custserv, Twitter, 9/4/2022 3:44:40 AM, 281248


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custserv_2022-09-03_19-47-20.xlsx
custserv_2022-09-03_19-47-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 04, 2022
Short Description:
custserv via NodeXL https://bit.ly/3TFQpOO
@hm_custserv
@fmfrancoise
@grazytgrazynatt
@gregortbach
@marshacollier
@mentalmarketer
@paycompliment
@xceltrait
@influencerprom1
@drnatalie

Top hashtags:
#custserv
#cx
#ex
#rox
#customerexperience
#retail
#designthinking

Description:
Description
The graph represents a network of 1,297 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, 04 September 2022 at 02:51 UTC.

The requested start date was Sunday, 04 September 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 13-day, 7-hour, 20-minute period from Sunday, 21 August 2022 at 00:03 UTC to Saturday, 03 September 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 : 1297
Unique Edges : 1443
Edges With Duplicates : 3805
Total Edges : 5248
Number of Edge Types : 5
Mentions : 1489
Replies to : 1213
Tweet : 470
MentionsInRetweet : 1300
Retweet : 776
Self-Loops : 502
Reciprocated Vertex Pair Ratio : 0.131138694009714
Reciprocated Edge Ratio : 0.231870229007634
Connected Components : 90
Single-Vertex Connected Components : 38
Maximum Vertices in a Connected Component : 1071
Maximum Edges in a Connected Component : 4828
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.355932
Graph Density : 0.0012469421361737
Modularity : 0.318881
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,297 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, 04 September 2022 at 02:51 UTC.

The requested start date was Sunday, 04 September 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 13-day, 7-hour, 20-minute period from Sunday, 21 August 2022 at 00:03 UTC to Saturday, 03 September 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:
[288] https://www.paycompliment.com/
[35] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[14] https://www.linkedin.com/pulse/design-thinking-vs-systems-luke-soon/
[9] https://www.chatbot.com/?a=2ofB4EenR&utm_source=PP&utm_medium=short_link
[7] https://salespop.net/marketing/customer-experience-the-key-to-sustained-ecommerce-success/
[7] https://news.google.com/articles/CAIiEILAHpgJcyGc8KTbDf8z2nUqGQgEKhAIACoHCAownqWjCzDhr7sDMMqejAc?uo=CAUiXmh0dHBzOi8vd3d3LmRpZy1pbi5jb20vb3Bpbmlvbi9ob3ctdGVjaC1jYW4taGVscC1saWZlLWluc3VyZXJzLWVuaGFuY2UtdGhlLWN1c3RvbWVyLWV4cGVyaWVuY2XSAQA&hl=en-SG&gl=SG&ceid=SG%3Aen
[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://keithdawson.ventanaresearch.com/customer-data-platforms-essential-for-effective-customer-experience?utm_campaign=Expertise
[7] -
[7] Customer

Top URLs in Tweet in G1:
[35] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[2] https://www2.hm.com/en_in/index.html
[2] https://www2.hm.com/es_mx/customer-service/contacto.html
[1] https://co.hm.com/?utm_source=twitter&utm_campaign=__customer_care_h%26m
[1] https://www2.hm.com/en_asia5/customer-service/shopping-at-hm/store-locator
[1] https://career.hm.com/cl-es/
[1] https://pe.hm.com/
[1] https://www2.hm.com/fr_fr/service-clients/h-m-club/h-m-club-terms-conditions.html
[1] https://hmgroup.com/news/hm-group-takes-steps-to-exit-russia/
[1] https://www2.hm.com/es_mx/productpage.1109919002.html

Top URLs in Tweet in G2:
[4] https://www.successcenter.com/nortrhridge/brands/marsha-collier
[2] http://pfgregg.com/
[1] https://twitter.com/marshacollier/status/1561774844479475713
[1] https://twitter.com/marshacollier/status/1562144650198138885
[1] https://twitter.com/dekebridges/status/1562244964918394882
[1] https://twitter.com/MarshaCollier/status/1562255431463931906
[1] https://twitter.com/WilliamCMurray/status/1564783171828436995
[1] https://twitter.com/ImMarkBernhardt/status/1564785915821711364
[1] https://twitter.com/hiverhq/status/1564789198829518848
[1] https://twitter.com/MarshaCollier/status/1564789918534053888

Top URLs in Tweet in G3:
[9] https://www.chatbot.com/?a=2ofB4EenR&utm_source=PP&utm_medium=short_link
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280447
[2] https://www.manilatimes.net/2022/09/01/campus-press/teamwork-and-leadership/1856811
[1] https://twitter.com/EmmanuelMacron/status/1454779926813491200?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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280844
[1] https://www.linkedin.com/pulse/journey-analytics-new-science-human-experience-infinite-luke-soon/
[1] https://news.google.com/articles/CAIiEILAHpgJcyGc8KTbDf8z2nUqGQgEKhAIACoHCAownqWjCzDhr7sDMMqejAc?uo=CAUiXmh0dHBzOi8vd3d3LmRpZy1pbi5jb20vb3Bpbmlvbi9ob3ctdGVjaC1jYW4taGVscC1saWZlLWluc3VyZXJzLWVuaGFuY2UtdGhlLWN1c3RvbWVyLWV4cGVyaWVuY2XSAQA&hl=en-SG&gl=SG&ceid=SG%3Aen
[1] https://twitter.com/LiveChat/status/1564993366131183623

Top URLs in Tweet in G4:
[14] 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
[6] https://www.linkedin.com/pulse/next-best-action-delivering-purposeful-profitable-cx-luke-soon-1c/
[6] https://news.google.com/articles/CAIiEILAHpgJcyGc8KTbDf8z2nUqGQgEKhAIACoHCAownqWjCzDhr7sDMMqejAc?uo=CAUiXmh0dHBzOi8vd3d3LmRpZy1pbi5jb20vb3Bpbmlvbi9ob3ctdGVjaC1jYW4taGVscC1saWZlLWluc3VyZXJzLWVuaGFuY2UtdGhlLWN1c3RvbWVyLWV4cGVyaWVuY2XSAQA&hl=en-SG&gl=SG&ceid=SG%3Aen
[6] https://www.forbes.com/sites/stevebanker/2022/09/01/dhl-supply-chains-digital-transformation/?sh=35a739b42a15
[5] https://www.linkedin.com/pulse/experience-vs-service-design-two-sides-same-coin-luke-soon/
[5] https://www.linkedin.com/pulse/experience-led-transformation-luke-soon
[5] https://www.linkedin.com/pulse/design-thinking-vs-systems-luke-soon
[5] https://news.google.com/articles/CBMiYmh0dHBzOi8vcml2ZXJqb3VybmFsb25saW5lLmNvbS9idXNpbmVzcy93aGF0LWlzLWN1c3RvbWVyLWV4cGVyaWVuY2UtYW5kLXdoeS1pcy1pdC1pbXBvcnRhbnQvMzU0NTgv0gFmaHR0cHM6Ly9yaXZlcmpvdXJuYWxvbmxpbmUuY29tL2J1c2luZXNzL3doYXQtaXMtY3VzdG9tZXItZXhwZXJpZW5jZS1hbmQtd2h5LWlzLWl0LWltcG9ydGFudC8zNTQ1OC9hbXAv?hl=en-SG&gl=SG&ceid=SG%3Aen
[5] https://www.cmswire.com/customer-experience/is-your-org-chart-creating-onboarding-challenges/

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

Top URLs in Tweet in G6:
[4] https://iconohash.com:443/
[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.fiverr.com/theblessingman/prophesy-how-you-can-make-money-with-your-talent-or-gift?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19787814_|afp0:random-hashtag|afp1:theblessingman/prophesy-how-you-can-make-money-with-your-talent-or-gift|afp2:agiletransformation,agile,businessagility,agileleadership,serviceculture,custserv,heartnews,impact|afp3:LiveLaserCat&show_join=true
[1] 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://apparelmagic.grsm.io/free?t=1661188558
[1] https://www.uniphore.com/blog/when-to-choose-rule-based-versus-ai-powered-real-time-agent-assistance/?utm_source=bambu&utm_medium=organic&utm_campaign=advocacy&blaid=3422991
[1] https://www.uniphore.com/blog/when-to-choose-rule-based-versus-ai-powered-real-time-agent-assistance/?utm_source=bambu&utm_medium=organic&utm_campaign=advocacy&blaid=3424182
[1] https://twitter.com/EtsyEmail/status/1560234027940216832?t=1661232765
[1] https://webwhois.verisign.com/webwhois-ui/index.jsp

Top URLs in Tweet in G7:
[2] https://www.playvox.com/blog/coaching-strategies-to-improve-csr-writing-skills/
[1] https://www.smallbusinessrainmaker.com/small-business-marketing-blog/how-can-i-measure-customer-satisfaction-in-a-useful-way
[1] https://blogs.servicenow.com/2020/a-connected-financial-organization.html
[1] https://www.notifyvisitors.com/pb/blog/tips-to-improve-customer-service-infographic
[1] https://fieldedge.com/blog/guide-to-great-customer-service-infographic/
[1] https://ng.techweb.com/authds/gateway?gateway=true&return=https://www.icmi.com/resources/infographics/roi-good-customer-service
[1] https://fitsmallbusiness.com/customer-service-best-practices/
[1] https://www.lemnisk.co/blog/the-cx-strategy-that-enterprises-must-adopt-in-2022/?utm_content=bufferb1a67&utm_medium=social&utm_source=linkedin.com&utm_campaign=buffer
[1] https://www.notifyvisitors.com/blog/improve-customer-experience/
[1] https://xceltrait.com/blogs/how-servicenow-csm-tackles-the-most-common-challenges-in-case-management/

Top URLs in Tweet in G9:
[3] https://stevedigioia.com/blog/10-smart-ways-to-cater-to-your-local-customers/
[2] https://twitter.com/SteveDiGioia/status/1560609810084761601
[2] https://cliftonbutterfield.com/blog/f/how-customer-service-can-make-or-break-the-customer-experience
[1] https://twitter.com/mentalmarketer/status/1560828235033612289
[1] https://twitter.com/tanujdiwan/status/1564615879043600398
[1] https://twitter.com/KindraCotton/status/1561031048535982086
[1] http://deniseleeyohn.com/wp-content/uploads/2015/05/WGBD-Discussion-Questions.pdf?utm_medium=social&utm_campaign=postplanner&utm_source=twitter.com
[1] https://livevox.com/what-call-center-tools-should-your-business-have-livevox/
[1] https://livevox.com/customer-service-improvement-strategies-5-plays-to-make-your-contact-center-your-brands-mission-control-center/

Top URLs in Tweet in G10:
[1] https://watermarkconsult.net/blog/2019/05/28/best-customer-service-speakers-focus-on-customer-experience/

Top Domains
Top Domains in Tweet in Entire Graph:
[288] paycompliment.com
[125] google.com
[87] twitter.com
[75] linkedin.com
[74] careerarc.com
[36] forbes.com
[28] ddsk.co
[26] cmswire.com
[21] hm.com
[20] salespop.net

Top Domains in Tweet in G1:
[36] twitter.com
[21] hm.com
[1] hmgroup.com

Top Domains in Tweet in G2:
[28] twitter.com
[4] successcenter.com
[4] pfgregg.com
[1] buzzsprout.com
[1] spotify.com
[1] marketingcharts.com
[1] theverge.com
[1] nodexlgraphgallery.org
[1] npr.org
[1] google.com

Top Domains in Tweet in G3:
[10] chatbot.com
[5] nodexlgraphgallery.org
[4] twitter.com
[4] google.com
[2] linkedin.com
[2] manilatimes.net
[1] mddionline.com
[1] ttgasia.com
[1] fastcompany.com
[1] yahoo.com

Top Domains in Tweet in G4:
[119] google.com
[72] linkedin.com
[35] forbes.com
[23] cmswire.com
[9] customerthink.com
[9] genesys.com
[7] mckinsey.com
[6] co.uk
[5] entrepreneur.com
[5] brightmetrics.com

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

Top Domains in Tweet in G6:
[14] iconohash.com
[6] twitter.com
[4] etsy.com
[3] fiverr.com
[3] uniphore.com
[3] mailchi.mp
[2] franksonnenbergonline.com
[2] hubspot.com
[2] simplr.ai
[2] gomindsight.com

Top Domains in Tweet in G7:
[2] servicenow.com
[2] notifyvisitors.com
[2] xceltrait.com
[2] playvox.com
[1] smallbusinessrainmaker.com
[1] fieldedge.com
[1] techweb.com
[1] fitsmallbusiness.com
[1] lemnisk.co
[1] metrigy.com

Top Domains in Tweet in G9:
[5] twitter.com
[3] stevedigioia.com
[2] cliftonbutterfield.com
[2] livevox.com
[1] deniseleeyohn.com

Top Domains in Tweet in G10:
[1] watermarkconsult.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1767] custserv
[645] cx
[430] ex
[348] rox
[342] customerexperience
[243] retail
[235] designthinking
[231] experienceeconomy
[215] infinitejourneys
[214] hx



Top Hashtags in Tweet in G1:
[2] hmxme
[2] evri
[2] donate
[1] avoidhm
[1] shitcustomerservice
[1] hardpass
[1] customer
[1] service
[1] complaint
[1] refund

Top Hashtags in Tweet in G2:
[547] custserv
[11] cx
[10] customerservice
[6] twitterchats
[6] chataboutbrand
[5] usabizparty
[5] socialpromoedutech
[4] techradio
[4] successtrain
[4] digiblogchat

Top Hashtags in Tweet in G3:
[88] influencerpromotion
[66] custserv
[60] promoedutech
[47] ai
[38] socialpromoedutech
[36] yourmustread
[35] tech
[35] cx
[30] topcasestudy
[30] cybersecurity

Top Hashtags in Tweet in G4:
[536] custserv
[482] cx
[405] ex
[327] rox
[228] designthinking
[219] experienceeconomy
[209] infinitejourneys
[208] hx
[154] futureofwork
[153] futureback

Top Hashtags in Tweet in G5:
[288] custserv
[285] customerexperience
[241] retail
[20] burger
[11] food
[5] healthcare
[4] beer
[2] auspost
[2] grill
[1] praise

Top Hashtags in Tweet in G6:
[59] custserv
[15] cx
[6] customerservice
[5] cctr
[4] custexp
[4] marketing
[4] callcenter
[4] edchat
[3] chataboutbrand
[3] grantchat

Top Hashtags in Tweet in G7:
[29] custserv
[26] customerservice
[24] cx
[23] infographic
[23] customerexperience
[17] csm
[14] cxm
[13] customersatisfaction
[11] customerloyalty
[9] technology

Top Hashtags in Tweet in G8:
[13] evri
[4] evridelivery
[4] hermes
[1] hideorloseyourparceldelivery

Top Hashtags in Tweet in G9:
[19] custserv
[14] cx
[7] custexp
[5] customerservice
[3] sales
[2] cxqotd
[2] cctr
[2] contactcenter
[2] crm
[2] speechanalytics

Top Hashtags in Tweet in G10:
[3] customerservice
[3] custserv

Top Words
Top Words in Tweet in Entire Graph:
[1768] #custserv
[646] #cx
[519] hm_custserv
[440] #ex
[374] mentalmarketer
[348] #rox
[342] #customerexperience
[325] customer
[288] congrats
[284] please

Top Words in Tweet in G1:
[463] hm_custserv
[273] please
[255] address
[240] dm
[208] order
[173] email
[171] hi
[153] name
[150] sorry
[149] help

Top Words in Tweet in G2:
[547] #custserv
[210] marshacollier
[206] gregortbach
[105] service
[85] chat
[72] markc_avgi
[61] dreavilleneuve
[60] self
[47] customer
[42] immarkbernhardt

Top Words in Tweet in G3:
[91] grazytgrazynatt
[88] #influencerpromotion
[66] #custserv
[65] influencerprom1
[60] #promoedutech
[47] #ai
[38] #socialpromoedutech
[38] academy
[36] #yourmustread
[35] #tech

Top Words in Tweet in G4:
[536] #custserv
[482] #cx
[415] #ex
[327] #rox
[323] mentalmarketer
[228] #designthinking
[219] #experienceeconomy
[208] #hx
[205] #infinitejourneys
[170] experience

Top Words in Tweet in G5:
[288] congrats
[288] #custserv
[285] #customerexperience
[241] #retail
[218] top
[218] rating
[81] lowes
[69] feedback
[20] #burger
[20] bandq_help

Top Words in Tweet in G6:
[59] #custserv
[16] customer
[16] service
[15] #cx
[12] customers
[11] daily
[10] agents
[10] conversation
[10] report
[10] ready

Top Words in Tweet in G7:
[29] #custserv
[26] #customerservice
[24] #cx
[23] #infographic
[23] #customerexperience
[17] #csm
[14] #cxm
[13] #customersatisfaction
[11] #customerloyalty
[9] #technology

Top Words in Tweet in G8:
[18] hm_custserv
[13] #evri
[10] elliecomley
[9] hmunitedkingdom
[6] evri_delivery
[6] officialplt
[6] using
[6] ordered
[5] evri
[5] sophhgoodchild

Top Words in Tweet in G9:
[19] #custserv
[14] #cx
[9] customer
[8] customers
[7] #custexp
[6] make
[6] complaining
[6] price
[5] service
[5] #customerservice

Top Words in Tweet in G10:
[3] looking
[3] energize
[3] team
[3] during
[3] #customerservice
[3] week
[3] oct
[3] hire
[3] #custserv
[3] speaker

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[487] #cx,#custserv
[391] #custserv,#ex
[316] #ex,#rox
[241] #retail,#custserv
[240] #customerexperience,#retail
[218] top,rating
[214] rating,#customerexperience
[208] #rox,#experienceeconomy
[142] full,name
[134] #defi,#daos

Top Word Pairs in Tweet in G1:
[142] full,name
[103] email,address
[99] billing,address
[88] address,billing
[86] understand,concern
[82] please,share
[82] happy,help
[78] request,please
[76] address,dm
[75] sorry,inconvenience

Top Word Pairs in Tweet in G2:
[72] #custserv,chat
[46] self,service
[31] meet,marshacollier
[31] marshacollier,author
[31] author,million
[31] million,books
[31] books,sold
[31] sold,forbes
[31] forbes,top
[31] top,10

Top Word Pairs in Tweet in G3:
[45] #promoedutech,#influencerpromotion
[38] #socialpromoedutech,academy
[30] #influencerpromotion,#topcasestudy
[29] grazytgrazynatt,influencerprom1
[25] #yourplatformwiththeheart,#promoedutech
[25] #influencerpromotion,#ai
[25] #ai,#iot
[25] #iot,#tech
[21] #tech,#data
[21] #cx,#custserv

Top Word Pairs in Tweet in G4:
[423] #cx,#custserv
[370] #custserv,#ex
[296] #ex,#rox
[197] #rox,#experienceeconomy
[134] #defi,#daos
[131] #daos,#nfts
[120] #experienceeconomy,#futureofwork
[117] #infinitejourneys,#designthinking
[113] #futureofwork,#futureback
[107] #futureback,#infinitejourneys

Top Word Pairs in Tweet in G5:
[241] #retail,#custserv
[240] #customerexperience,#retail
[218] top,rating
[214] rating,#customerexperience
[65] feedback,#customerexperience
[20] #customerexperience,#burger
[20] #burger,#custserv
[11] #customerexperience,#food
[11] #food,#custserv
[7] vic,feedback

Top Word Pairs in Tweet in G6:
[10] daily,conversation
[10] conversation,report
[10] report,ready
[10] ready,#custserv
[9] #custserv,aug
[6] #cx,#custserv
[5] #customerservice,#custserv
[5] customer,service
[4] #cctr,#custserv
[4] yesterdays,top

Top Word Pairs in Tweet in G7:
[9] #customerexperience,#cx
[8] #cx,#cxm
[6] #customerservice,#csm
[5] #csm,#custserv
[5] check,#infographic
[5] #customersatisfaction,#custserv
[5] #csm,#cxm
[4] #csm,#customerexperience
[4] #customerexperience,#customerservice
[4] #millennials,changing

Top Word Pairs in Tweet in G8:
[7] hm_custserv,hmunitedkingdom
[5] officialplt,hm_custserv
[4] sophhgoodchild,evri_delivery
[4] another,refund
[4] refund,hm_custserv
[4] hm_custserv,utter
[4] utter,shit
[4] shit,show
[4] show,#evri
[4] #evri,stop

Top Word Pairs in Tweet in G9:
[7] #custserv,#custexp
[7] #custexp,#cx
[4] customer,service
[4] #cx,#custserv
[3] customer,complaining
[3] complaining,price
[3] price,complaining
[3] complaining,value
[3] value,price
[3] #custserv,#cx

Top Word Pairs in Tweet in G10:
[3] looking,energize
[3] energize,team
[3] team,during
[3] during,#customerservice
[3] #customerservice,week
[3] week,oct
[3] oct,hire
[3] hire,#custserv
[3] #custserv,speaker
[3] speaker,here's

Top Replied-To
Top Replied-To in Entire Graph:
@hm_custserv
@marshacollier
@gregortbach
@markc_avgi
@dreavilleneuve
@immarkbernhardt
@parineetichopra
@uenlightenme
@mentalmarketer
@kevinoinsc

Top Replied-To in G1:
@hm_custserv
@parineetichopra
@hm
@hmindia
@kaushalgarg123
@hklhkl10
@santiago_ro0
@manena25
@roguetravis
@naomiishier15

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

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

Top Replied-To in G4:
@marshacollier
@gregortbach
@tanujdiwan

Top Replied-To in G7:
@mckinsey
@servicenow

Top Replied-To in G8:
@hm_custserv
@elliecomley
@sophhgoodchild

Top Replied-To in G9:
@iamokema
@valaafshar

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

Top Mentioned in G1:
@hm_custserv
@hmindia
@hm
@parineetichopra
@hmunitedkingdom
@help_delhivery
@jagograhakjago
@gensabine
@delhivery
@itztom17

Top Mentioned in G2:
@gregortbach
@marshacollier
@markc_avgi
@netventures
@dreavilleneuve
@immarkbernhardt
@winniesun
@wadesmom
@hiverhq
@petittroisla

Top Mentioned in G3:
@grazytgrazynatt
@influencerprom1
@mentalmarketer
@promoedutech
@_____yo_____yo
@marshacollier
@heroldbarton
@ai_miami
@peterleah18
@vipeurope5

Top Mentioned in G4:
@mentalmarketer
@gregortbach
@marshacollier
@pwc
@genesys
@forbes
@pwc_singapore
@billquiseng
@markc_avgi
@blakemichellem

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

Top Mentioned in G6:
@teammom2006
@techsmartboss

Top Mentioned in G7:
@xceltrait
@cxuniversity
@softclouds
@leslieo
@servicenow
@playvoxcx
@dalecarnegi
@andrepalko
@monsterjobsph
@fitsmallbiz

Top Mentioned in G8:
@hm_custserv
@hmunitedkingdom
@elliecomley
@evri_delivery
@officialplt
@sophhgoodchild
@kfpm
@fat
@wegift
@fatface

Top Mentioned in G9:
@billquiseng
@stevedigioia
@mikemoore_
@susanhash
@flintrehab
@kindracotton
@gopro
@iamokema
@ettech
@royatkinson

Top Mentioned in G10:
@jonpicoult
@aeispeakers
@allamericanent_
@bigspeak
@execspeakers
@gdaspeakers
@gsbureau
@hwaspeakers
@agencyspeaker
@wwsgconnect

Top Tweeters
Top Tweeters in Entire Graph:
@virginmedia
@sectest9
@easy_branches
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@united
@klm
@comcastcares

Top Tweeters in G1:
@bvdsteel
@onlyprathamesh
@bollytellybuzz
@hm_custserv
@la_contumaz
@itschinna18
@bandbajaateraho
@susie_parker
@felixes_
@help_delhivery

Top Tweeters in G2:
@lndontretweets
@rockchristopher
@nomoreslaves
@marshacollier
@bobguildner
@jeanettejoy
@cyb3rb0r6
@inkscrblr
@nitestar
@dekebridges

Top Tweeters in G3:
@sectest9
@easy_branches
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@fabriciosx
@jilliemary
@rahul05ranjan
@goaidev

Top Tweeters in G4:
@education_24x7
@fintechna
@calcaware
@forbes
@designthinkbot
@theweb3bot
@greentechdon
@wallybock
@gallifreyan
@katenasser

Top Tweeters in G5:
@sainsburys
@asdaserviceteam
@marksandspencer
@farm_machinery_
@starbucks
@knowhowtohelp
@auspost
@nextofficial
@kohls
@lowes

Top Tweeters in G6:
@fsonnenberg
@iconohash
@aprilvsgs
@krcraft
@annettefranz
@kfanemoto
@ned_james2
@sweetbutkanana
@plefoll
@vshankar05

Top Tweeters in G7:
@robinheed
@appthisway
@smssupply
@smm_news_feed
@rimtailing
@mckinsey
@leslieo
@fitsmallbiz
@simon_plumb
@softclouds

Top Tweeters in G8:
@tinamcdermott10
@officialplt
@fatface
@hmunitedkingdom
@kfpm
@sophhgoodchild
@fat
@larissa_jade
@loukashair
@elliecomley

Top Tweeters in G9:
@valaafshar
@mikemoore_
@billquiseng
@royatkinson
@ettech
@iamokema
@gopro
@deniseleeyohn
@kindracotton
@stevedigioia

Top Tweeters in G10:
@execspeakers
@hwaspeakers
@aeispeakers
@bigspeak
@gsbureau
@wwsgconnect
@mattlyles
@speakinc
@gdaspeakers
@allamericanent_


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