custserv, Twitter, 5/19/2021 5:07:30 AM, 255089


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custserv_2021-05-16_19-30-46.xlsx
custserv_2021-05-16_19-30-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 19, 2021
Short Description:
custserv via NodeXL https://bit.ly/3v154Yl
@hm_custserv
@grazytgrazynatt
@andrewincontact
@marshacollier
@fmfrancoise
@chidambara09
@hyken
@trendsinai
@paycompliment
@crm

Top hashtags:
#custserv
#cx
#influencerpromotion
#promoedutech
#ai
#yourplatformwiththeheart

Description:
Description
The graph represents a network of 1,692 Twitter users whose tweets in the requested range contained "custserv", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 17 May 2021 at 02:35 UTC.

The requested start date was Sunday, 16 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, 7-hour, 23-minute period from Sunday, 02 May 2021 at 00:15 UTC to Saturday, 15 May 2021 at 07:39 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 : 1692
Unique Edges : 2433
Edges With Duplicates : 5455
Total Edges : 7888
Number of Edge Types : 5
Retweet : 1234
MentionsInRetweet : 3090
Replies to : 1530
Mentions : 1480
Tweet : 554
Self-Loops : 627
Reciprocated Vertex Pair Ratio : 0.132147395171537
Reciprocated Edge Ratio : 0.2334455667789
Connected Components : 125
Single-Vertex Connected Components : 70
Maximum Vertices in a Connected Component : 1420
Maximum Edges in a Connected Component : 7369
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.564242
Graph Density : 0.00124564339368622
Modularity : 0.336182
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,692 Twitter users whose tweets in the requested range contained "custserv", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 17 May 2021 at 02:35 UTC.

The requested start date was Sunday, 16 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, 7-hour, 23-minute period from Sunday, 02 May 2021 at 00:15 UTC to Saturday, 15 May 2021 at 07:39 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 : custserv
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:
[152] https://www.paycompliment.com/
[85] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[57] -
[26] https://medium.com/grey-matter-ai/everyday-ai-1a5067fe2c6
[19] https://www.rocketsource.co/blog/machine-learning-models/
[19] https://searchbusinessanalytics.techtarget.com/feature/8-big-data-use-cases-for-businesses-and-industry-examples
[18] http://customerservicedaily.com
[18] https://www.pwc.com/gx/en/industries/tmt/5g.html
[18] https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/connected-world-an-evolution-in-connectivity-beyond-the-5g-revolution?cid=soc-web
[17] https://www.zendesk.com/blog/chatbots-for-business/

Top URLs in Tweet in G1:
[85] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[4] https://www2.hm.com/en_gb/customer-service/returns.html
[3] https://www.hm.com/cl/store-locator/chile/santiago/av-kennedy-5601-4to-nivel/
[3] https://www2.hm.com/es_mx/customer-service/returns/online-purchases.html
[3] http://www.hm.com/
[3] https://www2.hm.com/de_de/herren/neuheiten/alle-anzeigen.html
[2] https://sway.office.com/aCh7YV8JEpDajz8m?utm_source=direct&utm_medium=share&utm_campaign=agendamiento_chile
[2] https://www2.hm.com/de_de/index.html
[2] https://www2.hm.com/en_gb/customer-service/h-m-club/h-m-club-terms-conditions.html
[2] http://bit.ly/2t18SJI

Top URLs in Tweet in G2:
[13] http://customerservicedaily.com
[7] https://searchbusinessanalytics.techtarget.com/feature/8-big-data-use-cases-for-businesses-and-industry-examples
[4] https://medium.com/grey-matter-ai/everyday-ai-1a5067fe2c6
[4] https://www.rocketsource.co/blog/machine-learning-models/
[3] https://www.datasciencecentral.com/profiles/blogs/how-will-ai-foster-your-business-growth-in-2021
[3] https://www.zendesk.com/blog/chatbots-for-business/
[3] https://twitter.com/GregOrtbach/status/1392289685549031428
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253943
[2] https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/connected-world-an-evolution-in-connectivity-beyond-the-5g-revolution?cid=soc-web
[2] https://www.linkedin.com/pulse/understanding-ai-conversational-tone-improve-customer-evan-kirstel/

Top URLs in Tweet in G3:
[21] https://medium.com/grey-matter-ai/everyday-ai-1a5067fe2c6
[16] https://www.pwc.com/gx/en/industries/tmt/5g.html
[16] https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/connected-world-an-evolution-in-connectivity-beyond-the-5g-revolution?cid=soc-web
[14] https://www.rocketsource.co/blog/machine-learning-models/
[14] https://www.zendesk.com/blog/chatbots-for-business/
[13] https://www.myfrugalbusiness.com/2019/07/reasons-why-online-business-better-traditional-businesses.html
[12] https://searchbusinessanalytics.techtarget.com/feature/8-big-data-use-cases-for-businesses-and-industry-examples
[6] https://www.fastcompany.com/90629671/why-empathy-is-core-to-closing-the-customer-experience-gap
[6] https://medium.com/@venkat34.k/role-of-ai-in-mobile-application-development-9b75110a4454
[5] https://www.linkedin.com/pulse/understanding-ai-conversational-tone-improve-customer-evan-kirstel/

Top URLs in Tweet in G4:
[57] -
[12] blog
[12] Taxpayers
[12] Are
[12] Customers
[12] Too
[12] Dick
[12] Bucci
[12] May
[12] 10,

Top URLs in Tweet in G5:
[5] https://www.jarnoldassociates.com/blog/2021/5/6/five9-analyst-event-quick-take
[2] https://www.genesys.com/blog/post/building-the-future-of-workforce-engagement-2021-and-beyond
[2] http://www.smartcustomerservice.com/Columns/Vendor-Views/Three-Benefits-of-Deploying-Virtual-Agents-Alongside-Live-Agents-146667.aspx#.YJGsSLCimSY.twitter
[2] http://www.smartcustomerservice.com/Columns/Expert-Advice/Advanced-Automation-Is-Key-to-Proactive-Customer-Service-146726.aspx#.YJRJX4JqpcU.twitter
[2] https://www.destinationcrm.com/Articles/ReadArticle.aspx?ArticleID=146878#.YJ6gCzM3iAo.twitter
[2] http://www.smartcustomerservice.com/Articles/News-Briefs/LivePerson-Partners-with-Google-Cloud-146700.aspx#.YJL4rewyWnk.twitter
[2] https://www.bcstrategies.com/content/recent-contact-center-news
[2] https://www.oracle.com/cx/service/
[1] https://customerthink.com/measuring-content-marketing-roi-made-simple-for-marketers/
[1] https://customerthink.com/four-ways-a-digital-workforce-can-augment-your-contact-center/

Top URLs in Tweet in G6:
[10] https://blogs.servicenow.com/2021/customer-service-imperative.html?utm_source=twitter&utm_campaign=advocacy&utm_medium=organicsocial&campid=59887&cmcid=25604243&cmpid=300226994&cid=s%3Adg%3Aall%3Aspkladv%3Aq221%3Asprinklradvocacy%3A2021%3Asn%3Aform
[7] https://www.business.att.com/learn/top-voices/the-contact-center-has-become-the-epicenter-of-business.html
[4] https://www.business.att.com/learn/tech-advice/how-to-create-a-virtual-contact-center-in-just-a-few-days.html
[2] http://www.franksonnenbergonline.com/blog/45-surefire-ways-to-torpedo-a-customer-relationship/?utm_content=buffer67f30&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://aheadcrm.blogspot.com/2021/01/customer-service-its-future-and-role-of.html
[2] https://youtu.be/92_PGKNy0MM
[2] https://www.amazon.com/CustServ-Customer-Service-Culture-Experience/dp/1548920428/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1618399767&sr=8-1
[2] https://www.forbes.com/sites/forbesagencycouncil/2021/05/12/13-best-next-steps-to-take-when-customer-complaints-go-viral/
[2] https://www.moneysavingexpert.com/news/2021/05/Symbio-rapped-over-response-to-negative-reviews/
[2] https://www.bizjournals.com/tampabay/news/2021/05/04/customer-complaints-aqr.html

Top URLs in Tweet in G7:
[11] https://www.mycustomer.com/service/contact-centres/why-total-experience-is-a-top-trend-for-2021-and-how-your-contact-centre-can?platform=hootsuite
[9] https://www.mycustomer.com/service/management/how-are-customer-experiences-impacted-by-mask-wearing-and-what-can-be-done?platform=hootsuite
[9] https://www.mycustomer.com/service/management/customer-service-transformation-has-been-vital-to-virgin-experience-days-survival?platform=hootsuite
[6] https://digi-desk.co.uk/2021/04/30/online-reputation-management-building-customer-trust-through-trustpilot/
[5] https://digi-desk.co.uk/2021/05/07/a-customer-friendly-satisfaction-survey/
[4] https://www.mycustomer.com/service/channels/can-we-achieve-empathy-in-a-digital-environment?platform=hootsuite
[4] https://www.callcentrehelper.com/call-centre-memes-169533.htm
[4] https://www.callcentrehelper.com/digital-customer-experience-is-changing-172185.htm
[4] https://www.callcentrehelper.com/customer-service-automation-solutions-172281.htm
[4] https://www.mycustomer.com/customer-experience/voice-of-the-customer/the-science-behind-better-customer-reviews

Top URLs in Tweet in G8:
[8] https://www.askdangalante.com/post/189719734286/whats-the-future-of-ai-insights-from-the-ai
[5] https://www.askdangalante.com/post/614126377428500480/4-ways-to-benefit-from-word-of-mouth-marketing
[3] https://www.datasciencecentral.com/profiles/blogs/how-will-ai-foster-your-business-growth-in-2021
[3] https://blogs.servicenow.com/2021/customer-service-imperative.html
[3] http://www.lbisoftware.com/blog/hr-case-management-for-best-employees/
[3] https://www.linkedin.com/in/dangalante
[2] https://www.askdangalante.com/post/190950808396/what-i-learned-from-working-in-field-sales-in-nyc
[2] https://www.pega.com/events/pegaworld
[2] https://customerattuned.com/blog/new-event-making-customer-centricity-a-reality/
[2] http://www.desk.com/

Top URLs in Tweet in G9:
[152] https://www.paycompliment.com/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253943
[1] https://www.8x8.com/resources/case-studies/halfords
[1] https://dy.si/PSHDb
[1] https://dy.si/1KYtG

Top URLs in Tweet in G10:
[5] https://katenasser.com/leading-employee-morale-insights-criticism/#.YI6Is4t1tKU.twitter
[4] https://sayitbetter.com/2020/11/andle-criticism-with-grace-and-honesty/
[3] https://katenasser.com/increase-success-constant-people-skills-truths/#.YJF5R9vM3A8.twitter
[3] https://billquiseng.com/2021/05/02/three-steps-to-proactive-customer-service/
[2] https://katenasser.com/chat-communities/
[2] https://www.mcknightsseniorliving.com/home/columns/guest-columns/how-to-foster-a-positive-culture-within-your-organization/
[1] http://customerservicedaily.com
[1] https://www.cmswire.com/customer-experience/the-future-of-work-is-here-how-will-customer-service-adapt/?utm_content=165470126&utm_medium=social&utm_source=twitter&hss_channel=tw-883348973976768515
[1] https://www.simplr.ai/blog/introducing-simplrs-conversational-commerce-suite?utm_content=166545977&utm_medium=social&utm_source=twitter&hss_channel=tw-883348973976768515
[1] https://www.fastcompany.com/90629671/why-empathy-is-core-to-closing-the-customer-experience-gap?utm_content=166676532&utm_medium=social&utm_source=twitter&hss_channel=tw-883348973976768515

Top Domains
Top Domains in Tweet in Entire Graph:
[179] twitter.com
[152] paycompliment.com
[56] mycustomer.com
[43] hm.com
[38] medium.com
[32] fusebill.com
[28] customerservicezone.com
[25] careerarc.com
[20] postbeyond.com
[20] techtarget.com

Top Domains in Tweet in G1:
[88] twitter.com
[43] hm.com
[5] hmgroup.com
[3] bit.ly
[2] office.com
[1] t.co
[1] cutt.ly
[1] typeform.com
[1] youcanbook.me
[1] outlook.com

Top Domains in Tweet in G2:
[69] twitter.com
[13] customerservicedaily.com
[8] techtarget.com
[5] lifesize.com
[4] medium.com
[4] rocketsource.co
[3] youtube.com
[3] datasciencecentral.com
[3] zendesk.com
[3] nojitter.com

Top Domains in Tweet in G3:
[27] medium.com
[16] pwc.com
[16] mckinsey.com
[15] zendesk.com
[14] rocketsource.co
[13] myfrugalbusiness.com
[12] techtarget.com
[7] linkedin.com
[6] fastcompany.com
[3] thefinancialbrand.com

Top Domains in Tweet in G4:
[15] contactcenterpipeline.com
[13] ventanaresearch.com
[6] verint.com
[4] customerservicelife.com
[4] infl.tv
[3] ow.ly
[3] twitter.com
[3] topdesk.com
[2] mailchi.mp
[2] comm100.com

Top Domains in Tweet in G5:
[14] smartcustomerservice.com
[10] customerthink.com
[10] genesys.com
[10] destinationcrm.com
[6] mycustomer.com
[5] jarnoldassociates.com
[2] brightmetrics.com
[2] bcstrategies.com
[2] oracle.com
[1] cvent.com

Top Domains in Tweet in G6:
[25] careerarc.com
[12] serviceskills.com
[11] att.com
[10] servicenow.com
[7] twitter.com
[7] givainc.com
[6] thedijuliusgroup.com
[4] bit.ly
[3] iconohash.com
[3] cxpilots.com

Top Domains in Tweet in G7:
[48] mycustomer.com
[20] postbeyond.com
[16] callcentrehelper.com
[11] co.uk
[10] thecxinsights.com
[10] fonolo.com
[3] helpscout.com
[3] customerthink.com
[2] watermarkconsult.net
[2] ringcentral.com

Top Domains in Tweet in G8:
[16] askdangalante.com
[12] help-desk-migration.com
[4] linkedin.com
[4] pega.com
[3] datasciencecentral.com
[3] twitter.com
[3] servicenow.com
[3] youtube.com
[3] lbisoftware.com
[2] dangalante.me

Top Domains in Tweet in G9:
[152] paycompliment.com
[2] dy.si
[1] nodexlgraphgallery.org
[1] 8x8.com

Top Domains in Tweet in G10:
[14] katenasser.com
[6] forbes.com
[4] cmswire.com
[4] sayitbetter.com
[4] billquiseng.com
[4] callcenterhosting.com
[3] xceltrait.com
[2] mcknightsseniorliving.com
[2] retainloyalcustomers.com
[1] customerservicedaily.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1687] custserv
[502] cx
[479] influencerpromotion
[460] promoedutech
[428] ai
[426] yourplatformwiththeheart
[346] tech
[321] iot
[252] fintech
[236] customerexperience



Top Hashtags in Tweet in G1:
[4] hmxme
[3] hm
[2] customerservice
[1] hmkids
[1] h
[1] klantonvriendelijk
[1] voorniksgespaard
[1] thanksforwastingmytime
[1] help
[1] slechtebehandeling

Top Hashtags in Tweet in G2:
[715] custserv
[442] influencerpromotion
[422] promoedutech
[388] yourplatformwiththeheart
[295] ai
[276] tech
[275] iot
[220] fintech
[124] megatrends
[95] cybersecurity

Top Hashtags in Tweet in G3:
[86] business
[77] ai
[48] artificialintelligence
[34] cx
[33] 5g
[32] tech
[28] custserv
[25] machinelearning
[18] iot
[18] nlp

Top Hashtags in Tweet in G4:
[87] custserv
[67] cx
[29] cctr
[24] contactcenter
[13] productivity
[11] customerservice
[10] customerexperience
[10] citizenservices
[9] publicsector
[7] government

Top Hashtags in Tweet in G5:
[66] custserv
[58] cx
[33] cctr
[30] contactcenter
[26] crm
[24] custexp
[24] customerservice
[15] ccaas
[6] five9
[5] five9analystsummit

Top Hashtags in Tweet in G6:
[147] custserv
[44] customerservice
[39] cx
[34] customerexperience
[22] callcenter
[13] communication
[12] training
[12] businesssuccess
[12] trainingprogram
[12] elearning

Top Hashtags in Tweet in G7:
[130] custserv
[113] cx
[36] custexp
[20] cctr
[10] customerexperience
[9] retail
[7] cxinsights
[6] customerservice
[6] contactcentre
[6] microsoftteams

Top Hashtags in Tweet in G8:
[58] custserv
[41] cx
[29] sales
[29] custexp
[28] marketing
[20] ai
[19] data
[18] helpdesk
[16] datamigration
[15] machinelearning

Top Hashtags in Tweet in G9:
[154] custserv
[152] customerexperience
[150] retail
[3] cx
[2] cctr
[1] customerfeedback
[1] pizza
[1] chicken
[1] ex
[1] digitaltransformation

Top Hashtags in Tweet in G10:
[48] custserv
[19] cx
[13] peopleskills
[13] customerservice
[11] leadership
[10] peopleskillschat
[8] business
[7] teamwork
[6] leadmorale
[6] cctr

Top Words
Top Words in Tweet in Entire Graph:
[1687] #custserv
[582] hm_custserv
[548] customer
[502] #cx
[479] #influencerpromotion
[474] grazytgrazynatt
[460] #promoedutech
[428] #ai
[423] #yourplatformwiththeheart
[365] service

Top Words in Tweet in G1:
[535] hm_custserv
[300] please
[275] hi
[250] dm
[178] email
[177] address
[168] order
[137] name
[136] full
[132] soon

Top Words in Tweet in G2:
[715] #custserv
[442] grazytgrazynatt
[442] #influencerpromotion
[422] #promoedutech
[385] #yourplatformwiththeheart
[302] marshacollier
[295] #ai
[276] #tech
[275] #iot
[221] chidambara09

Top Words in Tweet in G3:
[103] andrewincontact
[86] #business
[77] #ai
[48] #artificialintelligence
[34] #cx
[34] customer
[33] #5g
[32] #tech
[32] 5g
[30] service

Top Words in Tweet in G4:
[87] #custserv
[67] #cx
[46] customer
[29] #cctr
[24] #contactcenter
[23] customers
[20] service
[18] experience
[16] explains
[16] verint

Top Words in Tweet in G5:
[66] #custserv
[58] #cx
[33] #cctr
[31] five9
[30] #contactcenter
[26] #crm
[24] #custexp
[24] #customerservice
[18] genesys
[15] #ccaas

Top Words in Tweet in G6:
[147] #custserv
[51] service
[49] customer
[44] #customerservice
[39] #cx
[34] #customerexperience
[26] orscheln
[22] #callcenter
[18] more
[17] home

Top Words in Tweet in G7:
[130] #custserv
[113] #cx
[103] customer
[40] service
[36] #custexp
[32] experience
[30] digi_desk
[20] mycustomer
[20] #cctr
[19] achieve

Top Words in Tweet in G8:
[58] #custserv
[41] #cx
[29] #sales
[29] #custexp
[28] #marketing
[20] #ai
[19] #data
[18] #helpdesk
[16] #datamigration
[15] #machinelearning

Top Words in Tweet in G9:
[154] #custserv
[152] congrats
[152] #customerexperience
[150] #retail
[115] top
[115] rating
[37] feedback
[32] lowes
[14] nsw
[13] greggsofficial

Top Words in Tweet in G10:
[48] #custserv
[42] katenasser
[27] customer
[22] leading
[19] #cx
[18] service
[17] morale
[13] #peopleskills
[13] #customerservice
[11] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[377] #yourplatformwiththeheart,#promoedutech
[320] #promoedutech,#influencerpromotion
[293] #ai,#iot
[283] #iot,#tech
[266] customer,service
[259] #influencerpromotion,#ai
[233] #tech,#fintech
[192] #cx,#custserv
[150] #retail,#custserv
[148] #customerexperience,#retail

Top Word Pairs in Tweet in G1:
[132] full,name
[105] name,email
[91] please,dm
[91] order,number
[63] sorry,hear
[62] dm,full
[62] hm_custserv,hi
[61] chat,soon
[51] send,dm
[47] email,address

Top Word Pairs in Tweet in G2:
[344] #yourplatformwiththeheart,#promoedutech
[284] #promoedutech,#influencerpromotion
[262] #ai,#iot
[255] #iot,#tech
[232] #influencerpromotion,#ai
[209] #tech,#fintech
[98] #fintech,#megatrends
[88] customer,service
[84] #yourmustread,#influencerpromotion
[74] contact,#yourplatformwiththeheart

Top Word Pairs in Tweet in G3:
[30] customer,service
[24] driving,#business
[24] #business,value
[23] #artificialintelligence,technologies
[23] technologies,driving
[23] value,info
[23] info,globaliqx
[23] globaliqx,covers
[23] covers,many
[23] many,life

Top Word Pairs in Tweet in G4:
[20] #cx,#custserv
[16] #custserv,#cx
[15] dick,bucci
[13] taxpayers,customers
[13] verint,guest
[13] guest,blog
[13] blog,dick
[13] bucci,explains
[12] customer,experience
[11] explains,taxpayers

Top Word Pairs in Tweet in G5:
[23] #custserv,#customerservice
[20] #crm,#cctr
[19] #cctr,#contactcenter
[18] #contactcenter,#custserv
[18] #customerservice,#cx
[17] #custserv,#custexp
[14] contact,center
[13] #custexp,#cx
[8] genesys,#custserv
[7] latest,article

Top Word Pairs in Tweet in G6:
[30] customer,service
[15] #custserv,#customerexperience
[13] #custserv,#cx
[12] #customerservice,#training
[12] #training,#custserv
[12] #customerexperience,#callcenter
[12] #callcenter,#businesssuccess
[12] #businesssuccess,#communication
[12] #communication,#trainingprogram
[12] #trainingprogram,#elearning

Top Word Pairs in Tweet in G7:
[71] #cx,#custserv
[33] customer,service
[31] #custexp,#cx
[16] service,transformation
[16] transformation,vital
[16] vital,virgin
[16] virgin,experience
[16] experience,days'
[16] days',survival
[14] #custserv,#cx

Top Word Pairs in Tweet in G8:
[31] #cx,#custserv
[16] #custexp,#cx
[16] #data,#datamigration
[16] #datamigration,#helpdesk
[15] #custserv,#data
[14] #marketing,#sales
[11] #customerservice,#customersupport
[10] #ai,#machinelearning
[10] #online,panel
[10] panel,discussion

Top Word Pairs in Tweet in G9:
[149] #retail,#custserv
[148] #customerexperience,#retail
[115] top,rating
[114] rating,#customerexperience
[37] feedback,#customerexperience
[9] nsw,top
[8] vic,top
[5] nsw,feedback
[4] congrats,karen
[4] park,top

Top Word Pairs in Tweet in G10:
[18] customer,service
[12] leading,morale
[10] global,#peopleskillschat
[10] #peopleskillschat,host
[10] host,katenasser
[10] sun,10am
[10] explore,diverse
[9] people,skills
[8] diverse,topics
[7] #custserv,#customerservice

Top Replied-To
Top Replied-To in Entire Graph:
@hm_custserv
@marshacollier
@gregortbach
@immarkbernhardt
@markc_avgi
@ideakid88
@sudoyle
@justinmrobbins
@kevinoinsc
@danicaworthy

Top Replied-To in G1:
@hm_custserv
@graf_zwiebel
@paolamadeley
@hay13y82
@herr_stoever
@sheogorat2k5
@syntaxos
@ye2zed
@sashbezz
@alhathal_f

Top Replied-To in G2:
@marshacollier
@gregortbach
@markc_avgi
@immarkbernhardt
@ideakid88
@sudoyle
@justinmrobbins
@kevinoinsc
@danicaworthy
@maewmb

Top Replied-To in G4:
@justintimecx
@justinmrobbins
@murphyjfraser

Top Replied-To in G5:
@workwave
@tcn
@8x8
@pega
@five9
@richarddumas
@mparticle
@bill_donlan
@aspectsoftware
@talkdesk

Top Replied-To in G10:
@techrseries

Top Mentioned
Top Mentioned in Entire Graph:
@grazytgrazynatt
@marshacollier
@influencerprom1
@andrewincontact
@chidambara09
@gregortbach
@fmfrancoise
@sebbourguignon
@hm_custserv
@andreabensaid7

Top Mentioned in G1:
@hm_custserv
@hm
@gertrance
@dirkbohl
@hermesparcels
@hmunitedkingdom
@phischstaebchen
@darkspidergn
@blackstylelatex
@sheogorat2k5

Top Mentioned in G2:
@grazytgrazynatt
@influencerprom1
@marshacollier
@chidambara09
@gregortbach
@fmfrancoise
@sebbourguignon
@andreabensaid7
@fayejeff
@albertoemachado

Top Mentioned in G3:
@andrewincontact
@antgrasso
@globaliqx
@ipfconline1
@zendesk
@paula_piccard
@enricomolinari
@pwc
@mckinsey_mgi
@ingliguori

Top Mentioned in G4:
@verint
@kdawsonvr
@susanhash
@customerisfirst
@jtwatkin
@stephaniethum
@toister
@debbieszumylo
@jeanniecw
@mikeaoki

Top Mentioned in G5:
@five9
@genesys
@blairplez
@bcstrat
@talkdesk
@crm
@glancenetworks
@avaya
@arnoldjon
@customerthink

Top Mentioned in G6:
@yurbi
@melkettle

Top Mentioned in G7:
@digi_desk
@mycustomer
@callcentrehelp
@ipsosmori
@hyken
@microsoftteams
@thecxinsights
@blakemichellem
@helpscout
@fonolo

Top Mentioned in G8:
@peterlavers
@ibm
@pega
@dangalante
@salesforce
@customerattuned
@kirkdborne
@business_ai
@servicecloud
@ibmwatson

Top Mentioned in G9:
@lowes
@greggsofficial
@marksandspencer
@bunnings
@kmart_australia
@danmurphys
@bandq_help
@halfords_uk
@harveynormanau
@morrisons

Top Mentioned in G10:
@katenasser
@peopleskill
@forbes
@cmswire
@kareanderson
@billquiseng
@stevedigioia
@hyken
@adrianswinscoe
@andrewincontact

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@sectest9
@easy_branches
@cybersec_feeds
@chidambara09
@xaelbot
@evankirstel
@southwestair
@sainsburys
@codedailybot

Top Tweeters in G1:
@boersende
@momsfocus
@cardeaframez
@foreverstyles_
@kingcalmette
@hermesparcels
@hm_custserv
@ggndrirock
@its_tasha_baby
@idfkmack

Top Tweeters in G2:
@sectest9
@easy_branches
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@ssscoop475
@codernotesbot
@cybersecurityn8
@stevekrohn

Top Tweeters in G3:
@evankirstel
@ssxman2
@hubofml
@sdreyse
@ilovebooks786
@jfsebastian146
@ricardo_ik_ahau
@thecuriousluke
@wordfinga
@fastcompany

Top Tweeters in G4:
@southwestair
@diversityup
@annettefranz
@clearaction
@sueduris
@dgingiss
@teambuzzbuilder
@jeanniecw
@ventanaresearch
@stephaniethum

Top Tweeters in G5:
@enriquen
@smallbizrescafe
@bcstrat
@grubhub
@freedomfirecom
@capgemini
@davemichels
@drnatalie
@contactcenter
@thomjeff

Top Tweeters in G6:
@fsonnenberg
@madalynsklar
@melkettle
@jamestownsend
@iconohash
@rachelloumiller
@sarahkaiser557
@twieberneit
@peterfromottawa
@sugarcrm

Top Tweeters in G7:
@signoraldo
@starbucks
@advisorpedia
@harvardbiz
@ceoworld
@yixuantu1
@computerweekly
@blakemichellem
@paolofabrizio71
@flavmartins

Top Tweeters in G8:
@rwang0
@humanre41270855
@gmail
@education_24x7
@ucas_online
@holgermu
@bubbles4tw
@kirkdborne
@brainroaring
@fadanconsultant

Top Tweeters in G9:
@tesco
@sainsburys
@marksandspencer
@morrisons
@knowhowtohelp
@waitrose
@cpwtweets
@jdhelpteam
@lowes
@greggsofficial

Top Tweeters in G10:
@trippbraden
@twilli2861
@forbes
@jamesvgingerich
@katenasser
@jandis_price
@cbechervaise
@danielnewmanuv
@cmswire
@travel_biz_news


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