cmswire, Twitter, 12/18/2019 12:51:30 AM, 219025


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cmswire_2019-12-16_21-45-13.xlsx
cmswire_2019-12-16_21-45-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 18, 2019
Short Description:
cmswire via NodeXL http://bit.ly/38Qi0pl
@cmswire
@kayaismail
@softclouds
@balaji_sandiego
@druadh20
@domnicastro
@digitaltransf11
@iantruscott
@moz
@andrewmorrisuk

Top hashtags:
#cx
#customerexperience
#digitaltransformation
#ai
#analytics
#rpa
#marketing

Description:
Description
The graph represents a network of 2,065 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, 17 December 2019 at 05:45 UTC.

The requested start date was Monday, 16 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, 29-minute period from Monday, 02 December 2019 at 01:02 UTC to Monday, 16 December 2019 at 00:31 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 : 2065
Unique Edges : 2610
Edges With Duplicates : 1938
Total Edges : 4548
Number of Edge Types : 3
Tweet : 1818
Mentions : 2662
Replies to : 68
Self-Loops : 1818
Reciprocated Vertex Pair Ratio : 0.0456412596987677
Reciprocated Edge Ratio : 0.0872981230903536
Connected Components : 610
Single-Vertex Connected Components : 527
Maximum Vertices in a Connected Component : 1319
Maximum Edges in a Connected Component : 3241
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.357341
Graph Density : 0.000537520881431012
Modularity : 0.451218
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 2,065 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, 17 December 2019 at 05:45 UTC.

The requested start date was Monday, 16 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, 29-minute period from Monday, 02 December 2019 at 01:02 UTC to Monday, 16 December 2019 at 00:31 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:
[148] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[84] https://twinybots.ch/
[60] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[44] https://www.cmswire.com/digital-marketing/how-google-bert-will-impact-seo-and-marketing/
[44] https://www.cmswire.com/information-management/how-us-organizations-are-responding-to-gdpr-and-the-need-for-data-privacy/
[43] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/
[38] https://www.cmswire.com/digital-workplace/how-enterprise-adoption-of-artificial-intelligence-must-shift-in-2020/
[35] https://www.cmswire.com/digital-workplace/the-elephant-in-the-digital-transformation-room-the-long-tail-of-legacy-tech/
[30] https://www.cmswire.com/digital-workplace/how-augmented-reality-will-enhance-workplace-collaboration/
[28] https://www.cmswire.com/digital-experience/the-top-10-ecommerce-trends-for-2020/

Top URLs in Tweet in G1:
[30] https://twinybots.ch/
[27] https://www.cmswire.com/digital-marketing/how-google-bert-will-impact-seo-and-marketing/
[20] https://www.cmswire.com/digital-workplace/how-enterprise-adoption-of-artificial-intelligence-must-shift-in-2020/
[17] https://bitly.com/
[16] https://www.cmswire.com/digital-workplace/how-augmented-reality-will-enhance-workplace-collaboration/
[15] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[15] https://www.cmswire.com/digital-experience/the-top-10-ecommerce-trends-for-2020/
[13] https://www.cmswire.com/customer-experience/how-brands-can-repair-a-battered-online-reputation/
[11] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/
[9] https://www.cmswire.com/digital-workplace/the-elephant-in-the-digital-transformation-room-the-long-tail-of-legacy-tech/

Top URLs in Tweet in G2:
[112] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[12] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/
[11] https://www.cmswire.com/customer-experience/5-ways-elite-brands-are-setting-the-new-standard-for-customer-experience/
[10] https://www.cmswire.com/digital-marketing/why-marketers-should-focus-on-optimizing-email-open-rates/
[9] https://www.cmswire.com/digital-workplace/the-elephant-in-the-digital-transformation-room-the-long-tail-of-legacy-tech/
[9] https://www.cmswire.com/digital-workplace/these-digital-trends-are-here-to-stay/
[8] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[8] https://www.cmswire.com/digital-marketing/align-people-process-and-technology-for-data-driven-marketing-success-in-2020/
[7] https://www.cmswire.com/information-management/6-tips-for-better-artificial-intelligence-implementations/
[7] https://www.cmswire.com/digital-workplace/how-enterprise-adoption-of-artificial-intelligence-must-shift-in-2020/

Top URLs in Tweet in G3:
[25] https://twinybots.ch/
[17] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/?utm_content=107097827&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[12] http://www.cmswire.com/information-management/why-you-need-a-unified-information-strategy/
[11] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Digital%2520Transformation%2520by%2520the%2520Numbers#.Xe4lz_5CrTE.twitter
[10] https://www.cmswire.com/digital-experience/how-information-architecture-improves-customer-experience/
[8] https://www.cmswire.com/digital-workplace/the-elephant-in-the-digital-transformation-room-the-long-tail-of-legacy-tech/
[7] https://www.cmswire.com/digital-workplace/digital-transformation-so-many-buzzwords-so-little-time/
[7] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/
[6] https://www.cmswire.com/customer-experience/the-3-golden-rules-of-customer-experience/?utm_content=108095208&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[5] https://www.cmswire.com/digital-workplace/the-elephant-in-the-digital-transformation-room-the-long-tail-of-legacy-tech/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+The%2520Elephant%2520in%2520the%2520Digital%2520Transformation%2520Room%253A%2520The%2520Long%2520Tail%2520of%2520Legacy%2520Tech#.XfN2k3C7HPA.twitter

Top URLs in Tweet in G4:
[14] https://www.cmswire.com/information-management/how-us-organizations-are-responding-to-gdpr-and-the-need-for-data-privacy/
[11] https://twinybots.ch/
[10] https://www.cmswire.com/information-management/are-us-companies-ready-for-the-californias-new-iot-security-law/
[5] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[4] https://www.cmswire.com/information-management/5-ways-edge-computing-will-make-work-easier/
[3] https://www.cmswire.com/information-management/are-us-companies-ready-for-the-californias-new-iot-security-law/?utm_content=108975773&utm_medium=social&utm_source=twitter&hss_channel=tw-526627085
[3] https://www.cmswire.com/digital-workplace/how-augmented-reality-will-enhance-workplace-collaboration/
[3] https://www.cmswire.com/digital-workplace/how-rpa-can-help-your-business-escape-the-excel-trap/
[2] https://www.cmswire.com/digital-workplace/how-enterprise-adoption-of-artificial-intelligence-must-shift-in-2020/
[2] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/

Top URLs in Tweet in G5:
[21] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/
[13] https://www.cmswire.com/digital-workplace/digital-transformation-by-the-numbers/?utm_content=107074647&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[12] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[8] https://www.cmswire.com/information-management/how-us-organizations-are-responding-to-gdpr-and-the-need-for-data-privacy/
[6] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/?utm_content=107385109&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[5] https://twinybots.ch/
[4] https://www.cmswire.com/digital-workplace/the-elephant-in-the-digital-transformation-room-the-long-tail-of-legacy-tech/
[4] https://www.cmswire.com/digital-experience/the-time-is-now-how-to-incorporate-machine-learning-into-your-business-today/
[2] https://www.linkedin.com/slink?code=gUnVazj
[2] https://www.cmswire.com/customer-experience/why-you-need-to-combine-digital-transformation-and-customer-experience/?utm_content=107033460&utm_medium=social&utm_source=twitter&hss_channel=tw-6415422

Top URLs in Tweet in G6:
[8] https://www.cmswire.com/information-management/is-a-hybrid-cloud-architecture-right-for-your-business/
[7] https://www.cmswire.com/information-management/blade-runners-2019-vs-today-which-is-the-dystopia/
[6] https://www.cmswire.com/digital-marketing/how-google-bert-will-impact-seo-and-marketing/
[4] https://www.cmswire.com/digital-experience/the-top-10-ecommerce-trends-for-2020/
[3] http://dlvr.it/RKb2d1
[2] https://www.cmswire.com/web-cms/13-headless-cmss-to-put-on-your-radar/
[2] https://www.cmswire.com/information-management/amazons-ai-leadership-advances-at-reinvent-2019/
[2] https://www.cmswire.com/digital-marketing/hyper-personalization-why-a-cdp-isnt-everything/
[2] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[2] https://www.cmswire.com/digital-marketing/5-ways-to-boost-your-mobile-marketing-strategies/

Top URLs in Tweet in G7:
[4] http://dlvr.it/RLCvck
[4] https://www.cmswire.com/customer-experience/what-do-customer-experience-teams-actually-look-like/
[2] https://twitter.com/cmswire/status/1204044035859464192
[2] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-wir-191215&mkt_tok=eyJpIjoiTlRSaU16ZGpPR0V5WVdNMSIsInQiOiJXNnorcHpVUDV0aVhpeUc2eUhEeXVNS3RHNTNlaHdNbTI4c29tXC9mUXVMcG9sM1c2NXJ2anVjMTV3UG1Mc094eVVqN2QzYXFJTjFEdytaVXVLSDFJdkY3Y0NUK212ZW43OEdOVFU2NXlJUTh6VjlzRkhWNGwrd3ZoU09BenJ4TFIifQ%3D%3D
[2] https://www.cmswire.com/digital-experience/the-top-10-ecommerce-trends-for-2020/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-191203&mkt_tok=eyJpIjoiTnpnek1XVTFNRGhtWTJOaSIsInQiOiJ2dHVjaHJkdEE1WTl2T3NKZkR2dHVPckpjYkdFR0RSQ0pJQkhXeFMrWkxcL09kcHdleGt3eTcwYzBjV3dXeEViSXBwQ3c1MkN2WjFjbWh3Tm11N21GUmxjaHVuNlIwaVNxeUFXcURHUEFqZHNmMVNScnJicEVvVU1zN3hjbUdsUGUifQ%3D%3D
[2] https://www.cmswire.com/digital-workplace/how-augmented-reality-will-enhance-workplace-collaboration/?utm_source=cmswire.com&utm_medium=email&utm_campaign=cm&utm_content=nl-daily-191205&mkt_tok=eyJpIjoiWmpaaU5UVXhORFUwTlRZNCIsInQiOiJFTHV6NEpCbkpVU2FVRVU3b1BIYmhBNE1GeG9nVTZQVXdRTGV6WWFMT1h2N1NmaDFjWFFWMUtrVWhLTUk0bnRqNDZONExkMExaSU9lWWliQ0hiRWNNTE1mOHloME8wWm96UkxaalFLQUdpZW1WeE8zVXYxUldtZDd0SnZxVmllSSJ9
[2] https://www.cmswire.com/digital-asset-management/governance-is-your-safeguard-during-times-of-change/
[2] https://www.cmswire.com/information-management/6-tips-for-better-artificial-intelligence-implementations/
[1] https://twitter.com/cmswire/status/1205494214949081088
[1] https://twitter.com/cmswire/status/1202199639488729088

Top URLs in Tweet in G8:
[13] https://www.cmswire.com/digital-marketing/a-6-step-b2b-influencer-marketing-program/
[2] http://www.cmswire.com/customer-experience/simplicity-is-the-future-of-customer-engagement/
[2] https://www.cmswire.com/digital-experience/salesforce-cms-the-trojan-sharepoint-of-our-time/
[2] https://www.cmswire.com/digital-experience/salesforce-cms-the-trojan-sharepoint-of-our-time/?utm_source=twitter&utm_medium=social&utm_campaign=cm&utm_content=addthis_share:+Salesforce%2520CMS%2520%25E2%2580%2593%2520The%2520Trojan%2520SharePoint%2520of%2520our%2520Time%253F#.XfLtOiWs59Y.twitter
[2] https://www.cmswire.com/customer-experience/5-ways-elite-brands-are-setting-the-new-standard-for-customer-experience/
[2] https://go.upcontent.com/9ffd1468-a146-4a6a-8c47-ce1bc7dcc5c6
[1] https://www.cmswire.com/digital-experience/what-is-a-chatbot-more-importantly-should-you-build-one/
[1] http://www.cmswire.com/customer-experience/design-through-customer-use/
[1] https://www.cmswire.com/digital-workplace/yes-you-can-outsource-digital-transformation/
[1] http://www.cmswire.com/customer-experience/how-to-drive-sustainable-loyalty-and-customer-engagement/

Top URLs in Tweet in G9:
[8] https://www.cmswire.com/customer-experience/the-customer-experience-hierarchy/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] http://dlvr.it/RLDX59
[2] https://www.cmswire.com/digital-marketing/why-marketers-should-focus-on-optimizing-email-open-rates/
[2] https://www.cmswire.com/digital-workplace/these-digital-trends-are-here-to-stay/
[2] http://www.cmswire.com/customer-experience/voice-of-the-customer-8-tips-to-win-executive-buy-in/
[2] http://www.cmswire.com/customer-experience/what-is-a-conversational-experience/
[2] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/
[1] https://twitter.com/cmswire/status/1202228327118864384
[1] http://dlvr.it/RKWWs8
[1] http://dlvr.it/RKfXJH

Top URLs in Tweet in G10:
[9] https://www.cmswire.com/information-management/why-enterprises-are-turning-to-hybrid-cloud/
[7] https://www.cmswire.com/information-management/how-analytics-are-driving-digital-transformation/
[3] https://www.cmswire.com/customer-experience/why-customer-experience-is-everything/
[2] https://www.cmswire.com/customer-experience/how-to-convince-your-cfo-to-invest-in-customer-experience/
[2] http://www.cmswire.com/analytics/forrester-journey-analytics-are-the-next-frontier-for-customer-insights/
[2] http://www.cmswire.com/digital-experience/how-to-create-a-unified-customer-ecommerce-journey/
[2] http://www.cmswire.com/customer-experience/gartner-report-highlights-emerging-customer-journey-analytics-market/
[2] https://www.cmswire.com/digital-workplace/are-too-many-productivity-apps-killing-productivity/?utm_campaign=cm&mkt_tok=eyJpIjoiTWpGaU5URTJOamd3TmpWbSIsInQiOiJMdUZuY28yME9MVGUwVTI1YlwvVmtVYjloTUFqMjZ0ZXREOFFWck5WUEd4MlJqbFdcL1dSaTNDXC9FMU1wTVZFdFZGUDR5ZVNhUnd6bHBNRE5BOW16WmoxbDRtS0JmMVNjNStraDlYeXlrdDRNQ2VSdVU2Z00yM3U4MGtnN3kzTHVYNSJ9&utm_content=106684653&utm_medium=social&utm_source=twitter&hss_channel=tw-292436753
[1] https://www.cmswire.com/digital-workplace/navigating-rpa-potholes-on-the-bumpy-road-to-digital-transformation/?utm_content=108006688&utm_medium=social&utm_source=twitter&hss_channel=tw-41570511
[1] https://www.cmswire.com/digital-experience/how-to-take-your-chatbots-to-the-next-level/?es_p=10733344

Top Domains
Top Domains in Tweet in Entire Graph:
[2514] cmswire.com
[217] dlvr.it
[122] twitter.com
[95] linkedin.com
[84] twinybots.ch
[56] dy.si
[20] snip.ly
[17] bitly.com
[13] simplermedia.com
[9] okt.to

Top Domains in Tweet in G1:
[866] cmswire.com
[66] linkedin.com
[30] twinybots.ch
[17] bitly.com
[13] twitter.com
[8] dy.si
[4] readyforsocial.com
[3] okt.to
[3] tweetedtimes.com
[3] upcontent.com

Top Domains in Tweet in G2:
[525] cmswire.com
[69] dlvr.it
[30] twitter.com
[8] flip.it
[8] simplermedia.com
[7] dy.si
[4] okt.to
[3] linkedin.com
[2] postbeyond.com
[1] snip.ly

Top Domains in Tweet in G3:
[185] cmswire.com
[38] dlvr.it
[25] twinybots.ch
[9] twitter.com
[3] linkedin.com
[2] snip.ly
[1] shareist.com

Top Domains in Tweet in G4:
[100] cmswire.com
[17] dy.si
[14] dlvr.it
[13] twitter.com
[11] twinybots.ch
[4] linkedin.com
[1] tumblr.com
[1] lnkd.in

Top Domains in Tweet in G5:
[114] cmswire.com
[7] dy.si
[5] twinybots.ch
[2] linkedin.com
[2] cron.link

Top Domains in Tweet in G6:
[103] cmswire.com
[4] dlvr.it
[2] twitter.com
[1] nextplane.net
[1] ed.gr
[1] okt.to
[1] ampproject.org
[1] lnkd.in

Top Domains in Tweet in G7:
[51] cmswire.com
[7] twitter.com
[7] dy.si
[5] dlvr.it
[1] linkedin.com
[1] simplermedia.com
[1] smg.io

Top Domains in Tweet in G8:
[31] cmswire.com
[2] upcontent.com
[1] linkedin.com

Top Domains in Tweet in G9:
[55] cmswire.com
[25] dlvr.it
[5] twitter.com

Top Domains in Tweet in G10:
[41] cmswire.com
[1] dy.si
[1] linkedin.com
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[332] cx
[304] customerexperience
[281] digitaltransformation
[138] ai
[132] analytics
[123] rpa
[106] marketing
[105] digitalmarketing
[88] digitalworkplace
[80] data



Top Hashtags in Tweet in G1:
[84] customerexperience
[51] cx
[45] digitalworkplace
[41] digitaltransformation
[41] digitalmarketing
[34] ai
[34] digitalexperience
[24] marketing
[20] data
[17] informationmanagement

Top Hashtags in Tweet in G2:
[107] rpa
[66] customerexperience
[47] cx
[35] digitalmarketing
[33] marketing
[30] digitalworkplace
[29] ai
[28] digitalexperience
[28] informationmanagement
[22] digitaltransformation

Top Hashtags in Tweet in G3:
[81] digitaltransformation
[52] cx
[49] customerexperience
[29] technology
[22] analytics
[17] cloud
[11] infogov
[11] automaton
[10] tech
[10] ia

Top Hashtags in Tweet in G4:
[49] gdpr
[29] cx
[25] dataprivacy
[17] digitaltransformation
[14] ci
[10] customerexperience
[10] edgecomputing
[9] ccpa
[8] ai
[8] data

Top Hashtags in Tweet in G5:
[63] digitaltransformation
[16] analytics
[14] cx
[13] technologies
[10] customerexperience
[6] entrepreneur
[6] leadership
[5] datademocratization
[4] business
[4] strategy

Top Hashtags in Tweet in G6:
[12] cloud
[8] marketing
[7] ecommerce
[6] seo
[4] bert
[3] headlesscms
[3] business
[3] ai
[3] digitaltransformation
[3] digitalmarketing

Top Hashtags in Tweet in G7:
[17] cx
[10] dam
[7] customerexperience
[5] governance
[4] article
[4] cms
[4] data
[4] commerce
[4] cxday2019
[4] teams

Top Hashtags in Tweet in G8:
[13] b2b
[13] influencermarketing
[5] customerexperience
[3] digitaltransformation
[3] outsource
[2] chatbot
[2] ce
[2] ecosystem
[2] cx
[2] managers

Top Hashtags in Tweet in G9:
[13] customerexperience
[12] cx
[5] custexp
[4] customerfeedback
[3] email
[3] cem
[3] digitalcx
[2] analytics
[2] digitalmarketing
[2] emailmarketing

Top Hashtags in Tweet in G10:
[11] analytics
[9] hybridcloud
[7] cx
[7] cmos
[5] digitaltransformation
[5] ai
[4] customerexperience
[4] b2cmarketing
[4] b2bmarketing
[4] martech

Top Words
Top Words in Tweet in Entire Graph:
[2019] Words in Sentiment List#1: Positive
[781] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[53117] Non-categorized Words
[55917] Total Words
[958] cmswire
[510] customer
[498] digital
[397] experience
[381] transformation

Top Words in Tweet in G1:
[145] customer
[123] experience
[121] digital
[105] 2020
[97] marketing
[84] #customerexperience
[80] transformation
[71] data
[63] more
[62] bad

Top Words in Tweet in G2:
[437] cmswire
[160] digital
[141] transformation
[123] technologies
[121] driving
[115] customer
[115] important
[111] highlights
[110] being
[108] automationanywh

Top Words in Tweet in G3:
[81] #digitaltransformation
[62] cmswire
[59] customer
[52] #cx
[51] experience
[49] #customerexperience
[48] digital
[38] transformation
[37] information
[32] need

Top Words in Tweet in G4:
[71] cmswire
[56] druadh20
[49] #gdpr
[35] organizations
[31] need
[29] #cx
[29] responding
[28] data
[25] #dataprivacy
[23] more

Top Words in Tweet in G5:
[63] #digitaltransformation
[52] digital
[50] transformation
[38] numbers
[27] ecm_marketeer
[24] analytics
[19] data
[18] balaji_sandiego
[16] driving
[16] #analytics

Top Words in Tweet in G6:
[44] kayaismail
[23] cmswire
[23] marketing
[18] google
[17] impact
[17] bert
[14] 2020
[13] business
[12] evankirstel
[12] #cloud

Top Words in Tweet in G7:
[51] cmswire
[27] domnicastro
[21] customer
[17] #cx
[16] during
[12] insights
[11] acquisition
[11] 10
[11] beyond
[10] cdp

Top Words in Tweet in G8:
[21] iantruscott
[13] theinfluencers_
[13] very
[13] well
[13] explained
[13] step
[13] #b2b
[13] #influencermarketing
[13] program
[10] cms

Top Words in Tweet in G9:
[30] cmswire
[28] customer
[21] experience
[20] monica1mullen
[13] #customerexperience
[12] #cx
[11] trends
[10] lessons
[9] latest
[8] hierarchy

Top Words in Tweet in G10:
[25] cloud
[20] cmswire
[19] rimini
[19] street
[17] hari
[17] candadai
[15] gartner_inc
[14] many
[13] marketing
[13] riministreet

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[370] digital,transformation
[320] customer,experience
[169] driving,digital
[114] important,technologies
[112] technologies,driving
[111] cmswire,highlights
[110] automationanywh,cmswire
[110] highlights,important
[109] transformation,#rpa
[109] #rpa,being

Top Word Pairs in Tweet in G1:
[91] customer,experience
[73] digital,transformation
[23] trends,2020
[22] top,10
[22] google,bert
[21] driving,digital
[21] augmented,reality
[20] battered,online
[20] online,reputation
[20] shift,2020

Top Word Pairs in Tweet in G2:
[140] digital,transformation
[118] driving,digital
[109] cmswire,highlights
[108] automationanywh,cmswire
[107] highlights,important
[107] important,technologies
[107] technologies,driving
[107] transformation,#rpa
[107] #rpa,being
[67] customer,experience

Top Word Pairs in Tweet in G3:
[47] customer,experience
[38] digital,transformation
[25] #customerexperience,#cx
[22] #cx,#technology
[20] need,combine
[17] #digitaltransformation,#customerexperience
[15] long,tail
[15] tail,legacy
[15] jkevinparker,cmswire
[14] combine,#digitaltransformation

Top Word Pairs in Tweet in G4:
[29] organizations,responding
[23] responding,#gdpr
[23] #gdpr,need
[21] druadh20,cmswire
[19] need,#dataprivacy
[14] lisamloftis,#cx
[14] #cx,#ci
[13] companies,ready
[13] iot,security
[13] security,law

Top Word Pairs in Tweet in G5:
[47] digital,transformation
[21] transformation,numbers
[17] numbers,#digitaltransformation
[17] #digitaltransformation,numbers
[13] customer,experience
[13] analytics,driving
[13] numbers,#technologies
[13] #technologies,#analytics
[13] #analytics,ecm_marketeer
[12] balaji_sandiego,#digitaltransformation

Top Word Pairs in Tweet in G6:
[16] google,bert
[11] architecture,right
[11] right,business
[10] bert,impact
[10] impact,seo
[9] top,10
[9] business,kayaismail
[8] hyper,personalization
[8] seo,marketing
[8] blade,runner's

Top Word Pairs in Tweet in G7:
[11] domnicastro,cmswire
[9] acquisition,cdp
[9] cdp,provider
[9] provider,agilone
[9] beyond,sale
[8] acquia's,acquisition
[8] customer,experience
[7] safeguard,during
[7] during,times
[7] times,change

Top Word Pairs in Tweet in G8:
[13] very,well
[13] well,explained
[13] explained,step
[13] step,#b2b
[13] #b2b,#influencermarketing
[13] #influencermarketing,program
[13] program,iantruscott
[12] theinfluencers_,very
[9] salesforce,cms
[5] cms,trojan

Top Word Pairs in Tweet in G9:
[16] customer,experience
[8] voice,customer
[7] digital,trends
[7] trends,stay
[7] transform,#customerexperience
[6] experience,hierarchy
[6] hierarchy,monica1mullen
[6] lessons,monica1mullen
[5] latest,cmswire
[5] cmswire,article

Top Word Pairs in Tweet in G10:
[19] rimini,street
[17] street,hari
[17] hari,candadai
[8] riministreet,rimini
[8] rip,replace
[8] cloud,models
[8] #hybridcloud,cmswire
[7] research,ensonoit
[6] marketing,#analytics
[6] ensonoit,forrester

Top Replied-To
Top Replied-To in Entire Graph:
@cmswire
@jedpc
@siobhan__fagan
@moz
@jamesjenner2004
@gartner
@forrester
@gekinsman
@fitsurgeon
@druadh20

Top Replied-To in G2:
@cmswire
@automationanywh

Top Replied-To in G3:
@jmancini77
@softclouds
@tonybyrne
@m_heffernan

Top Replied-To in G4:
@gekinsman
@druadh20
@nodleteam
@cmswire

Top Replied-To in G6:
@ahzimmerman
@2checkout
@crystalcrichard

Top Replied-To in G7:
@hilarymarsh
@jedpc

Top Replied-To in G8:
@theinfluencers_
@wswmuc

Top Replied-To in G9:
@cmswire

Top Replied-To in G10:
@forrester
@gartner
@druadh20

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@automationanywh
@druadh20
@kayaismail
@contactpersona1
@domnicastro
@ecm_marketeer
@jmancini77
@moz
@samuel_wong_

Top Mentioned in G1:
@contactpersona1
@kahootz
@60sfolks
@epiclearningnz
@resulticks
@big_data_news
@cyberanimax
@intec_systems

Top Mentioned in G2:
@cmswire
@automationanywh
@druadh20
@kayaismail
@flipmarketer
@drnatalie
@domnicastro
@debsg360
@margaretmolloy
@jeffsheehan

Top Mentioned in G3:
@cmswire
@jmancini77
@softclouds
@dhinchcliffe
@robinyearsley
@jkevinparker
@thoheller
@aiimintl
@druadh20

Top Mentioned in G4:
@cmswire
@druadh20
@lisamloftis
@mich8elwu
@gekinsman
@domnicastro
@nodleteam
@passtheaudit
@talend
@souissal

Top Mentioned in G5:
@ecm_marketeer
@balaji_sandiego
@cmswire
@1davidclarke
@pvynckier
@druadh20
@clarinette0
@archo
@samuel_wong_

Top Mentioned in G6:
@kayaismail
@cmswire
@evankirstel
@contentstack
@gregcypes
@google
@davidfcrane
@wordifyco
@getzaius
@buttercms

Top Mentioned in G7:
@cmswire
@domnicastro
@pshansen2
@jhorodyski
@kiwicom247
@gartner
@salesforce
@rwang0
@sapupscale
@jakeathey

Top Mentioned in G8:
@iantruscott
@theinfluencers_
@cyrilcoste
@cmswire
@nigewillson
@mirko_ross
@ricardosgulko
@warrenwhitlock
@shaanhaider
@wswmuc

Top Mentioned in G9:
@cmswire
@monica1mullen
@zimanaanalytics
@dshiao
@joschloss
@domnicastro
@phil_britt
@kayaismail
@druadh20
@ptypeux

Top Mentioned in G10:
@cmswire
@gartner_inc
@riministreet
@ebradlow
@ensonoit
@forrester
@gbhinsights
@druadh20
@oschabenberger
@flexera

Top Tweeters
Top Tweeters in Entire Graph:
@the_news_diva
@sectest9
@jurylady5
@united
@evankirstel
@chidambara09
@ericdemarylebon
@techl0g
@lorimoreno
@dknxsmph

Top Tweeters in G1:
@the_news_diva
@techl0g
@iam__network
@nadeemansary
@carlesdijous
@social_rosie
@azn_cybersleuth
@disabledsenior
@trumponpolitics
@projectanalysis

Top Tweeters in G2:
@dknxsmph
@pickooo
@lelkan
@kwame_agyei
@iboe_bt
@nomoreslaves
@gatubela2424
@stevenbrito20
@bernardo_pirola
@cristin57273685

Top Tweeters in G3:
@sectest9
@lorimoreno
@ottlegalrebels
@lollydaskal
@andrewmorrisuk
@debraruh
@juliebhunt
@hebertkonlabs
@jblefevre60
@neilmilliken

Top Tweeters in G4:
@billnigh
@mer_anoto
@jacobussystems
@zimmermann_st
@justbementalist
@gdpr25thmay18
@ittechbuz
@natashareid95
@tonyrestell
@social_hire

Top Tweeters in G5:
@ericdemarylebon
@startupnws
@dominicpiper1
@nicochan33
@nancyrubin
@ssxman2
@silentseawolf
@spirosmargaris
@pvynckier
@topcybernews

Top Tweeters in G6:
@evankirstel
@richsimmondsza
@colorstreamedia
@padididit
@thehipposhoe
@markmichdomnic
@cannedcat
@google
@tipirneni
@ozsilverfox

Top Tweeters in G7:
@rwang0
@noamr
@annettefranz
@jesus_hoyos
@constellationr
@salesforce
@adobe
@rutgerscomminfo
@sap_cx
@mobisoftinfo

Top Tweeters in G8:
@gezgintrk
@grattonboy
@grattongirl
@warrenwhitlock
@ipfconline1
@tamaramccleary
@shaanhaider
@iconovate
@tomraftery
@anjahoffmann

Top Tweeters in G9:
@trippbraden
@zimanaanalytics
@billquiseng
@janicebgordon
@dshiao
@insightstodd
@mdmgeek
@vocnews_online
@lfboteroc
@debbieszumylo

Top Tweeters in G10:
@greentechdon
@gartner_inc
@marketbuildr
@forrester
@pega
@informs
@joydeepmookerje
@cdmmedia
@kpodnar
@parcelhub