custserv, Twitter, 7/26/2020 10:01:09 AM, 231124


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custserv_2020-07-25_21-38-42.xlsx
custserv_2020-07-25_21-38-42.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 26, 2020
Short Description:
custserv via NodeXL https://bit.ly/2EeUoQc
@hm_custserv
@grazytgrazynatt
@billquiseng
@hyken
@influencerprom1
@marshacollier
@ipfconline1
@ssxman2
@fmfrancoise
@susanhash

Top hashtags:
#custserv
#cx
#customerservice
#customerexperience
#ai
#custexp
#cctr

Description:
Description
The graph represents a network of 2,803 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, 26 July 2020 at 04:44 UTC.

The requested start date was Sunday, 26 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 5-hour, 10-minute period from Sunday, 12 July 2020 at 02:37 UTC to Saturday, 25 July 2020 at 07:48 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 : 2803
Unique Edges : 3484
Edges With Duplicates : 5909
Total Edges : 9393
Number of Edge Types : 5
Replies to : 2559
Mentions : 2093
Retweet : 1162
MentionsInRetweet : 2814
Tweet : 765
Self-Loops : 863
Reciprocated Vertex Pair Ratio : 0.166463563246405
Reciprocated Edge Ratio : 0.285415796071876
Connected Components : 184
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 2398
Maximum Edges in a Connected Component : 8586
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.58238
Graph Density : 0.000609370555612002
Modularity : 0.375503
NodeXL Version : 1.0.1.438
Data Import : The graph represents a network of 2,803 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, 26 July 2020 at 04:44 UTC.

The requested start date was Sunday, 26 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 5-hour, 10-minute period from Sunday, 12 July 2020 at 02:37 UTC to Saturday, 25 July 2020 at 07:48 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:
[251] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[60] https://www.theclickreader.com/how-uber-uses-machine-learning-to-improve-its-customer-service/
[54] https://medium.com/@venkat34.k/role-of-ai-in-mobile-application-development-9b75110a4454
[41] https://www.paycompliment.com/
[27] https://www.zendesk.com/blog/chatbots-for-business/
[22] http://customerservicedaily.com
[20] https://bigdata-madesimple.com/big-data-ecommerce-trends-2020/
[17] https://www.raconteur.net/infographics/talk-to-the-bot
[14] http://bit.ly/2t18SJI
[13] https://www.careerarc.com/job-search?campaign_id=21624&src=1&utm_campaign=summary-update&utm_medium=organic&utm_source=twitter

Top URLs in Tweet in G1:
[251] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[14] http://bit.ly/2t18SJI
[11] http://www.hm.com/
[10] https://www2.hm.com/en_gb/customer-service/returns.html
[4] https://www2.hm.com/en_gb/customer-service/h-m-coronavirus/information.html
[3] https://www2.hm.com/es_mx/customer-service/shopping-at-hm/localizador-de-tiendas.html
[3] https://www2.hm.com/es_mx/customer-service/shopping-at-hm/localizador-de-tiendas.html#local-store-map-container-modal
[2] http://bit.ly/2pKgxil
[1] https://www2.hm.com/en_gb/productpage.0893949005.html
[1] https://www2.hm.com/en_gb/customer-service/shopping-at-hm/store-locator.html

Top URLs in Tweet in G2:
[22] http://customerservicedaily.com
[11] https://twitter.com/marshallk/status/1281967231040135170
[7] https://blog.procedureflow.com/post/622902193375281152/top-30-customer-service-influencers
[7] https://marketoonist.com/2020/07/cx.html
[6] https://twitter.com/GregOrtbach/status/1285747640605356038
[6] https://twitter.com/GregOrtbach/status/1285752673845669888
[5] https://twitter.com/MarshaCollier/status/1285745062630977538
[5] https://twitter.com/MarshaCollier/status/1285746385174900736
[4] https://www.taketheirbreathaway.com/customer-experience/have-you-completed-an-attitude-audit-from-the-customers-perspective-lately/
[4] https://katenasser.com/powerless-feelings-customers-employees-empower/

Top URLs in Tweet in G3:
[8] https://www.theclickreader.com/how-uber-uses-machine-learning-to-improve-its-customer-service/
[5] https://medium.com/@venkat34.k/role-of-ai-in-mobile-application-development-9b75110a4454
[3] https://www.linkedin.com/pulse/create-good-energy-cr%C3%A9ez-une-bonne-%C3%A9nergie-tw%C3%B3rzcie-dobr%C4%85-gra%C5%BCyna-tt/
[3] https://www.zendesk.com/blog/chatbots-for-business/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230525
[2] https://digital-leadership-associates.passle.net/post/102fgqg/new-research-reveals-the-business-benefits-of-connecting-social-and-customer-serv
[1] https://twitter.com/Nicochan33/status/1284484778763395079?s=20
[1] https://twitter.com/MarshaCollier/status/1283209742479962113?s=20
[1] https://twitter.com/marshallk/status/1281967231040135170
[1] https://twitter.com/itakethelead/status/1268616555249561600?s=20

Top URLs in Tweet in G4:
[50] https://www.theclickreader.com/how-uber-uses-machine-learning-to-improve-its-customer-service/
[46] https://medium.com/@venkat34.k/role-of-ai-in-mobile-application-development-9b75110a4454
[22] https://www.zendesk.com/blog/chatbots-for-business/
[17] https://bigdata-madesimple.com/big-data-ecommerce-trends-2020/
[13] https://www.raconteur.net/infographics/talk-to-the-bot
[8] https://www.gartner.com/smarterwithgartner/how-to-achieve-smart-data-sharing/
[7] https://www.itweb.co.za/content/JN1gPvOYGBYMjL6m
[7] https://www2.deloitte.com/us/en/insights/focus/tech-trends/2019/personalized-marketing-experience-reimagined.html
[5] https://www.cmswire.com/customer-experience/dont-make-these-common-self-service-customer-experience-mistakes/
[2] https://medium.com/@DanGalante/why-free-low-cost-trials-and-loss-leaders-increase-sales-and-customer-loyalty-54194468999d?_branch_match_id=link-789879674620952239

Top URLs in Tweet in G5:
[2] https://twitter.com/sarahjackson182/status/1283380604541771779
[1] https://twitter.com/iandres16/status/1285275327128715264
[1] https://twitter.com/hm_custserv/status/1284808102718713860
[1] https://twitter.com/SatyamB29669705/status/1283248970521735168

Top URLs in Tweet in G6:
[13] https://www.careerarc.com/job-search?campaign_id=21624&src=1&utm_campaign=summary-update&utm_medium=organic&utm_source=twitter
[5] http://doug-sandler-3bnl.squarespace.com/news/2014/12/29/9-actions-to-go-beyond-customer-expectations
[4] https://www.gartner.com/en/newsroom/press-releases/2020-07-15-gartner-identifies-10-ways-for-customer-service-and-s?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-PR
[4] https://disruptive.asia/could-it-be-customer-really-is-king/
[3] https://www.amazon.com/CustServ-Customer-Service-Culture-Experience-ebook/dp/B075WZLPPV/ref=sr_1_1?dchild=1&keywords=%23custserv&qid=1594747231&sr=8-1
[3] https://www.mckinsey.com/business-functions/marketing-and-sales/our-insights/how-b2b-sales-have-changed-during-covid-19
[2] https://www.yurbi.com/ebooks/five-common-roadblocks-service-desk-reporting/
[2] https://www.gartner.com/en/customer-service-support/trends/new-to-role-service?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-RM-MISC-CSS
[2] https://pfgregg.com/
[2] https://www.gartner.com/en/customer-service-support/research/benchmarking?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-RM-MISC-CSS

Top URLs in Tweet in G7:
[4] https://www.genesys.com/blog/post/make-your-customer-experience-thrive-in-the-new-normal?platform=hootsuite
[4] https://www.salesforce.com/resources/guides/service-leaders-guide-to-resiliency/
[3] https://www.salesforce.com/resources/guides/drive-customer-engagement-for-service/
[2] https://www.genesys.com/blog/post/ai-in-the-contact-center-the-promise-the-reality-and-the-future?platform=hootsuite
[2] https://www.genesys.com/blog/post/how-ai-changes-the-game-for-contact-center-workforce-planning?platform=hootsuite
[2] https://www.speechtechmag.com/Articles/ReadArticle.aspx?ArticleID=141949#.Xxc_SegPjn0.twitter
[2] http://www.smartcustomerservice.com/Articles/News-Briefs/Zappix-Partners-with-Firstsource-141873.aspx#.XxCBIl6qJPQ.twitter
[2] https://www.destinationcrm.com/Articles/ReadArticle.aspx?ArticleID=141966#.Xxc99trJJvk.twitter
[2] https://www.forbes.com/sites/karenpanetta/2020/07/09/bad-to-the-bot-is-your-chat-bot-hurting-your-customer-service/?utm_content=134550696&utm_medium=social&utm_source=twitter&hss_channel=tw-454096708#e908984417ed
[2] https://www.forbes.com/sites/micahsolomon/2020/07/08/five-customer-service-improvements-to-make-this-summer/?utm_content=134551607&utm_medium=social&utm_source=twitter&hss_channel=tw-454096708#7088b0a46dd7

Top URLs in Tweet in G8:
[8] https://www.mycustomer.com/customer-experience/engagement/what-is-empathy-mapping-and-why-is-so-important?platform=hootsuite
[5] https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg20.jsp&referrer=&eventid=2504886&sessionid=1&key=D0825ABB457D675D5645414E8FE11E93®Tag=&sourcepage=register
[5] https://www.mycustomer.com/customer-experience/engagement/seven-ways-to-turn-customer-and-employee-empathy-into-action
[4] https://www.mycustomer.com/hub/delivering-customer-service-during-covid-19
[4] https://www.mycustomer.com/resources/cx-lessons-from-the-covid-19-lockdown?platform=hootsuite
[4] https://digi-desk.co.uk/2020/07/15/12-top-tips-for-effectively-managing-your-chat-channel/
[4] https://www.callcentrehelper.com/contact-center-agent-engagement-gamification-159971.htm
[4] https://www.callcentrehelper.com/customer-experience-predictions-after-covid-160239.htm
[4] https://www.mycustomer.com/service/channels/brands-say-their-digital-transformation-projects-have-accelerated-by-6-years
[4] https://www.callcentrehelper.com/customer-service-language-159568.htm

Top URLs in Tweet in G9:
[41] https://www.paycompliment.com/
[1] https://m.tiktok.com/v/6850498574535412997.html?u_code=d8lf24i1lhel8c&preview_pb=0&language=en&_d=d8lf24i3l75cmb&share_item_id=6850498574535412997×tamp=1595081189&utm_campaign=client_share&utm_medium=ios&user_id=6748424080338895877&tt_from=twitter&utm_source=twitter
[1] https://m.tiktok.com/v/6851213692957101318.html?u_code=d8lf24i1lhel8c&preview_pb=0&language=en&_d=d8lf24i3l75cmb&share_item_id=6851213692957101318×tamp=1595177850&utm_campaign=client_share&utm_medium=ios&user_id=6748424080338895877&tt_from=twitter&utm_source=twitter
[1] https://www.youtube.com/watch?v=8EmjcMoP0lM&feature=youtu.be

[1] https://www.amazon.com/dp/B07SS7GZ7M
[1] https://www.igniteyourservice.com/coaching

Top URLs in Tweet in G10:
[2] https://onholdwith.com/company/?best_buy
[1] https://onholdwith.com/company/?lastminute_com
[1] https://onholdwith.com/company/?virgin_media
[1] https://onholdwith.com/company/?gap
[1] https://onholdwith.com/company/?united_states_postal_service
[1] https://onholdwith.com/company/?british_airways
[1] https://onholdwith.com/company/?old_navy
[1] https://onholdwith.com/company/?paypal
[1] https://onholdwith.com/company/?o2_mobile
[1] https://onholdwith.com/company/?telus

Top Domains
Top Domains in Tweet in Entire Graph:
[437] twitter.com
[68] medium.com
[60] theclickreader.com
[58] hm.com
[57] customerthink.com
[53] callcentrehelper.com
[48] forbes.com
[42] careerarc.com
[41] paycompliment.com
[37] mycustomer.com

Top Domains in Tweet in G1:
[259] twitter.com
[58] hm.com
[16] bit.ly
[2] hmgroup.com
[1] co.uk
[1] apparelcoalition.org
[1] one4all.com
[1] togsfortot.com
[1] google.com
[1] dw.com

Top Domains in Tweet in G2:
[141] twitter.com
[26] forbes.com
[24] customerservicedaily.com
[22] contactcenterpipeline.com
[20] katenasser.com
[19] customerthink.com
[12] callcentrehelper.com
[11] medium.com
[10] chipbell.com
[8] procedureflow.com

Top Domains in Tweet in G3:
[11] twitter.com
[8] theclickreader.com
[5] medium.com
[4] linkedin.com
[3] nodexlgraphgallery.org
[3] zendesk.com
[2] passle.net
[1] bigdata-madesimple.com

Top Domains in Tweet in G4:
[51] medium.com
[50] theclickreader.com
[22] zendesk.com
[17] bigdata-madesimple.com
[13] raconteur.net
[9] gartner.com
[7] co.za
[7] cmswire.com
[7] deloitte.com
[3] growthhackers.com

Top Domains in Tweet in G5:
[5] twitter.com

Top Domains in Tweet in G6:
[42] careerarc.com
[22] iconohash.com
[12] serviceskills.com
[11] gartner.com
[8] twitter.com
[7] co.uk
[7] squarespace.com
[7] givainc.com
[6] fonolo.com
[6] cssamerica.com

Top Domains in Tweet in G7:
[14] genesys.com
[10] customerthink.com
[10] salesforce.com
[10] smartcustomerservice.com
[9] destinationcrm.com
[9] forbes.com
[8] serenova.com
[4] speechtechmag.com
[2] sitel.com
[1] surveysensum.com

Top Domains in Tweet in G8:
[33] mycustomer.com
[22] callcentrehelper.com
[16] postbeyond.com
[7] on24.com
[5] co.uk
[2] eptica.com
[1] medium.com
[1] twitter.com
[1] forrester.com

Top Domains in Tweet in G9:
[41] paycompliment.com
[2] tiktok.com
[1] youtube.com
[1] amazon.com
[1] igniteyourservice.com

Top Domains in Tweet in G10:
[12] onholdwith.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1991] custserv
[674] cx
[333] customerservice
[267] customerexperience
[254] ai
[233] custexp
[229] cctr
[177] contactcenter
[159] machinelearning
[137] yourmustread



Top Hashtags in Tweet in G1:
[3] hmxme
[3] hm
[2] poorcustomerservice
[1] hmkids
[1] recycling
[1] gdpr
[1] hmhome
[1] service
[1] nazi
[1] mumsofboys

Top Hashtags in Tweet in G2:
[1008] custserv
[274] cx
[140] customerservice
[69] cctr
[69] customerexperience
[54] contactcenter
[49] custexp
[39] ai
[31] callcenter
[24] leadership

Top Hashtags in Tweet in G3:
[135] yourmustread
[129] influencerpromotion
[87] promoedutech
[79] topcasestudy
[55] cybersecurity
[54] megatrends
[45] custserv
[38] knowledge
[36] ai
[24] brest

Top Hashtags in Tweet in G4:
[131] ai
[125] machinelearning
[84] custserv
[32] cx
[22] chatbot
[21] chatbots
[19] ecommerce
[18] bigdata
[15] marketing
[13] mobile

Top Hashtags in Tweet in G5:
[4] customerservice
[2] hnm
[2] onlineshopping
[2] hm
[1] covid_19
[1] worstcustomerservice
[1] dobetter
[1] refund
[1] worstservice
[1] h

Top Hashtags in Tweet in G6:
[228] custserv
[58] cx
[45] customerservice
[24] customerexperience
[20] custexp
[17] callcenter
[13] training
[13] communication
[12] businesssuccess
[12] trainingprogram

Top Hashtags in Tweet in G7:
[89] custserv
[44] cx
[34] cctr
[30] custexp
[28] contactcenter
[22] crm
[22] customerservice
[9] customerexperience
[8] ai
[4] ccaas

Top Hashtags in Tweet in G8:
[94] custserv
[59] cx
[27] custexp
[13] cctr
[11] customerservice
[8] marketing
[5] ccaas
[4] crm
[4] customerexperience
[3] technews

Top Hashtags in Tweet in G9:
[48] custserv
[41] customerexperience
[39] retail
[7] cx
[3] leadership
[2] safety
[2] tonytips
[2] disney
[2] mystory
[2] biztips

Top Hashtags in Tweet in G10:
[12] onholdwith
[12] custserv

Top Words
Top Words in Tweet in Entire Graph:
[1992] #custserv
[1148] hm_custserv
[887] customer
[807] please
[725] dm
[674] #cx
[633] service
[627] order
[601] email
[585] address

Top Words in Tweet in G1:
[950] hm_custserv
[758] please
[715] dm
[579] address
[555] email
[548] order
[547] hi
[522] full
[519] name
[428] soon

Top Words in Tweet in G2:
[1008] #custserv
[401] customer
[274] #cx
[233] marshacollier
[228] service
[163] customers
[140] #customerservice
[119] gregortbach
[113] more
[75] katenasser

Top Words in Tweet in G3:
[196] influencerprom1
[176] grazytgrazynatt
[135] #yourmustread
[129] #influencerpromotion
[97] innovations
[87] #promoedutech
[84] serve
[84] cybersecurity
[83] humanity
[79] #topcasestudy

Top Words in Tweet in G4:
[131] #ai
[125] #machinelearning
[107] ipfconline1
[101] service
[95] customer
[84] #custserv
[79] improve
[53] role
[50] uber
[50] uses

Top Words in Tweet in G5:
[157] hm_custserv
[80] hm
[65] order
[51] hmindia
[31] refund
[28] customer
[26] service
[26] still
[26] please
[22] received

Top Words in Tweet in G6:
[228] #custserv
[65] customer
[58] #cx
[54] service
[45] #customerservice
[25] job
[25] conversation
[24] #customerexperience
[24] ready
[23] report

Top Words in Tweet in G7:
[89] #custserv
[44] #cx
[42] customer
[34] #cctr
[30] #custexp
[29] service
[27] #contactcenter
[22] #crm
[22] #customerservice
[17] genesys

Top Words in Tweet in G8:
[94] #custserv
[59] #cx
[47] customer
[37] service
[30] empathy
[27] #custexp
[25] mycustomer
[22] callcentrehelp
[21] digi_desk
[14] covid

Top Words in Tweet in G9:
[48] #custserv
[41] congrats
[41] #customerexperience
[39] #retail
[24] top
[23] rating
[16] feedback
[8] harveynormanau
[7] #cx
[6] greggsofficial

Top Words in Tweet in G10:
[12] frustrated
[12] people
[12] #onholdwith
[12] others
[12] more
[12] #custserv
[2] bestbuy
[2] 11

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[468] full,name
[451] customer,service
[379] name,email
[274] please,dm
[245] #custserv,#cx
[225] dm,full
[225] #cx,#custserv
[193] order,number
[179] sorry,hear
[173] chat,soon

Top Word Pairs in Tweet in G1:
[468] full,name
[379] name,email
[274] please,dm
[225] dm,full
[190] order,number
[178] sorry,hear
[173] chat,soon
[139] send,dm
[136] home,address
[131] hm_custserv,hi

Top Word Pairs in Tweet in G2:
[178] customer,service
[91] #custserv,#cx
[70] #cx,#custserv
[69] #custserv,chat
[48] fastest,hour
[47] hour,twitter
[47] twitter,#custserv
[47] pm,pt
[47] pt,topic
[43] join,fastest

Top Word Pairs in Tweet in G3:
[122] #yourmustread,#influencerpromotion
[93] grazytgrazynatt,influencerprom1
[84] #promoedutech,#yourmustread
[83] serve,humanity
[83] humanity,cybersecurity
[83] cybersecurity,#promoedutech
[79] #influencerpromotion,#topcasestudy
[58] invest,innovations
[58] itakethelead,365surmarius
[58] 365surmarius,themrblueprint

Top Word Pairs in Tweet in G4:
[89] customer,service
[72] improve,customer
[50] uber,uses
[50] uses,#machinelearning
[50] #machinelearning,improve
[50] service,theclickreader
[46] role,#ai
[46] application,development
[46] development,venkat
[46] venkat,usmsys

Top Word Pairs in Tweet in G5:
[32] hm,hm_custserv
[27] hm_custserv,hm
[16] hm_custserv,hmindia
[13] customer,service
[13] hmindia,hm_custserv
[8] re,closing
[8] one,day
[7] customer,care
[7] someone,tested
[7] tested,positive

Top Word Pairs in Tweet in G6:
[28] customer,service
[24] #cx,#custserv
[22] daily,conversation
[22] conversation,report
[22] report,ready
[22] ready,#custserv
[22] #custserv,jul
[19] #custserv,#cx
[19] #custserv,#customerexperience
[12] #customerservice,#training

Top Word Pairs in Tweet in G7:
[30] #cx,#custserv
[28] #custserv,#custexp
[21] #cctr,#contactcenter
[21] #custserv,#customerservice
[17] #crm,#cctr
[16] customer,service
[14] genesys,#cx
[14] #contactcenter,#custserv
[11] contact,center
[9] customer,experience

Top Word Pairs in Tweet in G8:
[38] #cx,#custserv
[31] customer,service
[14] #custserv,#custexp
[14] callcentrehelp,#cx
[13] #custserv,#cx
[13] covid,19
[13] mycustomer,#cx
[12] #custexp,#custserv
[11] contact,centre
[9] virtual,roundtable

Top Word Pairs in Tweet in G9:
[39] #customerexperience,#retail
[39] #retail,#custserv
[23] top,rating
[23] rating,#customerexperience
[16] feedback,#customerexperience
[4] vic,feedback
[3] nsw,top
[3] wa,feedback
[3] congrats,harveynormanau
[2] #custserv,#cx

Top Word Pairs in Tweet in G10:
[12] frustrated,people
[12] people,#onholdwith
[12] others,more
[12] more,#custserv
[2] #onholdwith,bestbuy
[2] 11,others

Top Replied-To
Top Replied-To in Entire Graph:
@hm_custserv
@marshacollier
@gregortbach
@immarkbernhardt
@hm
@avphenom
@markc_avgi
@intramorus
@eddiegarrison
@hmindia

Top Replied-To in G1:
@hm_custserv
@intramorus
@norepinephrin
@hmunitedkingdom
@nerdzruleearth
@souplemur
@ksingla08
@the_roc1
@annamagdalenad
@bob98400774

Top Replied-To in G2:
@marshacollier
@gregortbach
@immarkbernhardt
@avphenom
@markc_avgi
@eddiegarrison
@complexified
@melissaonline
@billquiseng
@customercontadv

Top Replied-To in G3:
@influencerprom1
@grazytgrazynatt
@nicochan33
@marshacollier
@itakethelead
@fmfrancoise
@fayejeff
@carloseresgft
@jbarbosapr
@streitzability

Top Replied-To in G5:
@hm_custserv
@hm
@hmindia
@myntra
@singhalship
@iandres16
@delhivery
@nits21
@shan_1_4
@neelshhah98

Top Replied-To in G7:
@ipsoft
@salesforce
@sitel_worldwide
@pega
@performline
@clickatell
@invoca
@hubcitymedia
@ujetco
@medallia

Top Replied-To in G8:
@adrianswinscoe
@gartner_inc

Top Mentioned
Top Mentioned in Entire Graph:
@hm_custserv
@marshacollier
@influencerprom1
@grazytgrazynatt
@ipfconline1
@hm
@gregortbach
@katenasser
@hyken
@itakethelead

Top Mentioned in G1:
@hm_custserv
@norepinephrin
@hmunitedkingdom
@lizziewriting
@flottenpolitik
@lettoysbetoys
@letclothesbe
@hm
@hmindia
@hmfrance

Top Mentioned in G2:
@marshacollier
@gregortbach
@katenasser
@hyken
@billquiseng
@immarkbernhardt
@markc_avgi
@stephaniethum
@complexified
@chiprbell

Top Mentioned in G3:
@influencerprom1
@grazytgrazynatt
@itakethelead
@kiyotaka_1991
@365surmarius
@themrblueprint
@mrkmrkmoh
@mariussou
@heroldbarton
@ai_miami

Top Mentioned in G4:
@ipfconline1
@theclickreader
@usmsys
@andrewincontact
@antgrasso
@zendesk
@datamadesimple
@salahkhawaja
@gartner_inc

Top Mentioned in G5:
@hm_custserv
@hm
@hmindia
@iandres16
@myntra
@hmusa
@_amar_n
@_kalyan_k
@consumerforum_
@yeshaajain

Top Mentioned in G6:
@5000fish
@ivrpowers
@ladyjaney75
@celebrainltd
@melkettle
@yurbi

Top Mentioned in G7:
@genesys
@servicecloud
@customerthink
@blairplez
@drnatalie
@serenovashine
@lifesize
@crm
@iangjacobs
@sitel_worldwide

Top Mentioned in G8:
@callcentrehelp
@mycustomer
@digi_desk
@neilcdavey
@adrianswinscoe
@pdorrington
@eptica
@enghouseinterac
@forrester
@ddu17

Top Mentioned in G9:
@harveynormanau
@greggsofficial
@billquiseng
@jbhifi
@meijer
@myer
@bunnings
@chickfila
@orlandochamber
@leadershiporl

Top Mentioned in G10:
@bestbuy
@charleswgardner
@lastminute
@soph_radford
@virginmedia
@themichaelmoran
@gap
@parkerpoling
@uspsconnect
@beratings

Top Tweeters
Top Tweeters in Entire Graph:
@virginmedia
@americanair
@sectest9
@paoloigna1
@easy_branches
@sprintcare
@ee
@o2
@british_airways
@ejlazar

Top Tweeters in G1:
@tenji95
@thevoiceofjb
@shieldvoc
@tobehslonely
@hermesparcels
@hermesde
@blizzardsbieber
@hm_custserv
@sleep2dream
@itssaraahh_

Top Tweeters in G2:
@ejlazar
@w_angels_wings
@evankirstel
@ottlegalrebels
@cipherequality
@rockchristopher
@garyloper
@buffer
@marshacollier
@claimcompanies

Top Tweeters in G3:
@sectest9
@paoloigna1
@easy_branches
@chidambara09
@cybersec_feeds
@jilliemary
@ssscoop475
@rosatrunk
@femtech_
@robtropper

Top Tweeters in G4:
@zimei_no_ri
@andrewmorrisuk
@trippbraden
@akwyz
@2601manish
@dataaugmented
@growthhackers
@yvesmulkers
@enrirosasdiaz
@btptechsearch

Top Tweeters in G5:
@amazonin
@myntra
@victoriassecret
@myntrasupport
@zara_care
@maritzaaaa_m
@iandres16
@joydeepdey655
@zara
@rubymorrigan

Top Tweeters in G6:
@celebrainltd
@joshuadowidat
@fsonnenberg
@melkettle
@jkatzaman
@jamestownsend
@iconohash
@jacobm
@shaynelibby
@milguy23

Top Tweeters in G7:
@business
@6364gkdu
@greentechdon
@google
@bosam1005
@8282happy
@salesforce
@appitekbot
@drnatalie
@amywhiggins

Top Tweeters in G8:
@lifetime_life
@starbucks
@computerweekly
@clearaction
@paolofabrizio71
@alexander_low
@jeanniecw
@sap_cx
@mycustomer
@marriottintl

Top Tweeters in G9:
@marksandspencer
@wdwtoday
@knowhowtohelp
@pret
@chickfila
@lowes
@publix
@greggsofficial
@ritzcarlton
@bedbathbeyond

Top Tweeters in G10:
@virginmedia
@o2
@british_airways
@themichaelmoran
@macys
@lindxeyy
@mssimone1978
@bestbuy
@beratings
@nikonickatina


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