000720420397722978
Modularity : 0.366905
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 1,586 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, 25 May 2020 at 19:20 UTC.

The requested start date was Monday, 25 May 2020 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, 23-hour, 38-minute period from Monday, 11 May 2020 at 00:10 UTC to Sunday, 24 May 2020 at 23:48 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:
[98] https://twinybots.ch/
[31] https://www.cmswire.com/digital-marketing/you-can-reduce-marketing-expenses-while-improving-business-performance-no-really/
[28] https://www.cmswire.com/digital-marketing/why-are-marketing-email-open-rates-increasing/
[27] https://www.cmswire.com/digital-marketing/sidestep-common-cdp-traps-with-the-right-focus-and-priorities/
[26] https://www.cmswire.com/customer-experience/future-proof-your-customer-experience-strategy-for-the-new-normal/
[26] https://www.cmswire.com/customer-experience/7-ways-to-use-chatbots-effectively-in-your-customer-experience/?utm_content=129451509&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[23] https://www.cmswire.com/knowledge-findability/knowledge-management-remains-a-great-challenge-for-many-organizations/
[21] https://www.cmswire.com/digital-marketing/10-trends-that-shaped-digital-marketing-in-the-2010s/
[20] https://www.cmswire.com/leadership/digital-transformation-a-solution-for-enterprises-facing-the-covid-19-downturn/
[20] https://www.cmswire.com/information-management/the-digital-transformation-time-line-just-sped-up-now-what/amp/?__twitter_impression=true

Top URLs in Tweet in G1:
[15] https://www.cmswire.com/customer-experience/how-brands-can-repair-a-battered-online-reputation/
[13] https://twinybots.ch/
[9] https://bitly.com/
[8] https://www.cmswire.com/digital-marketing/why-are-marketing-email-open-rates-increasing/
[7] https://www.cmswire.com/information-management/ibm-embarks-on-a-new-era-at-think-2020/
[7] https://www.cmswire.com/digital-marketing/shifting-to-a-virtual-events-strategy/
[6] https://www.cmswire.com/digital-experience/why-enterprise-saas-companies-are-investing-in-post-sales-customer-experience/
[6] https://www.cmswire.com/customer-experience/future-proof-your-customer-experience-strategy-for-the-new-normal/
[5] https://www.cmswire.com/customer-experience/7-ways-to-use-chatbots-effectively-in-your-customer-experience/
[5] http://www.cmswire.com/

Top URLs in Tweet in G2:
[13] https://www.cmswire.com/digital-marketing/why-are-marketing-email-open-rates-increasing/
[13] https://www.cmswire.com/information-management/the-digital-transformation-time-line-just-sped-up-now-what/amp/?__twitter_impression=true
[11] https://www.cmswire.com/leadership/digital-transformation-a-solution-for-enterprises-facing-the-covid-19-downturn/
[10] https://twinybots.ch/
[9] https://www.cmswire.com/digital-marketing/how-to-increase-audience-engagement-in-your-webinars/
[9] https://www.cmswire.com/digital-marketing/what-marketers-should-do-now-instead-of-sending-coronavirus-related-emails/
[8] https://www.cmswire.com/customer-experience/future-proof-your-customer-experience-strategy-for-the-new-normal/
[8] https://www.cmswire.com/knowledge-findability/knowledge-management-remains-a-great-challenge-for-many-organizations/
[8] https://www.cmswire.com/leadership/8-ways-remote-and-traditional-management-meet-in-todays-workplace/
[8] https://www.cmswire.com/digital-marketing/you-can-reduce-marketing-expenses-while-improving-business-performance-no-really/

Top URLs in Tweet in G3:
[5] http://r.socialstudio.radian6.com/2e54e710-81c9-44c3-85f2-fb6b6880503b
[5] https://www.cmswire.com/customer-experience/scale-automation-and-personalization-the-balancing-act-for-todays-brands/
[4] https://www.cmswire.com/customer-experience/how-to-engage-customers-in-times-of-uncertainty/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy
[3] https://twitter.com/cmswire/status/1260908856235814912
[3] https://twitter.com/cmswire/status/1261283452999004160
[3] https://www.cmswire.com/collaboration-productivity/a-prescription-for-productivity-during-challenging-times/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy
[2] https://twitter.com/cmswire/status/1260557183474786304
[2] https://www.cmswire.com/digital-workplace/7-ways-artificial-intelligence-is-reinventing-human-resources/
[2] https://www.cmswire.com/digital-workplace/7-ways-artificial-intelligence-is-reinventing-human-resources/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share%3A+7%2520Ways%2520Artificial%2520Intelligence%2520Is%2520Reinventing%2520Human%2520Resources#.XsLFZRIrGPo.twitter
[2] https://www.cmswire.com/customer-experience/want-to-differentiate-your-customer-experience-create-value-for-all-stakeholders/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy

Top URLs in Tweet in G4:
[8] https://www.cmswire.com/leadership/how-higher-ed-and-all-of-us-need-to-build-more-resilient-organizations/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[8] https://www.cmswire.com/information-management/why-cios-need-to-be-data-champions/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[5] https://www.cmswire.com/digital-workplace/lifelong-learning-is-key-to-continued-business-success/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Lifelong%2520Learning%2520Is%2520Key%2520to%2520Continued%2520Business%2520Success#.Xlltc25Vngw.twitter
[4] https://www.cmswire.com/digital-workplace/start-your-digital-workplace-journey-with-small-steps/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Start%2520Your%2520Digital%2520Workplace%2520Journey%2520With%2520Small%2520Steps#.XkHC8tumHws.twitter
[4] https://www.linkedin.com/slink?code=ddgCzfY
[2] https://www.cmswire.com/digital-workplace/getting-the-c-suite-on-board-with-employee-experience-efforts/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Getting%2520the%2520C-Suite%2520on%2520Board%2520With%2520Employee%2520Experience%2520Efforts#.Xn5ZjBtdLdk.twitter
[2] https://www.cmswire.com/leadership/how-higher-ed-and-all-of-us-need-to-build-more-resilient-organizations/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+How
[1] https://www.cmswire.com/author/dom-nicastro/
[1] https://www.cmswire.com/employee-experience/can-tech-alone-help-boost-employee-engagement/#DigitalTransformation
[1] https://www.cmswire.com/digital-experience/beyond-cdp-or-bust-the-looming-cdp-reality/?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=cm&utm_content=all-articles-rss

Top URLs in Tweet in G5:
[37] https://twinybots.ch/
[17] https://www.cmswire.com/customer-experience/7-ways-to-use-chatbots-effectively-in-your-customer-experience/?utm_content=129451509&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[15] https://www.cmswire.com/customer-experience/3-customer-experience-strategies-to-win-over-consumers-today-and-tomorrow/?utm_sq=g6nwuhzy3l&utm_source=Twitter&utm_medium=social&utm_campaign=Secureship&utm_content=CustomerExperience
[11] https://www.cmswire.com/knowledge-findability/knowledge-management-remains-a-great-challenge-for-many-organizations/
[9] https://www.cmswire.com/customer-experience/why-digital-confidence-starts-within/
[8] https://www.cmswire.com/employee-experience/can-tech-alone-help-boost-employee-engagement/
[7] https://www.cmswire.com/customer-experience/future-proof-your-customer-experience-strategy-for-the-new-normal/
[4] https://www.cmswire.com/customer-experience/7-ways-to-use-chatbots-effectively-in-your-customer-experience/
[4] https://www.cmswire.com/customer-experience/what-customers-expect-of-your-brand-promise/
[3] https://www.cmswire.com/knowledge-findability/the-state-of-knowledge-management-in-2020/

Top URLs in Tweet in G6:
[8] https://www.cmswire.com/digital-marketing/you-can-reduce-marketing-expenses-while-improving-business-performance-no-really/
[4] https://www.cmswire.com/digital-marketing/how-to-increase-audience-engagement-in-your-webinars/
[3] https://www.cmswire.com/digital-marketing/shifting-to-a-virtual-events-strategy/
[2] https://twitter.com/cmswire/status/1260283892625530881
[2] https://www.cmswire.com/digital-marketing/marketing-in-a-time-of-crisis/
[2] https://www.cmswire.com/digital-experience/beyond-cdp-or-bust-the-looming-cdp-reality/
[2] http://dlvr.it/RX1NMF
[2] https://www.cmswire.com/leadership/digital-transformation-a-solution-for-enterprises-facing-the-covid-19-downturn/
[2] https://twitter.com/cmswire/status/1263250673912643587
[1] https://www.cmswire.com/digital-experience/why-enterprise-saas-companies-are-investing-in-post-sales-customer-experience/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-cdp-200519&mkt_tok=eyJpIjoiWmpFNE5HVTJNRFpsTnpKaCIsInQiOiJ4NDErSzdXTzh6TnBCSTdQdWg1TVd3Wndoa0N5Nlc5K0hOZ3JtRmVzT3lLOSt3Z0Vwd0NqcXdSRkZIek9CaXVTQXBlcGxQSU1iMWJZdkl1V25yM3JqVHJCQUVBekdUSktaUHpWZ3Q2dDBiSkpZc2ZCbURnMEM0T2x4TXBGM1JSbiJ9

Top URLs in Tweet in G7:
[15] https://www.cmswire.com/digital-marketing/sidestep-common-cdp-traps-with-the-right-focus-and-priorities/
[8] https://www.cmswire.com/digital-marketing/10-trends-that-shaped-digital-marketing-in-the-2010s/
[6] https://twinybots.ch/
[5] https://www.cmswire.com/digital-marketing/you-can-reduce-marketing-expenses-while-improving-business-performance-no-really/
[4] https://www.cmswire.com/leadership/digital-transformation-a-solution-for-enterprises-facing-the-covid-19-downturn/
[4] http://dlvr.it/RX568b
[4] https://www.cmswire.com/digital-workplace/dealing-with-the-soft-challenges-of-remote-work/
[4] https://www.cmswire.com/digital-workplace/9-employee-engagement-survey-questions-to-ask/
[3] https://www.cmswire.com/digital-marketing/6-tools-to-help-marketing-teams-work-from-home/
[3] https://www.cmswire.com/digital-marketing/what-separates-intent-data-success-from-underwhelming-results-actionability/

Top URLs in Tweet in G8:
[4] https://www.cmswire.com/information-management/the-who-why-and-whats-in-it-for-them-of-successful-data-privacy-programs/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[3] https://www.cmswire.com/information-management/distributed-information-management-the-oxygen-of-your-organization/
[3] https://www.cmswire.com/collaboration-productivity/why-are-we-still-emailing-if-were-using-microsoft-teams/
[3] https://www.cmswire.com/information-management/the-secret-sauce-behind-project-cortex-good-metadata/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share%3A+The%2520Secret%2520Sauce%2520Behind%2520Project%2520Cortex%253A%2520Good%2520Metadata#.XrvvE79lVHI.twitter
[3] http://dlvr.it/RWxz39
[3] http://dlvr.it/RWfNW5
[3] https://www.cmswire.com/digital-workplace/going-digital-doesnt-mean-you-have-a-digital-workplace/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share%3A%20Going%2520Digital%2520Doesn%25E2%2580%2599t%2520Mean%2520You%2520Have%2520a%2520Digital%2520Workplace#.XrKBD-e4RW4.twitter
[2] http://dlvr.it/RWk7yG
[2] http://dlvr.it/RWxz1t
[2] https://www.cmswire.com/digital-experience/what-will-privacy-look-like-in-a-post-covid-19-world/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share%3A%20What%2520Will%2520Privacy%2520Look%2520Like%2520in%2520a%2520Post-COVID-19%2520World%253F#.XsPYfYDhFKI.twitter

Top URLs in Tweet in G9:
[25] https://twinybots.ch/
[5] https://www.cmswire.com/digital-marketing/10-trends-that-shaped-digital-marketing-in-the-2010s/
[2] https://www.cmswire.com/digital-marketing/you-can-reduce-marketing-expenses-while-improving-business-performance-no-really/
[2] https://www.cmswire.com/digital-workplace/9-employee-engagement-survey-questions-to-ask/
[2] https://www.cmswire.com/digital-marketing/what-separates-intent-data-success-from-underwhelming-results-actionability/
[2] https://dy.si/1FAHV
[2] http://dlvr.it/RXGhjh
[2] https://www.cmswire.com/information-management/the-digital-transformation-time-line-just-sped-up-now-what/amp/?__twitter_impression=true
[2] https://www.cmswire.com/digital-workplace/why-culture-change-is-essential-for-digital-transformation/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-200221&mkt_tok=eyJpIjoiWVRsa1pUWXpNR1ZsTkdRNSIsInQiOiJKRklCcGxHTWQ5UEJPaXZCSDVpcjBRd20zaithN2pncmZNazJ5VW9mclBtRE95ZTFyblFTS3U2cktsR1BwY1kyU2t1SUE2OWRRbGdvVW5iUDZBdUI5MDExdXYwVEszaExNazVjWm5RaTJYMEZnSUlBRzh4Y3EwXC9zRm45RTdxSVYifQ%3D%3D
[2] https://www.cmswire.com/information-management/how-cios-can-manage-digital-transformation/?utm_content=128176121&utm_medium=social&utm_source=twitter&hss_channel=tw-898562908036124672

Top URLs in Tweet in G10:
[20] 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/3-areas-where-iot-will-improve-the-customer-journey/
[16] https://www.cmswire.com/digital-marketing/marketers-escape-the-vicious-cycle-of-poor-consumer-data-practices/
[15] https://www.cmswire.com/customer-experience/how-machine-learning-improves-customer-experience-and-increases-revenue/
[13] https://www.cmswire.com/digital-experience/3-ways-ai-and-automation-aid-personalization/
[13] https://www.cmswire.com/customer-experience/focus-on-customer-experience-first-and-the-metrics-will-follow/
[12] https://www.cmswire.com/customer-experience/the-continued-evolution-of-the-customer-experience-stack/
[12] https://www.cmswire.com/customer-experience/dont-fumble-your-customers-moments-of-truth/
[11] https://www.cmswire.com/digital-marketing/step-up-your-agile-marketing-game/
[11] https://www.cmswire.com/digital-experience/customer-data-platforms-bring-omnichannel-choreography-within-reach/

Top Domains
Top Domains in Tweet in Entire Graph:
[1849] cmswire.com
[243] dlvr.it
[106] linkedin.com
[98] twinybots.ch
[70] twitter.com
[40] reworked.co
[28] dy.si
[20] simplermedia.com
[12] snip.ly
[10] bitly.com

Top Domains in Tweet in G1:
[490] cmswire.com
[80] linkedin.com
[55] dlvr.it
[16] dy.si
[13] twinybots.ch
[9] bitly.com
[8] twitter.com
[5] okt.to
[5] snip.ly
[4] candicerodriguez.com

Top Domains in Tweet in G2:
[440] cmswire.com
[72] dlvr.it
[32] reworked.co
[16] twitter.com
[10] twinybots.ch
[7] simplermedia.com
[2] spinsucks.com
[2] it.ly
[2] bit.ly
[1] linkedin.com

Top Domains in Tweet in G3:
[37] cmswire.com
[14] twitter.com
[5] radian6.com
[2] dlvr.it
[1] mailchi.mp
[1] hubspot.com

Top Domains in Tweet in G4:
[40] cmswire.com
[4] linkedin.com
[1] dlvr.it
[1] twitter.com

Top Domains in Tweet in G5:
[110] cmswire.com
[37] twinybots.ch
[1] linkedin.com

Top Domains in Tweet in G6:
[49] cmswire.com
[46] dlvr.it
[7] twitter.com
[4] dy.si

Top Domains in Tweet in G7:
[68] cmswire.com
[6] dlvr.it
[6] twinybots.ch
[2] twitter.com
[2] reworked.co
[1] disq.us

Top Domains in Tweet in G8:
[49] cmswire.com
[15] dlvr.it
[10] twitter.com
[2] reworked.co
[1] linkedin.com

Top Domains in Tweet in G9:
[43] cmswire.com
[37] dlvr.it
[25] twinybots.ch
[4] linkedin.com
[2] dy.si
[2] ow.ly
[2] customerservicedaily.com
[1] walkersands.com
[1] marketo.com

Top Domains in Tweet in G10:
[175] cmswire.com
[5] twitter.com
[4] dlvr.it
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[205] cx
[198] marketing
[163] customerexperience
[129] digitalmarketing
[127] digital
[119] digitaltransformation
[107] analytics
[101] ai
[91] digitalworkplace
[74] leadership



Top Hashtags in Tweet in G1:
[28] customerexperience
[21] digital
[19] dxm
[19] digitaltransformation
[18] marketing
[18] digitalmarketing
[15] ai
[14] cx
[12] contentmarketing
[12] digitalexperience

Top Hashtags in Tweet in G2:
[54] digitalmarketing
[46] digitalexperience
[46] digitalworkplace
[45] marketing
[43] leadership
[30] digitaltransformation
[27] customerexperience
[24] cx
[20] collaboration
[19] ai

Top Hashtags in Tweet in G3:
[12] covid19
[9] ai
[8] hr
[6] cx
[5] brands
[5] customer
[5] marketing
[3] webinars
[2] artificialintelligence
[2] humanresources

Top Hashtags in Tweet in G4:
[12] cios
[9] data
[8] futurist
[7] employeeexperience
[7] digitalworkplace
[5] learning
[3] cio
[3] csuite
[3] leadership
[3] ciochat

Top Hashtags in Tweet in G5:
[62] customerexperience
[31] cx
[21] chatbots
[19] digital
[18] knowledgemanagement
[15] automation
[8] employeeexperience
[6] digitalmarketing
[6] transformation
[4] marketing

Top Hashtags in Tweet in G6:
[10] cx
[8] covid19
[6] cdp
[6] customerexperience
[6] digitaltransformation
[5] marketing
[4] businessleaders
[3] webinars
[3] dxs20
[3] leadership

Top Hashtags in Tweet in G7:
[25] digitalmarketing
[17] business
[16] remotework
[12] digitaltransformation
[11] digital
[10] marketing
[9] digitalworkplace
[8] socialmedia
[6] covid_19
[6] remoteworking

Top Hashtags in Tweet in G8:
[8] collaboration
[8] digitalworkplace
[6] productivity
[6] privacy
[6] gdpr
[5] dataprivacy
[4] microsoftteams
[4] chatbots
[4] cx
[3] leadership

Top Hashtags in Tweet in G9:
[32] digital
[25] marketing
[14] digitaltransformation
[13] digitalmarketing
[8] transformation
[6] bigdata
[6] socialmedia
[4] customerexperience
[4] contentmarketing
[3] cx

Top Hashtags in Tweet in G10:
[102] analytics
[97] cx
[54] marketing
[29] data
[28] machinelearning
[28] customer
[23] personalization
[17] iot
[17] journey
[15] customerexperience

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[79] customer
[74] more
[59] digital
[59] marketing
[52] experience
[46] data
[45] ways
[43] remote
[43] business
[41] bad

Top Words in Tweet in G2:
[339] cmswire
[65] customer
[63] digital
[62] more
[62] marketing
[54] #digitalmarketing
[50] 19
[47] time
[46] workplace
[46] remote

Top Words in Tweet in G3:
[32] cmswire
[32] domnicastro
[13] email
[13] marketing
[12] #covid19
[11] during
[11] ways
[9] jondick
[9] more
[9] reinventing

Top Words in Tweet in G4:
[22] mylessuer
[16] need
[13] business
[12] #cios
[10] dhinchcliffe
[10] insights
[10] amywebb
[9] cmswire
[9] more
[9] forward

Top Words in Tweet in G5:
[62] #customerexperience
[35] experience
[34] customer
[31] #cx
[27] ways
[26] use
[25] effectively
[22] phil_britt
[21] #chatbots
[19] #digital

Top Words in Tweet in G6:
[35] cmswire
[20] customer
[16] cdp
[16] growth
[15] experience
[15] strategy
[14] business
[14] marketing
[13] dshiao
[12] companies

Top Words in Tweet in G7:
[57] cmswire
[29] ungoti
[25] #digitalmarketing
[23] home
[22] working
[22] marketing
[20] different
[20] cultures
[20] pekkawalkama
[18] adapting

Top Words in Tweet in G8:
[28] cmswire
[18] digital
[12] workplace
[11] more
[9] work
[8] #collaboration
[8] time
[8] #digitalworkplace
[8] successful
[8] jedpc

Top Words in Tweet in G9:
[32] #digital
[28] marketing
[25] #marketing
[20] digital
[14] #digitaltransformation
[13] #digitalmarketing
[12] customer
[10] transformation
[10] cmswire
[8] more

Top Words in Tweet in G10:
[102] #analytics
[97] #cx
[61] customer
[54] #marketing
[52] here's
[48] improve
[34] marketing
[31] cmswire
[29] machine
[29] learning

Top Word Pairs
Top Word Pairs in Tweet in G2:
[40] covid,19
[35] customer,experience
[18] digital,transformation
[17] time,line
[17] line,sped
[15] cmswire,#marketing
[15] many,organizations
[15] open,rates
[15] working,home
[15] work,home

Top Word Pairs in Tweet in G3:
[44] email,marketing
[30] jondick,kippbodnar
[27] kippbodnar,hubspot
[23] hubspot,cbeasleyb
[23] cbeasleyb,walkersands
[22] walkersands,discuss
[18] discuss,email
[17] marketing,during
[15] during,#covid19
[15] #covid19,surprising

Top Word Pairs in Tweet in G4:
[7] insights,#futurist
[6] #futurist,amywebb
[6] amywebb,road
[6] road,forward
[6] #cios,need
[6] need,#data
[6] #data,champions
[6] mylessuer,#cios
[6] more,resilient
[6] #employeeexperience,efforts

Top Word Pairs in Tweet in G5:
[8] customer,experience
[8] ways,use
[8] #customerexperience,#cx
[8] knowledge,management
[8] use,#chatbots
[8] #chatbots,effectively
[8] effectively,#customerexperience
[8] management,remains
[7] remains,great
[6] great,challenge

Top Word Pairs in Tweet in G6:
[34] customer,experience
[26] companies,investing
[18] investing,sales
[17] shifting,virtual
[17] virtual,events
[17] sales,customer
[17] experience,jakkigeiger
[16] enterprise,saas
[16] saas,companies
[16] cabinetm,ceo

Top Word Pairs in Tweet in G7:
[14] working,home
[9] different,cultures
[8] cultures,adapting
[8] adapting,working
[8] sidestep,common
[7] common,cdp
[7] cdp,traps
[7] traps,right
[7] right,focus
[7] focus,priorities

Top Word Pairs in Tweet in G8:
[20] customer,experience
[18] digital,workplace
[18] employee,data
[16] core,successful
[15] covid,19
[15] going,digital
[15] successful,#dataprivacy
[15] #dataprivacy,programs
[15] programs,gt
[15] gt,gt

Top Word Pairs in Tweet in G9:
[5] #digital,#marketing
[5] #digitalmarketing,#digital
[4] digital,transformation
[4] time,line
[4] line,sped
[4] reduce,marketing
[4] marketing,expenses
[4] expenses,improving
[4] improving,business
[4] business,performance

Top Word Pairs in Tweet in G10:
[17] machine,learning
[10] #cx,#analytics
[10] bringing,machine
[6] learning,marketing
[6] marketing,improve
[6] improve,business
[6] business,results
[6] results,here's
[6] here's,#marketing
[6] areas,#iot

Top Replied-To
Top Replied-To in Entire Graph:
@cmswire
@jeffsheehan
@gartner
@forrester
@petermackness
@saint1mil
@jedpc
@helpsquadusa
@carterhostelley
@thinkers360

Top Replied-To in G2:
@cmswire
@jeffsheehan
@petermackness
@gartner
@forrester
@pekkawalkama
@marketinprotege
@miltonsuccess
@fdiazperez
@heerentanna

Top Replied-To in G3:
@danielburstein
@goose4739
@dshiao
@helpsquadusa

Top Replied-To in G4:
@gallup

Top Replied-To in G6:
@carterhostelley
@helpsquadusa
@viewn

Top Replied-To in G7:
@cmswire

Top Replied-To in G8:
@saint1mil
@jedpc
@jcclicks
@cmswire

Top Replied-To in G10:
@googleanalytics

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@globallogic
@domnicastro
@druadh20
@ungoti
@phil_britt
@mylessuer
@zimanaanalytics
@debsg360
@kayaismail

Top Mentioned in G1:
@kahootz
@ajbcsurveys
@semanticsgrp
@fusion_pros

Top Mentioned in G2:
@cmswire
@fabriziobustama
@adobe
@chriscrandell
@domnicastro
@druadh20
@jeffsheehan
@annettefranz
@kayaismail
@treasuredata

Top Mentioned in G3:
@domnicastro
@cmswire
@jondick
@hubspot
@cbeasleyb
@kippbodnar
@walkersands
@jaysonsaba
@kronosinc
@kdalal

Top Mentioned in G4:
@mylessuer
@dhinchcliffe
@amywebb
@cmswire
@topicm
@vmwcioexchange
@chief_ventures
@joannmoretti
@sl_woerner

Top Mentioned in G5:
@phil_britt
@softclouds
@jol
@cmswire
@secureship
@getreworked
@ronald_vanloon
@eniquelara
@ungoti
@mikequindazzi

Top Mentioned in G6:
@cmswire
@dshiao
@lisamloftis
@domnicastro
@druadh20
@jakkigeiger
@abrearton
@tiwari_piya
@zimanaanalytics
@dahliaelgazzar

Top Mentioned in G7:
@cmswire
@ungoti
@pekkawalkama
@druadh20
@valointranet
@bjklock
@_boblittle
@jahangeerdm
@mpmorris36
@davidslocum

Top Mentioned in G8:
@cmswire
@dwexperience
@tomorrowspope
@jedpc
@domnicastro
@visioncritical
@thecontentpool
@forrester
@intranetfocus
@clearbox

Top Mentioned in G9:
@cmswire
@sandeepbangia
@thereviewer_vip
@jorgecunha
@brankoboro
@bdunwood
@activelyseeking
@jhorodyski
@hyken
@lucian2drei

Top Mentioned in G10:
@jmmoran12
@cmswire
@zimanaanalytics
@o3world
@spotify
@rstudio
@googleanalytics
@dd_bun_
@dd_wen_
@william70516979

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@cybersec_feeds
@mcdonalds
@primal_digest
@kcs39194
@calcaware
@juandoming
@nmugai
@jeffbullas

Top Tweeters in G1:
@rpstranslations
@nadeemansary
@suriyasubraman
@disabledsenior
@azn_cybersleuth
@amritchhetrib
@michaelvonirvin
@marketingrdv
@_botiiq
@cmsnice_com

Top Tweeters in G2:
@cybersec_feeds
@gezgintrk
@websecurityit
@natlawreview
@enrirosasdiaz
@jamesvgingerich
@airhasiescardo
@maperez324
@jblefevre60
@i4yjaja

Top Tweeters in G3:
@calcaware
@trippbraden
@ronchatterjee7
@manifattura40
@inthehighest1
@hubspot
@industryai
@lauravem
@observe5000
@amazon

Top Tweeters in G4:
@valaafshar
@releaseteam
@rwang0
@charlesarthur
@adamsconsulting
@isocialfanz
@digitaltrends
@bmkatz
@benedictevans
@ahighervision

Top Tweeters in G5:
@nicochan33
@debraruh
@michelledh
@yuliyainopinapr
@domingonarvaez1
@vizworld
@ronald_vanloon
@jobinindia
@dimitrihommel
@chboursin

Top Tweeters in G6:
@billquiseng
@dshiao
@tompick
@kdhungerford
@sassoftware
@juliaangelenpr
@richbohn
@pantelischio
@steveolenski
@cwoodheadhunter

Top Tweeters in G7:
@evankirstel
@jahangeerdm
@mvollmer1
@melissablive
@quasagroup
@projectlearn_io
@davemichels
@ilceruttino
@voces25
@wipro

Top Tweeters in G8:
@justbementalist
@gdprai
@userexperienceu
@bonario_debmart
@visioncritical
@christ
@jessewilkins
@chiefmartec
@forrester
@dwg

Top Tweeters in G9:
@chidambara09
@prosper_kenn
@robinheed
@hyken
@digitaltransf11
@hellobsquared
@arjenvanberkum
@colinshaw_cx
@ronimmink
@marketo

Top Tweeters in G10:
@thecuriousluke
@rstatstweet
@fullnam35087976
@greentechdon
@hjalmarcito
@zimanaanalytics
@khattiy74899201
@drahmadbazzi
@wiomax_va
@dd_wen_