custserv, Twitter, 8/28/2022 3:41:20 AM, 280844


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custserv_2022-08-27_19-47-20.xlsx
custserv_2022-08-27_19-47-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 28, 2022
Short Description:
custserv via NodeXL https://bit.ly/3QZMVFo
@hm_custserv
@fmfrancoise
@marshacollier
@grazytgrazynatt
@mentalmarketer
@gregortbach
@paycompliment
@kirkdborne
@xceltrait
@drnatalie

Top hashtags:
#custserv
#cx
#customerexperience
#ex
#rox
#retail
#experienceeconomy
#ai

Description:
Description
The graph represents a network of 1,212 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 Sunday, 28 August 2022 at 02:50 UTC.

The requested start date was Sunday, 28 August 2022 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 12-day, 7-hour, 21-minute period from Sunday, 14 August 2022 at 00:03 UTC to Friday, 26 August 2022 at 07:24 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 : 1212
Unique Edges : 1318
Edges With Duplicates : 3601
Total Edges : 4919
Number of Edge Types : 5
Retweet : 653
MentionsInRetweet : 1154
Replies to : 1301
Mentions : 1415
Tweet : 396
Self-Loops : 436
Reciprocated Vertex Pair Ratio : 0.168478260869565
Reciprocated Edge Ratio : 0.288372093023256
Connected Components : 71
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 1045
Maximum Edges in a Connected Component : 4625
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.339243
Graph Density : 0.0013183605726386
Modularity : 0.304902
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,212 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 Sunday, 28 August 2022 at 02:50 UTC.

The requested start date was Sunday, 28 August 2022 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 12-day, 7-hour, 21-minute period from Sunday, 14 August 2022 at 00:03 UTC to Friday, 26 August 2022 at 07:24 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:
[298] https://www.paycompliment.com/
[53] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[20] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[16] https://www.linkedin.com/pulse/design-thinking-vs-systems-luke-soon/
[12] https://keithdawson.ventanaresearch.com/customer-data-platforms-essential-for-effective-customer-experience?utm_campaign=Expertise
[12] -
[12] Customer
[7] https://www.mckinsey.com/industries/electric-power-and-natural-gas/our-insights/how-utilities-can-use-advanced-analytics-to-elevate-customer-experience
[7] https://www.callcentrehelper.com/six-steps-to-cx-transformation-209891.htm
[7] https://www.linkedin.com/pulse/customer-journey-orchestration-luke-soon/

Top URLs in Tweet in G1:
[53] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[2] https://cl.hm.com/devoluciones-de-compras-online?utm_source=twitter&utm_campaign=__customer_care_h%26m
[1] https://www2.hm.com/de_ch/productpage.1029084001.html
[1] https://www2.hm.com/es_mx/customer-service/contacto.html
[1] https://www2.hm.com/en_gb/productpage.1081953001.html?utm_source=twitter&utm_campaign=__customer_care_h%26m
[1] https://www2.hm.com/en_gb/productpage.0989785002.html?utm_source=twitter&utm_campaign=__customer_care_h%26m
[1] https://www2.hm.com/en_gb/productpage.1031889014.html?utm_source=twitter&utm_campaign=__customer_care_h%26m
[1] http://www.hm.com/
[1] https://www2.hm.com/en_in/productpage.0685816001.html
[1] https://www2.hm.com/en_gb/customer-service/contact.html

Top URLs in Tweet in G2:
[16] https://www.linkedin.com/pulse/design-thinking-vs-systems-luke-soon/
[7] https://www.mckinsey.com/industries/electric-power-and-natural-gas/our-insights/how-utilities-can-use-advanced-analytics-to-elevate-customer-experience
[7] https://www.linkedin.com/posts/lukesoon_designthinking-infinitejourneys-servdes-activity-6957509757234520064-lyd1?utm_source=linkedin_share&utm_medium=member_desktop_web
[6] https://www.linkedin.com/pulse/experience-led-transformation-luke-soon/
[6] https://www.linkedin.com/pulse/customer-journey-orchestration-luke-soon/
[6] https://news.google.com/articles/CBMiRGh0dHBzOi8vdmlydHVhbGl6YXRpb25yZXZpZXcuY29tL2FydGljbGVzLzIwMjIvMDgvMTgvYWZyaWNhcmFyZS5hc3B40gEA?hl=en-SG&gl=SG&ceid=SG%3Aen
[5] https://www.linkedin.com/pulse/next-best-action-delivering-purposeful-profitable-cx-luke-soon-1c/
[5] https://redirect.viglink.com?u=https%3A%2F%2Fwww.nytimes.com%2F2022%2F08%2F18%2Fstyle%2Fvirtual-dating-metaverse.html&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[4] https://news.google.com/articles/CBMiXWh0dHBzOi8vd3d3LmNtc3dpcmUuY29tL2N1c3RvbWVyLWV4cGVyaWVuY2UvaG93LXRvLW1ha2UtY3gtbGVzcy1zcXVpc2h5LWFuZC1tb3JlLWRhdGEtZHJpdmVuL9IBYWh0dHBzOi8vd3d3LmNtc3dpcmUuY29tL2N1c3RvbWVyLWV4cGVyaWVuY2UvaG93LXRvLW1ha2UtY3gtbGVzcy1zcXVpc2h5LWFuZC1tb3JlLWRhdGEtZHJpdmVuL2FtcC8?hl=en-SG&gl=SG&ceid=SG%3Aen
[4] https://www.cmswire.com/customer-experience/how-cmos-can-master-their-new-job-leading-customer-experience/

Top URLs in Tweet in G3:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280447
[2] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[1] https://twitter.com/EmmanuelMacron/status/1454779926813491200?s=20
[1] https://twitter.com/wanderingstarz1/status/726085724626391041?s=20
[1] https://twitter.com/wanderingstarz1/status/1454080178376876033?s=20
[1] https://twitter.com/fayejeff/status/1561941683486457856?s=20&t=5SFNi_hCoPEsJwcuPDGaKw
[1] https://www.linkedin.com/pulse/journey-analytics-new-science-human-experience-infinite-luke-soon/
[1] https://twitter.com/Hyken/status/1560069112532967425
[1] https://twitter.com/Hyken/status/1557759036400992256

Top URLs in Tweet in G4:
[17] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[7] https://www.chatbot.com/?a=2ofB4EenR&utm_source=PP&utm_medium=short_link
[3] https://stevedigioia.com/blog/10-smart-ways-to-cater-to-your-local-customers/
[1] https://blogs.servicenow.com/2020/a-connected-financial-organization.html
[1] https://xceltrait.com/application-maintenance-support/
[1] https://xceltrait.com/blogs/how-servicenow-csm-tackles-the-most-common-challenges-in-case-management/
[1] https://www.everestgrp.com/2020-10-design-thinking-in-customer-experience-key-steps-market-insights-.html
[1] https://www.roberthalf.com/blog/management-tips/customer-service-at-its-best-and-worst
[1] https://www.inceptresults.com/blog/cx-statistics-you-need-to-know-for-2022
[1] https://financesonline.com/customer-service-trends/

Top URLs in Tweet in G5:
[298] https://www.paycompliment.com/

Top URLs in Tweet in G6:
[7] https://www.callcentrehelper.com/six-steps-to-cx-transformation-209891.htm
[4] https://www.mycustomer.com/customer-experience/engagement/how-can-leaders-create-conditions-for-all-employees-to-deliver
[3] https://www.callcentrehelper.com/video-has-a-mainstream-future-209485.htm
[3] https://www.mycustomer.com/customer-experience/loyalty/the-biggest-miss-on-business-radars-why-emotional-attachment-is-the-key
[3] https://www.callcentrehelper.com/customer-service-vocabulary-204317.htm
[3] https://www.callcentrehelper.com/how-to-build-a-customer-centric-team-213007.htm
[3] https://www.callcentrehelper.com/there-are-three-clear-knowledge-base-benefits-209533.htm
[3] https://www.callcentrehelper.com/contact-centre-might-lack-customer-service-fix-it-212353.htm
[3] https://www.callcentrehelper.com/how-often-should-you-seek-customer-feedback-212297.htm
[3] https://www.callcentrehelper.com/customer-service-motivation-made-easy-7-simple-steps-213121.htm

Top URLs in Tweet in G7:
[2] https://blogs.oracle.com/cx/post/digital-first-customer-service-offering-unique-service-experiences?source=:so:tw:or:awr:ocx:::&SC=:so:tw:or:awr:ocx:::&pcode=
[1] https://youtu.be/PIA9lkxhygA
[1] https://golfbusiness.com/custserv.aspx
[1] http://itscue.com/
[1] https://www.fusebill.com/are-you-driving-away-your-customers-infographic
[1] https://www.codelessplatforms.com/blog/what-is-a-customer-portal/?utm_source=t.co&utm_medium=referral&utm_campaign=twitter
[1] https://www.fiverr.com/sharjeelkhan932/do-professional-photoshop-manipulation-or-any-editing-work?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19781137_|afp0:random-hashtag|afp1:sharjeelkhan932/do-professional-photoshop-manipulation-or-any-editing-work|afp2:headshop,engage,multigenerational,contactcenter,performance,cctr,customerservice,custserv&show_join=true
[1] https://www.buzzsprout.com/1844427/11122405
[1] https://blogs.oracle.com/cx/post/oracle-agent-insights-turns-customer-intelligence-into-action?source=:so:tw:or:awr:ocx:::&SC=:so:tw:or:awr:ocx:::&pcode=
[1] https://www.oracle.com/cx/service/?source=:so:tw:or:awr:ocx:::&SC=:so:tw:or:awr:ocx:::&pcode=

Top URLs in Tweet in G8:
[1] https://onholdwith.com/company/?disney
[1] https://onholdwith.com/company/?air_new_zealand
[1] https://onholdwith.com/company/?irs
[1] https://onholdwith.com/company/?adt_security_services
[1] https://onholdwith.com/company/?t_mobile
[1] https://onholdwith.com/company/?paypal
[1] https://onholdwith.com/company/?royal_bank_of_canada

Top URLs in Tweet in G9:
[1] https://katenasser.com/leadership-breed-accountability-not-blame-success-employee-engagement/
[1] http://www.ewriteonline.com/no-more-nonpologies-learn-to-apologize-to-customers-like-you-mean-it/
[1] https://www.podbean.com/media/share/pb-wx578-df977c?utm_campaign=w_share_ep&utm_medium=dlink&utm_source=w_share
[1] https://www.playvox.com/blog/coaching-strategies-to-improve-csr-writing-skills/
[1] https://twitter.com/LeslieO/status/1561692175338856448

Top URLs in Tweet in G10:
[5] https://www.inbenta.com/en/blog/whats-new-in-customer-service-trends-for-2022/
[1] https://news.google.com/articles/CBMiTWh0dHBzOi8vbWFydGVjaC5vcmcvd2h5LW1hcnRlY2gtaW50ZWdyYXRpb24tbmVlZHMtbW9yZS10aGFuLXRlY2huaWNhbC1za2lsbHMv0gEA?hl=en-SG&gl=SG&ceid=SG%3Aen
[1] https://www.linkedin.com/pulse/customer-journey-orchestration-luke-soon/
[1] https://www.analyticsinsight.net/from-farming-to-sex-10-things-you-can-do-in-metaverse/
[1] https://www.malaymail.com/news/tech-gadgets/2022/08/20/would-you-spend-four-hours-a-day-in-the-metaverse/23734
[1] https://redirect.viglink.com?u=https%3A%2F%2Fwww.financialexpress.com%2Fdigital-currency%2Fhow-metaverse-is-shaping-the-present%2F2637150%2F&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://news.google.com/articles/CAIiECKk8GsH3sU24_X8EFuBELIqFAgEKg0IACoGCAowlIEBMLEXMOc_?uo=CAUiO2h0dHBzOi8vdGVjaGNydW5jaC5jb20vMjAyMi8wOC8xOS9tYXJrLWktc3VyZS1ob3BlLWl0LWlzbnQv0gEA&hl=en-SG&gl=SG&ceid=SG%3Aen
[1] https://news.google.com/articles/CBMiVWh0dHBzOi8vYnVzaW5lc3NvZmhvbWUuY29tL2FydGljbGVzL2hvdy1kby15b3Uta25vdy13aGVuLWEtY2xpZW50LWlzbi10LXRoZS1yaWdodC1maXTSAQA?hl=en-SG&gl=SG&ceid=SG%3Aen

Top Domains
Top Domains in Tweet in Entire Graph:
[298] paycompliment.com
[125] google.com
[94] twitter.com
[69] linkedin.com
[61] careerarc.com
[28] callcentrehelper.com
[25] hm.com
[25] analyticsinsight.net
[19] cmswire.com
[17] salespop.net

Top Domains in Tweet in G1:
[54] twitter.com
[25] hm.com
[1] address.chat
[1] hmgroup.com
[1] wearing.how
[1] refund.im

Top Domains in Tweet in G2:
[120] google.com
[65] linkedin.com
[29] twitter.com
[10] viglink.com
[9] forbes.com
[9] cmswire.com
[7] mckinsey.com
[6] fonolo.com
[5] kotaku.com
[5] yahoo.com

Top Domains in Tweet in G3:
[6] twitter.com
[3] nodexlgraphgallery.org
[2] analyticsinsight.net
[1] linkedin.com

Top Domains in Tweet in G4:
[17] analyticsinsight.net
[8] chatbot.com
[4] livevox.com
[3] stevedigioia.com
[2] xceltrait.com
[2] cssamerica.com
[2] google.com
[1] servicenow.com
[1] everestgrp.com
[1] roberthalf.com

Top Domains in Tweet in G5:
[298] paycompliment.com

Top Domains in Tweet in G6:
[28] callcentrehelper.com
[11] customerthink.com
[10] genesys.com
[8] mycustomer.com
[8] cmswire.com
[6] smartcustomerservice.com
[4] brightmetrics.com
[4] destinationcrm.com
[3] speechtechmag.com
[1] forbes.com

Top Domains in Tweet in G7:
[8] givainc.com
[4] oracle.com
[3] uniphore.com
[3] mailchi.mp
[2] twitter.com
[2] pfgregg.com
[2] franksonnenbergonline.com
[1] youtu.be
[1] golfbusiness.com
[1] itscue.com

Top Domains in Tweet in G8:
[7] onholdwith.com

Top Domains in Tweet in G9:
[1] katenasser.com
[1] ewriteonline.com
[1] podbean.com
[1] playvox.com
[1] twitter.com

Top Domains in Tweet in G10:
[5] inbenta.com
[3] google.com
[1] linkedin.com
[1] analyticsinsight.net
[1] malaymail.com
[1] viglink.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1583] custserv
[504] cx
[340] customerexperience
[288] ex
[251] rox
[247] retail
[176] experienceeconomy
[172] ai
[158] designthinking
[154] hx



Top Hashtags in Tweet in G1:
[7] evri
[3] customerservice
[2] evridelivery
[2] hermes
[2] bycotthnm
[1] hmxme
[1] hmkids
[1] hmmexico
[1] customer
[1] service

Top Hashtags in Tweet in G2:
[910] custserv
[333] cx
[274] ex
[238] rox
[171] experienceeconomy
[158] designthinking
[153] hx
[153] infinitejourneys
[129] metaverse
[126] futureofwork

Top Hashtags in Tweet in G3:
[73] influencerpromotion
[63] promoedutech
[38] yourmustread
[37] ai
[33] cybersecurity
[32] topcasestudy
[32] tech
[29] custserv
[29] socialpromoedutech
[27] iot

Top Hashtags in Tweet in G4:
[43] cx
[42] custserv
[27] ai
[21] customerservice
[18] customerexperience
[18] bigdata
[18] datascience
[17] deeplearning
[13] infographic
[11] customersatisfaction

Top Hashtags in Tweet in G5:
[298] custserv
[296] customerexperience
[246] retail
[25] burger
[12] food
[3] auspost
[2] beer
[2] healthcare
[2] grill
[2] praise

Top Hashtags in Tweet in G6:
[78] custserv
[58] cx
[32] cctr
[26] custexp
[14] contactcenter
[13] crm
[13] customerservice
[5] analytics
[5] automation
[3] csat

Top Hashtags in Tweet in G7:
[41] custserv
[17] cx
[11] customerservice
[5] cctr
[5] customerexperience
[4] contactcenter
[4] customersupport
[4] itsm
[4] callcenter
[3] custexp

Top Hashtags in Tweet in G8:
[8] custserv
[7] onholdwith

Top Hashtags in Tweet in G9:
[15] custserv
[4] quotes
[3] peopleskills
[2] defensiveness
[2] healthcare
[2] cctr
[2] leadmorale
[2] cx
[2] customers
[2] email

Top Hashtags in Tweet in G10:
[12] cx
[12] custserv
[7] ex
[6] rox
[5] ai
[5] bigdata
[3] experienceeconomy
[2] metaverse
[1] futureofwork

Top Words
Top Words in Tweet in Entire Graph:
[1584] #custserv
[530] hm_custserv
[505] #cx
[340] #customerexperience
[317] customer
[300] congrats
[294] please
[289] #ex
[274] address
[268] mentalmarketer

Top Words in Tweet in G1:
[506] hm_custserv
[287] please
[271] address
[253] dm
[215] order
[193] email
[166] hi
[162] full
[162] name
[154] sorry

Top Words in Tweet in G2:
[910] #custserv
[333] #cx
[275] #ex
[247] mentalmarketer
[246] marshacollier
[238] #rox
[226] gregortbach
[171] #experienceeconomy
[158] #designthinking
[153] #hx

Top Words in Tweet in G3:
[92] grazytgrazynatt
[76] influencerprom1
[73] #influencerpromotion
[63] #promoedutech
[38] #yourmustread
[37] #ai
[33] #cybersecurity
[32] #topcasestudy
[32] #tech
[29] #custserv

Top Words in Tweet in G4:
[43] #cx
[42] #custserv
[27] #ai
[21] #customerservice
[18] #customerexperience
[18] #bigdata
[18] #datascience
[18] kirkdborne
[17] future
[17] different

Top Words in Tweet in G5:
[298] congrats
[298] #custserv
[296] #customerexperience
[246] #retail
[211] top
[211] rating
[85] feedback
[76] lowes
[25] #burger
[23] bandq_help

Top Words in Tweet in G6:
[78] #custserv
[58] #cx
[36] customer
[32] #cctr
[28] callcentrehelp
[26] #custexp
[25] digi_desk
[22] cx
[14] #contactcenter
[13] #crm

Top Words in Tweet in G7:
[41] #custserv
[17] service
[17] #cx
[15] customer
[11] #customerservice
[11] customers
[10] agents
[8] time
[7] center
[7] need

Top Words in Tweet in G8:
[8] #custserv
[7] frustrated
[7] people
[7] #onholdwith
[7] others
[7] more
[2] paypal
[2] vendor

Top Words in Tweet in G9:
[15] #custserv
[6] customer
[5] iamokema
[5] skills
[4] chat
[4] more
[4] kate
[4] nasser
[4] people
[4] coach

Top Words in Tweet in G10:
[12] #cx
[12] #custserv
[9] mentalmarketer
[7] #ex
[6] #rox
[5] customer
[5] service
[5] trends
[5] 2022
[5] inbenta

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[339] #cx,#custserv
[260] #custserv,#ex
[246] #customerexperience,#retail
[246] #retail,#custserv
[225] #ex,#rox
[211] top,rating
[208] rating,#customerexperience
[157] #rox,#experienceeconomy
[152] full,name
[115] #experienceeconomy,#futureofwork

Top Word Pairs in Tweet in G1:
[152] full,name
[104] email,address
[95] billing,address
[89] order,number
[89] happy,help
[85] understand,concern
[83] please,share
[80] address,billing
[79] request,please
[79] address,dm

Top Word Pairs in Tweet in G2:
[266] #cx,#custserv
[249] #custserv,#ex
[214] #ex,#rox
[152] #rox,#experienceeconomy
[113] #experienceeconomy,#futureofwork
[109] #defi,#daos
[106] #daos,#nfts
[97] #futureofwork,#futureback
[97] #infinitejourneys,#designthinking
[93] #futureback,#infinitejourneys

Top Word Pairs in Tweet in G3:
[46] #promoedutech,#influencerpromotion
[36] grazytgrazynatt,influencerprom1
[32] #influencerpromotion,#topcasestudy
[27] #socialpromoedutech,academy
[25] #yourplatformwiththeheart,#promoedutech
[25] #influencerpromotion,#ai
[25] #ai,#iot
[25] #iot,#tech
[23] #tech,#data
[22] wish,successful

Top Word Pairs in Tweet in G4:
[18] #bigdata,#datascience
[17] future,#ai
[17] #ai,different
[17] different,industries
[17] industries,#bigdata
[17] #datascience,#deeplearning
[16] kirkdborne,future
[16] #deeplearning,#machinelearni
[11] #custserv,#cx
[9] #cx,#custserv

Top Word Pairs in Tweet in G5:
[246] #customerexperience,#retail
[246] #retail,#custserv
[211] top,rating
[208] rating,#customerexperience
[85] feedback,#customerexperience
[25] #customerexperience,#burger
[25] #burger,#custserv
[12] #customerexperience,#food
[12] #food,#custserv
[8] congrats,lowes

Top Word Pairs in Tweet in G6:
[42] #cx,#custserv
[26] #custserv,#custexp
[15] callcentrehelp,#cctr
[15] #cctr,#custserv
[13] #cctr,#contactcenter
[13] #custserv,#customerservice
[13] #customerservice,#cx
[12] #crm,#cctr
[11] #contactcenter,#custserv
[10] customer,service

Top Word Pairs in Tweet in G7:
[5] #custserv,#cx
[5] #cx,#custserv
[4] #customerservice,#custserv
[4] learn,more
[4] customer,service
[4] call,center
[3] happier,#custserv
[3] #custserv,agents
[3] agents,happier
[3] happier,customers

Top Word Pairs in Tweet in G8:
[7] frustrated,people
[7] people,#onholdwith
[7] others,more
[7] more,#custserv

Top Word Pairs in Tweet in G9:
[4] kate,nasser
[4] nasser,people
[4] people,skills
[4] skills,coach
[2] iamokema,sometimes
[2] sometimes,matters
[2] matters,#custserv
[2] right,iamokema
[2] iamokema,agent
[2] agent,makes

Top Word Pairs in Tweet in G10:
[7] #cx,#custserv
[7] #custserv,#ex
[6] #ex,#rox
[5] customer,service
[5] service,trends
[5] trends,2022
[5] 2022,inbenta
[5] inbenta,#custserv
[5] #custserv,#ai
[5] #ai,#cx

Top Replied-To
Top Replied-To in Entire Graph:
@hm_custserv
@marshacollier
@gregortbach
@kevinoinsc
@dreavilleneuve
@markc_avgi
@uenlightenme
@mattbikewith
@dekebridges
@ideakid88

Top Replied-To in G1:
@hm_custserv
@hklhkl10
@hm
@hmindia
@jennifer_3_
@roguetravis
@annsom
@_abigaillbrown
@naomiishier15
@darshanm

Top Replied-To in G2:
@marshacollier
@gregortbach
@kevinoinsc
@dreavilleneuve
@markc_avgi
@mattbikewith
@uenlightenme
@mentalmarketer
@dekebridges
@ideakid88

Top Replied-To in G3:
@wanderingstarz1
@influencerprom1
@emmanuelmacron
@fayejeff
@grazytgrazynatt

Top Replied-To in G4:
@mckinsey

Top Replied-To in G6:
@chatbot
@be_authenticx
@gliainc
@niceltd
@ujetcx
@observeai
@callminer
@infobip
@3clogic

Top Replied-To in G9:
@iamokema
@hatethisstate

Top Mentioned
Top Mentioned in Entire Graph:
@mentalmarketer
@gregortbach
@marshacollier
@grazytgrazynatt
@hm_custserv
@influencerprom1
@lowes
@markc_avgi
@hm
@mattbikewith

Top Mentioned in G1:
@hm_custserv
@hm
@hmindia
@hmunitedkingdom
@jagograhakjago
@parlez_me_ntory
@evri_delivery
@consumerreports
@melindiscott
@xmegzz_

Top Mentioned in G2:
@mentalmarketer
@gregortbach
@marshacollier
@markc_avgi
@mattbikewith
@ideakid88
@dreavilleneuve
@jedhunter1
@curtbuthman
@uenlightenme

Top Mentioned in G3:
@grazytgrazynatt
@influencerprom1
@promoedutech
@_____yo_____yo
@heroldbarton
@ai_miami
@peterleah18
@vipeurope5
@pestochampion
@srinualme

Top Mentioned in G4:
@kirkdborne
@xceltrait
@chatbotcom
@mentalmarketer
@hooshangnet
@susanhash
@mckinsey
@softclouds
@mindbreeze
@stevedigioia

Top Mentioned in G5:
@lowes
@bandq_help
@knowhowtohelp
@mcdonaldsuk
@sainsburys
@halfords_uk
@homedepot
@argos_online
@marksandspencer
@myer

Top Mentioned in G6:
@callcentrehelp
@digi_desk
@genesys
@customerthink
@mycustomer
@drnatalie
@crm
@clearaction
@imarcgr
@forbes

Top Mentioned in G7:
@teammom2006
@techsmartboss

Top Mentioned in G8:
@paypal
@disney
@princessofblogs
@flyairnz
@stocksnboxing
@irstaxpros
@thesgtjoker
@adt
@billyy951
@tmobile

Top Mentioned in G9:
@iamokema
@leslieo
@katenasser
@royatkinson
@grazie1110
@billquiseng
@mikemoore_
@callcentericmi
@nealtopf

Top Mentioned in G10:
@mentalmarketer
@inbenta
@ipfconline1
@hele
@helene_wpli
@marshacollier
@fisher85m
@chboursin
@jimmarous
@stratorob

Top Tweeters
Top Tweeters in Entire Graph:
@virginmedia
@sectest9
@easy_branches
@chidambara09
@xaelbot
@cybersecurityn8
@united
@klm
@southwestair
@sainsburys

Top Tweeters in G1:
@paytmcare
@aajtak
@parlez_me_ntory
@paytmbankcare
@hm_custserv
@la_contumaz
@shareena1983
@bandbajaateraho
@csherayi
@imahyperlover

Top Tweeters in G2:
@jilliemary
@rosatrunk
@calcaware
@godfrey_g_
@rockchristopher
@edward733
@marshacollier
@clockworkhamma
@forbes
@designthinkbot

Top Tweeters in G3:
@sectest9
@easy_branches
@chidambara09
@xaelbot
@cybersecurityn8
@fabriciosx
@rvp
@drjimmystar
@stevekrohn
@datsyuklover

Top Tweeters in G4:
@rahul05ranjan
@codewithtwitchi
@goaidev
@thecuriousluke
@pyscalellc
@datasciencebot_
@kirkdborne
@markj_ohnson
@shybot7
@dasfintechbot

Top Tweeters in G5:
@sainsburys
@telstra
@marksandspencer
@farm_machinery_
@knowhowtohelp
@auspost
@waitrose
@nextofficial
@kohls
@lowes

Top Tweeters in G6:
@enriquen
@jobinindia
@iotworlds
@hubspot
@clearaction
@drnatalie
@paolofabrizio71
@btcnasia
@customerthink
@sm_telecomm

Top Tweeters in G7:
@fsonnenberg
@chrisrcason
@sweetbutkanana
@plefoll
@williamcmurray
@vshankar05
@jeremyharpham
@oraclecx
@fusebill
@oracleservcloud

Top Tweeters in G8:
@askpaypal
@tmobile
@flyairnz
@adt
@thesgtjoker
@rbc
@disney
@irstaxpros
@onholdwith
@teamsrock

Top Tweeters in G9:
@twilli2861
@katenasser
@mikemoore_
@royatkinson
@iamokema
@rutendocee
@leslieo
@callcentericmi
@toister
@grazie1110

Top Tweeters in G10:
@education_24x7
@ssxman2
@ipfconline1
@hatzbymm
@stratorob
@chboursin
@jimmarous
@fisher85m
@helene_wpli
@ideasurf


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