cmswire, Twitter, 5/11/2021 8:50:02 PM, 254628


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cmswire_2021-05-10_15-07-51.xlsx
cmswire_2021-05-10_15-07-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 11, 2021
Short Description:
cmswire via NodeXL https://bit.ly/3tE7vP1
@cmswire
@mylessuer
@chidambara09
@domnicastro
@godfrey_g_
@xceltrait
@iainljbrown
@ecm_marketeer
@globaliqx
@benjaminp3ters

Top hashtags:
#cx
#marketing
#customerexperience
#digitaltransformation
#ai
#iot
#digital
#data

Description:
Description
The graph represents a network of 1,388 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, 10 May 2021 at 22:15 UTC.

The requested start date was Monday, 10 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 34-minute period from Monday, 26 April 2021 at 00:03 UTC to Sunday, 09 May 2021 at 23:38 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 : 1388
Unique Edges : 1395
Edges With Duplicates : 3249
Total Edges : 4644
Number of Edge Types : 5
Retweet : 1087
MentionsInRetweet : 1317
Tweet : 1016
Mentions : 1178
Replies to : 46
Self-Loops : 1026
Reciprocated Vertex Pair Ratio : 0.0442477876106195
Reciprocated Edge Ratio : 0.0847457627118644
Connected Components : 393
Single-Vertex Connected Components : 343
Maximum Vertices in a Connected Component : 914
Maximum Edges in a Connected Component : 3709
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.435007
Graph Density : 0.000858112277654382
Modularity : 0.316997
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,388 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, 10 May 2021 at 22:15 UTC.

The requested start date was Monday, 10 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 34-minute period from Monday, 26 April 2021 at 00:03 UTC to Sunday, 09 May 2021 at 23:38 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:
[118] https://www.cmswire.com/information-management/a-5-step-approach-to-implementing-machine-learning/
[40] https://www.cmswire.com/digital-marketing/b2b-marketers-generate-more-social-media-engagement/
[33] https://www.cmswire.com/customer-experience/2020-provided-many-customer-experience-lessons-here-are-5-of-them/
[31] https://twinybots.ch/
[26] https://www.cmswire.com/information-management/make-responsible-ai-part-of-your-companys-dna/
[25] https://www.cmswire.com/information-management/why-cloud-should-be-your-default-setting/
[24] https://www.cmswire.com/information-management/if-you-want-your-software-to-succeed-dont-build-sports-cars-without-the-roads/
[20] https://www.cmswire.com/digital-marketing/5-entry-level-marketing-projects-for-ai-newbies/
[20] https://www.cmswire.com/digital-marketing/whats-working-in-b2b-social-media-marketing/
[20] https://www.cmswire.com/leadership/what-agile-leadership-means-in-a-digital-world/

Top URLs in Tweet in G1:
[20] https://twinybots.ch/
[19] https://www.cmswire.com/digital-marketing/b2b-marketers-generate-more-social-media-engagement/
[18] https://www.cmswire.com/digital-marketing/whats-working-in-b2b-social-media-marketing/
[13] https://www.cmswire.com/customer-experience/2020-provided-many-customer-experience-lessons-here-are-5-of-them/
[11] https://www.cmswire.com/digital-marketing/5-entry-level-marketing-projects-for-ai-newbies/
[7] https://www.cmswire.com/digital-marketing/why-your-social-media-strategy-needs-less-automation/
[6] https://www.cmswire.com/information-management/why-cloud-should-be-your-default-setting/
[6] https://www.cmswire.com/digital-marketing/leverage-social-media-for-account-based-marketing/
[6] https://www.cmswire.com/customer-experience/balance-customer-feedback-and-innovation-to-perfect-your-customer-experience/
[6] https://www.cmswire.com/information-management/if-you-want-your-software-to-succeed-dont-build-sports-cars-without-the-roads/

Top URLs in Tweet in G2:
[10] https://www.cmswire.com/information-management/why-cloud-should-be-your-default-setting/
[7] https://www.cmswire.com/knowledge-findability/where-big-data-and-knowledge-management-intersect-in-2021/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[5] https://www.cmswire.com/digital-marketing/improve-conversion-rate-optimization-with-a-cro-checklist/
[5] https://www.cmswire.com/customer-experience/is-2021-the-year-ai-dominates-the-call-center/
[5] https://www.cmswire.com/digital-experience/4-reasons-why-the-call-center-should-be-omnichannel/
[5] https://www.cmswire.com/digital-workplace/eliminate-these-8-types-of-waste-from-your-digital-workplace-with-lean-management/
[4] http://dlvr.it/Rz9W9M
[4] https://www.cmswire.com/customer-experience/the-differences-between-customer-service-experience-and-excellence/
[4] https://www.cmswire.com/digital-marketing/how-to-create-customer-personas/
[4] https://www.cmswire.com/customer-experience/getting-the-most-from-your-customer-journey-maps/

Top URLs in Tweet in G3:
[14] https://www.cmswire.com/information-management/if-you-want-your-software-to-succeed-dont-build-sports-cars-without-the-roads/
[8] https://www.cmswire.com/information-management/why-cloud-should-be-your-default-setting/
[8] https://www.cmswire.com/customer-experience/is-2021-the-year-ai-dominates-the-call-center/
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253104
[6] https://www.cmswire.com/information-management/a-5-step-approach-to-implementing-machine-learning/
[6] https://twinybots.ch/
[4] https://www.cmswire.com/digital-experience/dont-push-pause-on-your-digital-transformation/
[3] http://snip.ly/tdvwbv/
[3] https://www.cmswire.com/information-management/how-security-concerns-are-holding-back-the-industrial-internet-of-things/
[3] https://www.cmswire.com/information-management/make-responsible-ai-part-of-your-companys-dna/

Top URLs in Tweet in G4:
[9] https://www.cmswire.com/leadership/how-cios-build-effective-teams/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[5] https://www.cmswire.com/leadership/how-cios-build-effective-teams/
[4] 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
[3] https://www.cmswire.com/information-management/why-cios-should-lead-the-charge-in-developing-digital-presences-for-workers-and-customers/
[2] https://www.cmswire.com/information-management/is-your-data-ready-to-create-a-business-advantage/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[1] https://www.cmswire.com/digital-experience/dont-push-pause-on-your-digital-transformation/
[1] https://www.cmswire.com/information-management/why-cios-need-a-data-readiness-strategy/?__twitter_impression=true
[1] https://www.cmswire.com/customer-experience/why-disconnected-data-grinds-customer-journeys-to-a-halt/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[1] https://www.cmswire.com/information-management/business-processes-or-analytics-what-comes-first/?utm_campaign=cm&utm_source=twitter&utm_medium=sm&utm_content=ac
[1] https://www.cmswire.com/customer-experience/getting-the-most-from-your-customer-journey-maps/

Top URLs in Tweet in G5:
[19] https://www.cmswire.com/information-management/make-responsible-ai-part-of-your-companys-dna/
[15] https://www.cmswire.com/leadership/what-agile-leadership-means-in-a-digital-world/
[9] https://www.cmswire.com/customer-experience/balance-customer-feedback-and-innovation-to-perfect-your-customer-experience/
[8] https://www.cmswire.com/customer-experience/getting-the-most-from-your-customer-journey-maps/
[8] https://www.cmswire.com/digital-marketing/when-corporate-values-customer-values-and-politics-meet-what-happens-to-the-customer-experience/
[7] https://www.cmswire.com/employee-experience/what-hr-needs-to-do-before-returning-to-the-office/
[2] https://www.cmswire.com/digital-workplace/do-digital-workplaces-drive-innovation-or-efficiency/
[1] https://twitter.com/i/web/status/1386721703972249607
[1] https://www.cmswire.com/information-management/why-cloud-should-be-your-default-setting/
[1] https://twitter.com/cmswire/status/1385591819828793348

Top URLs in Tweet in G6:
[16] https://www.cmswire.com/information-management/why-cloud-should-be-your-default-setting/?utm_content=buffer4ae14&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://www.cmswire.com/customer-experience/2020-provided-many-customer-experience-lessons-here-are-5-of-them/
[4] https://www.cmswire.com/customer-experience/4-ways-that-ai-is-improving-the-customer-experience/
[4] https://www.cmswire.com/digital-workplace/are-we-going-back-to-the-office-or-not/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[3] https://www.cmswire.com/customer-experience/is-2021-the-year-ai-dominates-the-call-center/?utm_content=bufferd7e3f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.cmswire.com/information-management/why-you-need-to-protect-enterprise-social-networks-from-attack/?utm_source=cmswire.com&utm_medium=web&utm_campaign=cm&utm_content=all-articles-rss
[1] https://t.co/Wd1MXbn9zB
[1] https://www.cmswire.com/customer-experience/the-future-of-work-is-here-how-will-customer-service-adapt/
[1] https://www.cmswire.com/digital-marketing/improve-conversion-rate-optimization-with-a-cro-checklist/
[1] https://twitter.com/i/web/status/1387710498406387712

Top URLs in Tweet in G7:
[107] https://www.cmswire.com/information-management/a-5-step-approach-to-implementing-machine-learning/
[9] https://www.cmswire.com/internet-of-things/how-google-is-helping-siemens-iiot-ambitions/
[2] https://www.cmswire.com/information-management/make-responsible-ai-part-of-your-companys-dna/
[2] https://www.cmswire.com/information-management/if-you-want-your-software-to-succeed-dont-build-sports-cars-without-the-roads/
[2] https://www.cmswire.com/digital-experience/the-time-is-now-how-to-incorporate-machine-learning-into-your-business-today/
[1] https://dy.si/otA5VF
[1] https://twitter.com/i/web/status/1380530560758595592
[1] https://dy.si/KQXic
[1] https://www.linkedin.com/slink?code=ePHQ9TU
[1] https://www.cmswire.com/information-management/does-your-company-need-a-combined-chief-of-data-and-analytics/

Top URLs in Tweet in G8:
[2] https://www.cmswire.com/digital-marketing/improve-conversion-rate-optimization-with-a-cro-checklist/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/customer-experience/now-you-see-me-now-you-dont-navigating-the-cookie-less-world/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/digital-experience/cory-munchbach-the-tools-that-transform/
[2] http://dlvr.it/Ryy6RT
[2] https://www.cmswire.com/customer-experience/2020-provided-many-customer-experience-lessons-here-are-5-of-them/?utm_source=t.co&utm_medium=social&utm_content=dlvr.it-cmswire
[2] https://www.cmswire.com/digital-workplace/a-year-in-remote-work-looking-back-to-look-forward/?utm_source=twitter.com&utm_medium=social&utm_campaign=cm&utm_content=social-share-sumo
[2] https://www.cmswire.com/digital-experience/a-manifesto-for-the-pioneers-of-the-digital-revolution/
[2] http://dlvr.it/RyXr1j
[2] http://dlvr.it/Rz6T5J
[2] http://dlvr.it/RyYRbG

Top URLs in Tweet in G9:
[4] https://www.cmswire.com/customer-experience/define-customer-journeys-by-finding-micro-moments-that-matter-most/
[3] https://tray.io/
[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] https://twitter.com/cmswire/status/1387750029725601792
[2] http://dlvr.it/RzCCMr
[2] http://dlvr.it/Rz6cMn
[2] http://dlvr.it/RyYZvW
[2] https://www.cmswire.com/customer-experience/cx-decoded-podcast-building-customer-trust-in-unprecedented-times/
[2] https://www.cmswire.com/customer-experience/2020-provided-many-customer-experience-lessons-here-are-5-of-them/

Top URLs in Tweet in G10:
[4] https://www.cmswire.com/information-management/a-5-step-approach-to-implementing-machine-learning/
[2] https://dy.si/CVUu2
[1] https://dy.si/PxSSW
[1] https://dy.si/RstqS
[1] https://dy.si/FLe94A
[1] https://www.cmswire.com/information-management/4-ways-bad-cybersecurity-habits-can-cost-you-customers/
[1] https://www.cmswire.com/leadership/how-covid-19-is-impacting-it-recruitment-practices/?utm_campaign=cm&utm_source=linkedin&utm_medium=sm&utm_content=md05032021
[1] https://dy.si/wYSx
[1] https://dy.si/mTqpLW2
[1] https://dy.si/H3Nnos

Top Domains
Top Domains in Tweet in Entire Graph:
[1624] cmswire.com
[216] dlvr.it
[69] dy.si
[59] twitter.com
[40] linkedin.com
[32] ziftsolutions.com
[31] twinybots.ch
[13] snip.ly
[12] geniouxfacts.com
[8] simplermedia.com

Top Domains in Tweet in G1:
[488] cmswire.com
[27] linkedin.com
[20] twinybots.ch
[12] geniouxfacts.com
[10] dy.si
[9] twitter.com
[7] readyforsocial.com
[4] okt.to
[3] ampproject.org
[3] snip.ly

Top Domains in Tweet in G2:
[313] cmswire.com
[79] dlvr.it
[32] ziftsolutions.com
[19] twitter.com
[6] simplermedia.com
[4] linkedin.com
[3] dy.si
[2] twinybots.ch
[1] radian6.com
[1] acrolinx.com

Top Domains in Tweet in G3:
[89] cmswire.com
[10] snip.ly
[7] nodexlgraphgallery.org
[6] twinybots.ch
[2] twitter.com
[1] flxn.tl

Top Domains in Tweet in G4:
[31] cmswire.com
[1] linkedin.com
[1] twitter.com

Top Domains in Tweet in G5:
[74] cmswire.com
[4] twitter.com

Top Domains in Tweet in G6:
[48] cmswire.com
[1] t.co
[1] twitter.com

Top Domains in Tweet in G7:
[123] cmswire.com
[2] dy.si
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G8:
[73] dlvr.it
[35] cmswire.com
[8] dy.si
[4] twitter.com
[1] simplermedia.com
[1] blogspot.com

Top Domains in Tweet in G9:
[48] dlvr.it
[26] cmswire.com
[10] twitter.com
[3] tray.io

Top Domains in Tweet in G10:
[43] dy.si
[8] cmswire.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[226] cx
[154] marketing
[133] customerexperience
[123] digitaltransformation
[119] ai
[77] iot
[76] digital
[75] data
[69] business
[68] analytics



Top Hashtags in Tweet in G1:
[66] marketing
[43] business
[39] socialmedia
[36] customerexperience
[29] cx
[18] mediamarketing
[18] b2b
[17] businesstobusiness
[16] ai
[14] digital

Top Hashtags in Tweet in G2:
[42] digitalworkplace
[37] marketing
[34] uc
[29] cx
[21] ai
[12] socialmedia
[11] customerexperience
[11] b2b
[10] innovation
[10] digitaltransformation

Top Hashtags in Tweet in G3:
[36] digitaltransformation
[27] ai
[25] cx
[24] iot
[18] bigdata
[14] datascience
[13] machinelearning
[12] data
[12] usa
[10] cloudcomputing

Top Hashtags in Tweet in G4:
[12] cios
[12] data
[11] leadership
[9] teams
[5] digitaltransformation
[4] ciochat
[3] digital
[3] cx
[3] cio
[2] itleadership

Top Hashtags in Tweet in G5:
[24] digitaltransformation
[19] businesstransformation
[16] leadership
[13] cx
[13] customerexperience
[11] ai
[11] hr
[9] it
[8] customerjourney
[6] innovation

Top Hashtags in Tweet in G6:
[23] ai
[19] cx
[17] digitaltransformation
[17] customerexperience
[16] cloud
[16] cloudcomputing
[16] edtech
[7] artificialintelligence
[5] futureofwork
[4] tech

Top Hashtags in Tweet in G7:
[53] cx
[10] datascience
[9] artificialintelligence
[9] ai
[9] machinelearning
[7] 100daysofcode
[6] bigdata
[5] opensource
[4] deeplearning
[4] nlp

Top Hashtags in Tweet in G8:
[8] cx
[6] marketing
[5] customerexperience
[3] cdp
[2] operationalefficiency
[2] personalization
[2] ai
[1] freelance
[1] employee
[1] iot

Top Hashtags in Tweet in G9:
[11] customerexperience
[6] customerjourney
[5] cx
[4] journeyorchestration
[4] martech
[4] b2bmarketing
[3] customerjourneyanalytics
[3] b2cmarketing
[2] marketinganalytics
[2] ecommerce

Top Hashtags in Tweet in G10:
[43] data
[27] cloud
[24] cybersecurity
[24] iot
[21] iiot
[11] microsoft
[11] saas
[4] datascience
[3] msps
[3] smbs

Top Words
Top Words in Tweet in Entire Graph:
[1189] cmswire
[702] more
[584] read
[501] make
[452] stay
[448] sure
[446] intelligence
[445] responsible
[442] artificial
[442] let's

Top Words in Tweet in G1:
[85] customer
[78] marketing
[78] experience
[66] #marketing
[56] social
[51] more
[50] media
[46] digital
[46] marketers
[44] b2b

Top Words in Tweet in G2:
[370] cmswire
[69] customer
[54] digital
[54] experience
[54] druadh20
[49] challenges
[48] workplace
[46] employees
[42] #digitalworkplace
[41] explores

Top Words in Tweet in G3:
[67] cmswire
[44] more
[39] read
[38] make
[37] responsible
[36] #digitaltransformation
[32] artificial
[32] intelligence
[32] stay
[32] let's

Top Words in Tweet in G4:
[17] mylessuer
[13] effective
[12] #data
[11] #leadership
[11] #cios
[10] building
[9] lessons
[9] front
[9] line
[9] regarding

Top Words in Tweet in G5:
[36] leaders
[27] need
[24] #digitaltransformation
[20] businesses
[19] #businesstransformation
[17] ecm_marketeer
[16] #leadership
[16] customers
[14] make
[14] digital

Top Words in Tweet in G6:
[23] #ai
[22] gt
[19] #cx
[19] cmswire
[17] #digitaltransformation
[17] #customerexperience
[16] #cloud
[16] default
[16] setting
[16] #cloudcomputing

Top Words in Tweet in G7:
[500] cmswire
[498] read
[497] more
[391] artificial
[391] intelligence
[391] stay
[391] let's
[391] make
[391] sure
[391] responsible

Top Words in Tweet in G8:
[42] cmswire
[20] experience
[19] lisamloftis
[19] _slvaughn
[18] customer
[16] cookie
[16] navigate
[14] digital
[12] work
[12] year

Top Words in Tweet in G9:
[24] customer
[19] experience
[12] cmswire
[11] domnicastro
[11] #customerexperience
[8] marketing
[6] #customerjourney
[6] next
[6] building
[6] google

Top Words in Tweet in G10:
[60] cmswire
[43] #data
[43] security
[33] isg_news
[27] #cloud
[24] #cybersecurity
[24] excessive
[24] hype
[24] lack
[24] scale

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[557] read,more
[549] cmswire,read
[446] make,sure
[442] artificial,intelligence
[439] intelligence,stay
[439] stay,let's
[439] let's,make
[439] sure,responsible
[432] responsible,cmswire
[237] benjaminp3ters,artificial

Top Word Pairs in Tweet in G1:
[51] customer,experience
[49] social,media
[21] media,marketing
[20] #socialmedia,#marketing
[18] b2b,marketers
[18] media,engagement
[18] working,b2b
[18] b2b,social
[18] marketing,#business
[18] #business,#mediamarketing

Top Word Pairs in Tweet in G2:
[42] druadh20,cmswire
[38] 40,enterprise
[38] enterprise,employees
[38] employees,#digitalworkplace
[38] #digitalworkplace,chaotic
[38] chaotic,druadh20
[38] cmswire,explores
[38] explores,challenges
[32] challenges,multiple
[32] multiple,technology

Top Word Pairs in Tweet in G3:
[38] cmswire,read
[38] read,more
[32] artificial,intelligence
[32] intelligence,stay
[32] stay,let's
[32] let's,make
[32] make,sure
[32] sure,responsible
[32] responsible,cmswire
[17] benjaminp3ters,artificial

Top Word Pairs in Tweet in G4:
[10] building,effective
[9] lessons,front
[9] front,line
[9] line,#leadership
[9] #leadership,regarding
[9] regarding,building
[9] effective,#teams
[5] mylessuer,lessons
[4] #cios,need
[4] need,#data

Top Word Pairs in Tweet in G5:
[14] leaders,need
[11] #leadership,ecm_marketeer
[10] used,ethically
[9] artificial,intelligence
[9] make,sure
[8] return,office
[7] increasingly,valuable
[7] valuable,businesses
[7] guidelines,policies
[7] ensure,tech

Top Word Pairs in Tweet in G6:
[16] #cloud,default
[16] default,setting
[16] setting,#cloudcomputing
[16] #cloudcomputing,#digitaltransformation
[16] #digitaltransformation,#ai
[16] #ai,#edtech
[15] globaliqx,#cloud
[15] #edtech,#insut
[13] customer,experience
[13] experience,lessons

Top Word Pairs in Tweet in G7:
[497] cmswire,read
[497] read,more
[391] artificial,intelligence
[391] intelligence,stay
[391] stay,let's
[391] let's,make
[391] make,sure
[391] sure,responsible
[391] responsible,cmswire
[216] benjaminp3ters,artificial

Top Word Pairs in Tweet in G8:
[11] customer,experience
[9] third,party
[8] remote,work
[8] sassoftware's,lisamloftis
[8] marketers,navigate
[8] demise,third
[8] party,cookie
[7] cookie,less
[7] less,world
[7] 2020,provided

Top Word Pairs in Tweet in G9:
[12] customer,experience
[6] domnicastro,cmswire
[6] low,code
[4] informative,interview
[4] interview,touchpointguru
[4] touchpointguru,define
[4] define,customer
[4] customer,journeys
[4] journeys,finding
[4] finding,micro

Top Word Pairs in Tweet in G10:
[24] excessive,hype
[24] hype,lack
[24] lack,scale
[24] inadequate,standards
[24] standards,#data
[24] #data,exchange
[22] tells,cmswire
[22] scale,interoperability
[22] interoperability,inadequate
[22] exchange,security

Top Replied-To
Top Replied-To in Entire Graph:
@sassoftware
@cmswire
@forrester
@amazon
@hrconfes
@gartner
@whsjudy
@tomrichard11
@cmcgugan
@dantyre

Top Replied-To in G2:
@cmswire
@amazon
@sammarshall
@gabe_abshire
@ericdeferm
@teftechcloud
@pavankunch
@kberghoef
@seayjames_
@rogj

Top Replied-To in G3:
@cmswire

Top Replied-To in G5:
@ecm_marketeer
@jvandeboom

Top Replied-To in G6:
@ravidugh

Top Replied-To in G7:
@defshepherd

Top Replied-To in G8:
@sassoftware
@_slvaughn

Top Replied-To in G9:
@forrester
@gartner

Top Mentioned
Top Mentioned in Entire Graph:
@cmswire
@iainljbrown
@benjaminp3ters
@fabienbrodie
@druadh20
@isg_news
@_slvaughn
@domnicastro
@lisamloftis
@chidambara09

Top Mentioned in G1:
@collabo_indy
@technologent

Top Mentioned in G2:
@cmswire
@druadh20
@mikaelpittam
@_slvaughn
@domnicastro
@thevarnish
@jeffsheehan
@rightrelevance
@acrolinx
@lcapozzi

Top Mentioned in G3:
@chidambara09
@benjaminp3ters
@cmswire
@iainljbrown
@softclouds
@moutfield
@enricomolinari
@godfrey_g_
@billquiseng
@pyscalellc

Top Mentioned in G4:
@mylessuer
@cmswire
@vmwcioexchange
@lesottolenghi
@tom_peters
@hunte
@debgildersleeve
@cion
@waynesadin
@hunter_muller

Top Mentioned in G5:
@ecm_marketeer
@fvillanustre
@cmswire
@jvandeboom
@abrearton
@dhiraajs
@datascience__
@sammarshall
@swhiteley_quick
@engineeredtax

Top Mentioned in G6:
@cmswire
@globaliqx
@ravidugh
@ant
@nicochan33
@felixnater
@haroldsinnott
@xceltrait
@spirosmargaris
@paula_piccard

Top Mentioned in G7:
@iainljbrown
@benjaminp3ters
@fabienbrodie
@bristowcolin
@cmswire
@linuxfoundation
@lf_edge
@theiiotdaily
@chidambara09
@zededaedge

Top Mentioned in G8:
@cmswire
@lisamloftis
@_slvaughn
@druadh20
@steveolenski
@bcarlsondm
@blueconic
@kpodnar
@domnicastro
@ppellman

Top Mentioned in G9:
@domnicastro
@cmswire
@chiefmartec
@touchpointguru
@richwaldron
@bdunwood
@rjbennett
@cylogy
@tray
@webflow

Top Mentioned in G10:
@cmswire
@isg_news
@ronexler
@stevenhall_isg
@olachowning
@iainljbrown
@benjaminp3ters
@fabienbrodie
@garrystanis
@johntcook2

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@cybersec_feeds
@chidambara09
@evankirstel
@xaelbot
@codedailybot
@sudeepkhatri
@bexxmodd
@aldoceccarelli
@codernotesbot

Top Tweeters in G1:
@robinsnewswire
@suriyasubraman
@jamesvgingerich
@disabledsenior
@sec_cyber
@milocamj
@cmsnice_com
@_botiiq
@elmelegey
@johnnosta

Top Tweeters in G2:
@sudeepkhatri
@gezgintrk
@baldev_bahl
@walkingimpress
@stanleyepstein
@jeffsheehan
@careersingov
@indecentkurt
@grjenkin
@appitekbot

Top Tweeters in G3:
@chidambara09
@codernotesbot
@cybersecurityn8
@coder_487
@godfrey_g_
@7wdata
@datasciencebot_
@aprogrammerbot
@rancagua_dgt
@pyscalellc

Top Tweeters in G4:
@aldoceccarelli
@lollydaskal
@shoutmgb
@michaelbathurst
@tedcoine
@tom_peters
@mylessuer
@bill_george
@edjackman
@amypearlman

Top Tweeters in G5:
@artificialbra1n
@humanre41270855
@datascience__
@abidmarzouq
@leaderrepeater
@laserfiche
@plrodriguez
@flashgo33239891
@yoselino
@patrickpijl

Top Tweeters in G6:
@ssxman2
@trippbraden
@nicochan33
@marshacollier
@gvalan
@felixnater
@twilli2861
@spirosmargaris
@004nino
@katenasser

Top Tweeters in G7:
@xaelbot
@codedailybot
@bexxmodd
@thedeveloperbot
@trendsinai
@andrewmorrisuk
@botraj1
@hubofml
@ml_tweet_bot
@discovertech3

Top Tweeters in G8:
@delemage
@piewords
@zimanaanalytics
@virtualvocation
@victorvquijano
@techie_wiz
@sassoftware
@azure
@steveolenski
@lfboteroc

Top Tweeters in G9:
@juliebhunt
@googlechrome
@hubspot
@hyken
@moz
@adobe
@opentext
@marketbuildr
@oracle
@chiefmartec

Top Tweeters in G10:
@cybersec_feeds
@code_convention
@fabriciosx
@botcybersec
@iot_technojeder
@hostinfonet
@lovescience15
@isg_news
@mariafmagro
@stevenhall_isg