custserv, Twitter, 7/3/2022 4:20:30 AM, 278944


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custserv_2022-07-02_19-47-20.xlsx
custserv_2022-07-02_19-47-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 03, 2022
Short Description:
custserv via NodeXL https://bit.ly/3yas1Lj
@hm_custserv
@grazytgrazynatt
@gregortbach
@mentalmarketer
@rum4is
@paycompliment
@fmfrancoise
@jeandoobs
@nod3bot
@devretweetbot

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

Description:
Description
The graph represents a network of 1,458 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, 03 July 2022 at 02:52 UTC.

The requested start date was Sunday, 03 July 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, 9-minute period from Sunday, 19 June 2022 at 00:29 UTC to Saturday, 02 July 2022 at 07:38 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1458
Unique Edges : 1586
Edges With Duplicates : 4220
Total Edges : 5806
Number of Edge Types : 5
Replies to : 1544
Mentions : 1514
Retweet : 883
MentionsInRetweet : 1332
Tweet : 533
Self-Loops : 571
Reciprocated Vertex Pair Ratio : 0.202083333333333
Reciprocated Edge Ratio : 0.336221837088388
Connected Components : 78
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 1266
Maximum Edges in a Connected Component : 5467
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.733891
Graph Density : 0.00108647247618752
Modularity : 0.29412
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,458 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, 03 July 2022 at 02:52 UTC.

The requested start date was Sunday, 03 July 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, 9-minute period from Sunday, 19 June 2022 at 00:29 UTC to Saturday, 02 July 2022 at 07:38 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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:
[290] https://www.paycompliment.com/
[89] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[22] https://blogs.oracle.com/cx/post/infographic-meet-customer-expectations-intelligent-customer-service?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[15] https://www.linkedin.com/posts/lukesoon_ai-lifejourneys-cx-activity-6943390666873786368-3kpw?utm_source=linkedin_share&utm_medium=member_desktop_web
[14] https://www.scienceofcx.com/brian-ahearn-the-science-of-influence-persuasion/
[12] https://tinyurl.com/y76nw4yy
[10] https://www.pwc.com/us/en/services/governance-insights-center/library/building-stakeholder-trust.html
[10] https://tinyurl.com/2e2r5tua
[10] https://redirect.viglink.com?u=https%3A%2F%2Ftimesofindia.indiatimes.com%2Fblogs%2Fvoices%2Fhow-customer-experience-is-being-re-defined%2F&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[10] https://www.protocol.com/newsletters/entertainment/metaverse-blockchain-gaming-newzoo-report

Top URLs in Tweet in G1:
[89] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=808737074
[2] https://www2.hm.com/es_mx/member/info.html
[1] https://hmgroup.com/about-us/
[1] https://www2.hm.com/en_in/index.html
[1] https://www2.hm.com//en_au/search-results.html?q=black%20wide%20pants
[1] https://www2.hm.com/es_es/free-form-campaigns/9065-my-chosen-family.html?utm_campaign=__customer_care_h%26m
[1] https://cl.hm.com/devoluciones-de-compras-en-tienda
[1] https://www.afound.com/de-de
[1] https://www2.hm.com/no_no/customer-service/snakk-med-oss.html
[1] https://www2.hm.com/en_in/productpage.0970819017.html

Top URLs in Tweet in G2:
[15] https://www.linkedin.com/posts/lukesoon_ai-lifejourneys-cx-activity-6943390666873786368-3kpw?utm_source=linkedin_share&utm_medium=member_desktop_web
[12] https://tinyurl.com/y76nw4yy
[10] https://tinyurl.com/2e2r5tua
[10] https://www.pwc.com/us/en/services/governance-insights-center/library/building-stakeholder-trust.html
[10] https://redirect.viglink.com?u=https%3A%2F%2Ftimesofindia.indiatimes.com%2Fblogs%2Fvoices%2Fhow-customer-experience-is-being-re-defined%2F&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[10] https://www.protocol.com/newsletters/entertainment/metaverse-blockchain-gaming-newzoo-report
[9] https://tinyurl.com/53hxm2a9
[9] https://www.linkedin.com/posts/lukesoon_trust-the-new-currency-for-business-activity-6945662594200256512-xGlQ?utm_source=linkedin_share&utm_medium=member_desktop_web
[8] https://enterprisersproject.com/article/2022/6/digital-transformation-maximize-customer-experience
[8] https://news.google.com/articles/CBMiamh0dHBzOi8vdGhlZmludGVjaHRpbWVzLmNvbS9ob3ctaW5zdGFudC1iYW5rLXBheW1lbnRzLWFyZS1zZXQtdG8tY2hhbmdlLXRoZS1jdXN0b21lci1leHBlcmllbmNlLWluLWV1cm9wZS_SAQA?hl=en-SG&gl=SG&ceid=SG%3Aen

Top URLs in Tweet in G3:
[3] https://twitter.com/MarshaCollier/status/1541957147419975681
[3] https://twitter.com/MarshaCollier/status/1541959646667317248
[3] https://twitter.com/GregOrtbach/status/1541958378145996800
[2] https://twitter.com/MarshaCollier/status/1541952416509304835
[2] https://twitter.com/GregOrtbach/status/1541953345149014016
[2] https://twitter.com/MarshaCollier/status/1541954616082022401
[2] https://twitter.com/GregOrtbach/status/1541955861572161536
[2] https://twitter.com/GregOrtbach/status/1541960894673985537
[2] https://twitter.com/MarshaCollier/status/1541962166580002816
[2] https://twitter.com/GregOrtbach/status/1541963411340271616

Top URLs in Tweet in G4:
[290] https://www.paycompliment.com/
[1] https://twitter.com/StudentLife_SEC/status/1541800314386501633

Top URLs in Tweet in G5:
[7] https://www.callcentrehelper.com/how-coaching-can-help-overcoming-stress-209425.htm
[5] https://www.callcentrehelper.com/tips-to-monitor-customer-service-210166.htm
[4] https://www.callcentrehelper.com/the-top-10-assurance-statements-in-customer-service-203709.htm
[3] https://www.mycustomer.com/customer-experience/engagement/why-primarks-decision-to-go-digital-could-damage-customer-experiences
[3] https://www.callcentrehelper.com/only-one-in-ten-contact-centres-have-a-single-knowledge-source-209518.htm
[3] https://www.callcentrehelper.com/what-is-an-after-call-survey-209132.htm
[3] https://www.callcentrehelper.com/customer-experience-management-the-latest-thinking-210189.htm
[3] https://www.callcentrehelper.com/what-is-customer-analytics-210426.htm
[3] https://www.callcentrehelper.com/ai-is-set-to-take-hold-of-contact-centres-209478.htm
[2] https://www.cmswire.com/customer-experience/how-to-create-a-total-experience-that-fulfills-3-fundamental-customer-needs/

Top URLs in Tweet in G6:
[2] http://www.smartcustomerservice.com/Articles/News-Briefs/AskNicely-Launches-Benchmark-Program-153698.aspx#.YrtIuqldIWg.twitter
[2] https://www.bcstrategies.com/content/employee-engagement-all-rage-verint-engage
[1] https://podcasts.apple.com/us/podcast/24-the-feelings-lab-compassion-customer-service-w/id1584899437?i=1000566329222
[1] https://www.businesswire.com/news/home/20220621005175/en/Cogito-Releases-New-Product-Capabilities-and-Integrations-to-Create-the-Connected-Contact-Center-Ecosystem
[1] https://www.cmswire.com/customer-experience/how-to-make-your-customer-experience-better-be-convenient/
[1] https://www.destinationcrm.com/Articles/ReadArticle.aspx?ArticleID=153783#.Yr8P7r5p3js.twitter
[1] http://www.smartcustomerservice.com/Articles/News-Briefs/NICE-Launches-RPA-7.7-153637.aspx#.YrR_H9UoZLo.twitter
[1] https://www.speechtechmag.com/Articles/ReadArticle.aspx?ArticleID=153689#.YroF1gYFuKU.twitter
[1] http://www.smartcustomerservice.com/Articles/News-Briefs/Cogito-Adds-Product-Capabilities-and-Integrations-153613.aspx#.YrSFm_fB_g0.twitter
[1] https://www.speechtechmag.com/Articles/ReadArticle.aspx?ArticleID=153644#.YrR-dNd96Y0.twitter

Top URLs in Tweet in G7:
[14] https://www.scienceofcx.com/brian-ahearn-the-science-of-influence-persuasion/
[8] https://www.scienceofcx.com/frank-agin-network-to-trusting-valuable-relationships/
[3] https://www.contactcenterpipeline.com/Article/writing-home
[2] https://www.totaltele.com/513609/Changing-customer-service-for-a-virtual-world
[1] https://www.macro4.com/resources/customer-communications-management-white-paper/
[1] https://xceltrait.com/customer-service-management/
[1] https://engageware.com/blog/why-customer-engagement-matters/
[1] https://www.retailcustomerexperience.com/news/why-retailers-must-shift-from-transactional-behavior-to-transparent-behavior/
[1] https://www.servicenow.com/lpayr/forrester-report-customer-service-megatrends.html
[1] https://www.washingtonpost.com/history/2022/06/30/snow-crash-neal-stephenson-metaverse/

Top URLs in Tweet in G8:
[2] https://pod.co/the-tech-smart-boss/episode-20-how-to-select-a-customer-support-system-the-10-things-you-should-know
[2] https://blog.fusebill.com/phone-based-customer-communication-saas-2022
[2] https://iconohash.com:443/
[1] https://www.youtube.com/watch?v=aCE9Iq7fQFI&feature=youtu.be

[1] https://cx-journey.com/2022/06/does-your-team-have-a-customer-service-mindset.html
[1] https://www.codelessplatforms.com/blog/what-is-a-customer-portal/?utm_source=t.co&utm_medium=referral&utm_campaign=twitter
[1] https://www.tenios.de/blog/terminerinnerung-per-sms
[1] https://www.callexperts.com/building-customer-rapport-is-essential-to-retain-customers
[1] https://www.careerarc.com/job-listing/mckinstry-jobs-customer-service-representative-41861341?campaign_id=23925&cb=1542312324&src=1&tx=BNLqHxwUPaC1mA&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[1] http://pfgregg.com/

Top URLs in Tweet in G9:
[22] https://blogs.oracle.com/cx/post/infographic-meet-customer-expectations-intelligent-customer-service?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[3] https://www.youtube.com/watch?v=iFscO7hy7rY

[2] https://ladyjaney.co.uk/theres-customer-service-and-theres-pawservice/

Top URLs in Tweet in G10:
[2] https://hbr.org/2022/06/how-to-move-from-strategy-to-execution?utm_medium=email&utm_source=newsletter_daily&utm_campaign=dailyalert_notactsubs&deliveryName=DM200191
[2] https://www.stevecurtin.com/blog/connect-every-job-role-to-purpose/
[2] https://cssamerica.com/its-not-always-about-the-outcome-6-21-22-customer-service-tip/
[1] https://www.icmi.com/resources/2022/quality-management-retain-contact-center-workforce
[1] https://livevox.com/what-call-center-tools-should-your-business-have-livevox/
[1] https://livevox.com/sms-alerts-best-practices-for-businesses/
[1] https://cssamerica.com/dont-assume-their-motivation-6-28-22-customer-service-tip/
[1] https://www.blakemichellemorgan.com/podcast/how-leaders-can-build-relationships-through-transparency/
[1] https://www.groovehq.com/blog/woocommerce-vs-bigcommerce
[1] https://www.blakemichellemorgan.com/podcast/how-to-build-an-roi-model-for-cx/

Top Domains
Top Domains in Tweet in Entire Graph:
[290] paycompliment.com
[218] google.com
[163] twitter.com
[77] careerarc.com
[63] linkedin.com
[35] tinyurl.com
[34] callcentrehelper.com
[33] hm.com
[25] forbes.com
[23] oracle.com

Top Domains in Tweet in G1:
[92] twitter.com
[33] hm.com
[3] bit.ly
[1] hmgroup.com
[1] afound.com
[1] spotify.com
[1] n.de
[1] tanu.rs

Top Domains in Tweet in G2:
[216] google.com
[60] linkedin.com
[35] tinyurl.com
[23] forbes.com
[20] pwc.com
[17] analyticsinsight.net
[15] viglink.com
[14] retailcustomerexperience.com
[14] mckinsey.com
[14] cmswire.com

Top Domains in Tweet in G3:
[45] twitter.com
[2] linkedin.com
[2] hyken.com
[2] forbes.com
[1] customerthink.com
[1] julia-ahlfeldt.com
[1] seismic.com
[1] euronews.com
[1] fastcompany.com
[1] theacsi.org

Top Domains in Tweet in G4:
[290] paycompliment.com
[1] twitter.com

Top Domains in Tweet in G5:
[34] callcentrehelper.com
[18] dy.si
[10] genesys.com
[9] customerthink.com
[7] mycustomer.com
[4] cmswire.com
[3] providesupport.com
[1] 8x8.com
[1] martechseries.com
[1] inc.com

Top Domains in Tweet in G6:
[8] smartcustomerservice.com
[3] destinationcrm.com
[2] speechtechmag.com
[2] bcstrategies.com
[1] apple.com
[1] businesswire.com
[1] cmswire.com
[1] zendesk.com
[1] prnewswire.com
[1] yahoo.com

Top Domains in Tweet in G7:
[22] scienceofcx.com
[9] contactcenterpipeline.com
[2] totaltele.com
[1] macro4.com
[1] xceltrait.com
[1] engageware.com
[1] retailcustomerexperience.com
[1] servicenow.com
[1] washingtonpost.com
[1] pod.co

Top Domains in Tweet in G8:
[14] iconohash.com
[2] pfgregg.com
[2] pod.co
[2] brightmetrics.com
[2] fusebill.com
[2] bradcleveland.com
[1] youtube.com
[1] cx-journey.com
[1] codelessplatforms.com
[1] tenios.de

Top Domains in Tweet in G9:
[22] oracle.com
[3] youtube.com
[2] co.uk

Top Domains in Tweet in G10:
[3] cssamerica.com
[2] hbr.org
[2] stevecurtin.com
[2] livevox.com
[2] blakemichellemorgan.com
[2] minervacq.com
[1] icmi.com
[1] groovehq.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1932] custserv
[825] cx
[553] ex
[483] rox
[336] customerexperience
[330] experienceeconomy
[265] designthinking
[246] infinitejourneys
[237] ai
[228] retail



Top Hashtags in Tweet in G1:
[2] nobrand
[2] disappointed
[1] hmxme
[1] evri
[1] notgoodenough
[1] horriblecustomerservice
[1] 911helpme
[1] worstservice
[1] ukraine
[1] homesforukraine

Top Hashtags in Tweet in G2:
[788] custserv
[613] cx
[538] ex
[480] rox
[327] experienceeconomy
[264] designthinking
[246] infinitejourneys
[215] ai
[191] futureofwork
[159] futureback

Top Hashtags in Tweet in G3:
[400] custserv
[21] cx
[11] customerservice
[8] ai
[8] custexp
[2] bots
[2] nowcustomer
[2] customerexperience
[2] cxqotd
[1] ldnont

Top Hashtags in Tweet in G4:
[290] custserv
[288] customerexperience
[227] retail
[29] burger
[10] food
[6] grill
[4] praise
[3] chicken
[3] telstra
[2] pizza

Top Hashtags in Tweet in G5:
[93] custserv
[55] cx
[26] custexp
[21] cctr
[15] contactcenter
[10] ex
[10] 8x8xsellerateday
[8] ccaas
[7] security
[5] customerexperience

Top Hashtags in Tweet in G6:
[24] custserv
[20] cctr
[20] cx
[14] contactcenter
[14] crm
[13] customerservice
[6] engage22
[5] ai
[4] ccaas
[2] coaching

Top Hashtags in Tweet in G7:
[60] custserv
[54] cx
[32] stevepappas
[25] podcast
[24] strategy
[22] customerservice
[19] scienceofcx
[18] custexp
[17] customerexperience
[14] custsuccess

Top Hashtags in Tweet in G8:
[46] custserv
[10] cx
[7] custexp
[5] customerexperience
[3] marketing
[3] sales
[3] housing
[3] cctr
[2] contactcenter
[2] tech

Top Hashtags in Tweet in G9:
[27] custserv
[22] customerservice
[3] intelligentadvisor
[3] release
[2] custexp
[1] cx

Top Hashtags in Tweet in G10:
[16] custserv
[12] cx
[7] cctr
[5] ai
[4] contactcenter
[4] customerservice
[4] electrification
[3] customerexperience
[2] contactcenters
[2] morale

Top Words
Top Words in Tweet in Entire Graph:
[1932] #custserv
[825] #cx
[709] hm_custserv
[556] #ex
[512] mentalmarketer
[483] #rox
[460] dm
[448] please
[427] customer
[336] #customerexperience

Top Words in Tweet in G1:
[647] hm_custserv
[447] dm
[427] please
[320] address
[298] hi
[297] order
[267] email
[218] full
[214] name
[192] sorry

Top Words in Tweet in G2:
[788] #custserv
[613] #cx
[541] #ex
[508] mentalmarketer
[480] #rox
[327] #experienceeconomy
[264] #designthinking
[246] #infinitejourneys
[215] #ai
[191] #futureofwork

Top Words in Tweet in G3:
[400] #custserv
[167] marshacollier
[97] gregortbach
[81] customer
[64] service
[64] social
[44] chat
[38] media
[37] complexified
[32] good

Top Words in Tweet in G4:
[290] congrats
[290] #custserv
[288] #customerexperience
[227] #retail
[218] top
[218] rating
[91] lowes
[68] feedback
[29] #burger
[20] mcdonaldsuk

Top Words in Tweet in G5:
[93] #custserv
[55] #cx
[47] customer
[31] callcentrehelp
[30] 8x8
[26] #custexp
[25] digi_desk
[21] #cctr
[16] service
[15] #contactcenter

Top Words in Tweet in G6:
[24] #custserv
[20] #cctr
[20] #cx
[14] #contactcenter
[14] #crm
[13] #customerservice
[11] verint
[9] launches
[7] news
[6] employee

Top Words in Tweet in G7:
[60] #custserv
[54] #cx
[42] business
[32] #stevepappas
[30] episode
[25] #podcast
[24] #strategy
[22] #customerservice
[19] #scienceofcx
[18] #custexp

Top Words in Tweet in G8:
[46] #custserv
[23] customer
[13] report
[13] daily
[12] conversation
[12] ready
[12] jun
[10] #cx
[10] service
[7] #custexp

Top Words in Tweet in G9:
[44] customers
[27] #custserv
[24] oraclecx
[22] recognizing
[22] expect
[22] more
[22] one
[22] thing
[22] updating
[22] company

Top Words in Tweet in G10:
[16] #custserv
[12] #cx
[8] minerva_cq
[7] #cctr
[5] great
[5] gt
[5] #ai
[4] #contactcenter
[4] read
[4] service

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[632] #cx,#custserv
[491] #custserv,#ex
[460] #ex,#rox
[295] #rox,#experienceeconomy
[227] #customerexperience,#retail
[227] #retail,#custserv
[218] top,rating
[217] rating,#customerexperience
[201] full,name
[145] #experienceeconomy,#futureofwork

Top Word Pairs in Tweet in G1:
[201] full,name
[115] billing,address
[114] name,email
[108] please,dm
[95] dm,full
[95] order,number
[91] email,address
[85] hm_custserv,hi
[82] happy,help
[82] chat,soon

Top Word Pairs in Tweet in G2:
[544] #cx,#custserv
[488] #custserv,#ex
[457] #ex,#rox
[292] #rox,#experienceeconomy
[144] #experienceeconomy,#futureofwork
[142] #infinitejourneys,#designthinking
[141] #defi,#daos
[139] #daos,#nfts
[121] customer,experience
[107] #futureofwork,#futureback

Top Word Pairs in Tweet in G3:
[38] customer,service
[38] social,media
[34] #custserv,chat
[17] fastest,hour
[17] hour,twitter
[14] marshacollier,gregortbach
[12] twitter,13th
[12] 13th,year
[12] year,#custserv
[12] social,customer

Top Word Pairs in Tweet in G4:
[227] #customerexperience,#retail
[227] #retail,#custserv
[218] top,rating
[217] rating,#customerexperience
[66] feedback,#customerexperience
[29] #customerexperience,#burger
[29] #burger,#custserv
[11] congrats,lowes
[10] #customerexperience,#food
[10] #food,#custserv

Top Word Pairs in Tweet in G5:
[39] #cx,#custserv
[25] #custserv,#custexp
[14] #cctr,#custserv
[13] customer,service
[13] callcentrehelp,#cx
[13] callcentrehelp,#cctr
[10] 8x8,partners
[10] using,8x8
[9] service,callcentrehelp
[8] recent,business

Top Word Pairs in Tweet in G6:
[13] #cctr,#contactcenter
[13] #custserv,#customerservice
[11] #contactcenter,#custserv
[9] #crm,#cctr
[7] #customerservice,#cx
[6] employee,engagement
[6] engagement,rage
[6] rage,verint
[6] verint,engage
[6] engage,takeaways

Top Word Pairs in Tweet in G7:
[19] #cx,#custserv
[18] #custserv,#custexp
[18] #custexp,#stevepappas
[14] episode,#142
[14] #142,take
[14] take,notes
[14] notes,brian
[14] brian,ahearn
[14] ahearn,brianfahearn
[14] brianfahearn,joined

Top Word Pairs in Tweet in G8:
[12] daily,conversation
[12] conversation,report
[12] report,ready
[12] ready,#custserv
[12] #custserv,jun
[8] customer,service
[6] #cx,#custserv
[3] #custexp,#custserv
[3] #customerexperience,#custserv
[3] take,effect

Top Word Pairs in Tweet in G9:
[22] recognizing,customers
[22] customers,expect
[22] expect,more
[22] more,one
[22] one,thing
[22] thing,updating
[22] updating,company
[22] company,approach
[22] approach,#custserv
[22] #custserv,another

Top Word Pairs in Tweet in G10:
[4] #cx,read
[3] customer,service
[3] service,tip
[3] tip,week
[3] week,enjoy
[3] enjoy,#custserv
[3] psyched,share
[3] share,minerva_cq
[3] minerva_cq,first
[3] first,deploy

Top Replied-To
Top Replied-To in Entire Graph:
@hm_custserv
@marshacollier
@gregortbach
@kevinoinsc
@mattbikewith
@complexified
@ideakid88
@immarkbernhardt
@kr8tr
@dekebridges

Top Replied-To in G1:
@hm_custserv
@nileshgala82
@inoajudit
@continental80
@sam_batrel
@mariais33267111
@bolshieotter
@olutolah
@suebarnsley2
@clodaghbyrne19

Top Replied-To in G2:
@kevinoinsc
@gregortbach
@marshacollier
@mattbikewith
@ideakid88
@kr8tr
@immarkbernhardt
@moingshaikh
@uenlightenme
@complexified

Top Replied-To in G3:
@marshacollier
@gregortbach
@kevinoinsc
@mattbikewith
@complexified
@ideakid88
@immarkbernhardt
@cyb3rb0r6
@dekebridges
@kr8tr

Top Replied-To in G4:
@riverisland

Top Replied-To in G5:
@genesys
@johntchambers
@customeralchemy

Top Replied-To in G6:
@forethought_ai
@niceltd
@intermedia_net
@cogitocorp
@asapp
@intercom
@getpathlight
@zendesk
@oracle
@asknicely

Top Mentioned
Top Mentioned in Entire Graph:
@mentalmarketer
@marshacollier
@gregortbach
@grazytgrazynatt
@lowes
@hm_custserv
@hm
@influencerprom1
@complexified
@callcentrehelp

Top Mentioned in G1:
@hm_custserv
@hm
@hmindia
@hmunitedkingdom
@tarungera8
@istkmtistnbl
@consumerforum_
@myntra
@hmdeutschland
@hakandemirel89

Top Mentioned in G2:
@mentalmarketer
@grazytgrazynatt
@gregortbach
@marshacollier
@influencerprom1
@pwc
@ai_miami
@peterleah18
@heroldbarton
@vipeurope5

Top Mentioned in G3:
@marshacollier
@gregortbach
@complexified
@kr8tr
@cyb3rb0r6
@immarkbernhardt
@ideakid88
@kevinoinsc
@dekebridges
@billquiseng

Top Mentioned in G4:
@lowes
@mcdonaldsuk
@bandq_help
@sainsburys
@kmart_australia
@marksandspencer
@maccas
@halfords_uk
@johnlewisretail
@greggsofficial

Top Mentioned in G5:
@callcentrehelp
@digi_desk
@8x8
@genesys
@business
@customerthink
@mycustomer
@tony_bates71
@provide_support
@stevenvbe

Top Mentioned in G6:
@verint
@blairplez
@bcstra
@genesys
@qualtrics
@bcstrat
@joshuafeast
@hume__ai
@alancowen
@five9

Top Mentioned in G7:
@frankagin
@leslieo
@kmp603
@totaltelecom
@xceltrait
@marshacollier
@ccpipeline
@macro_4
@wnsholdings

Top Mentioned in G8:
@tenios_gmbh
@techsmartboss
@teammom2006

Top Mentioned in G9:
@oraclecx
@ladyjaney75
@debbieszumylo

Top Mentioned in G10:
@minerva_cq
@nvidia
@harvardbiz
@blakemichellem
@mentalmarketer
@callcentericmi
@bobfurniss
@flavmartins
@edgagnon
@groove

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@tesco
@americanair
@easy_branches
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@united
@delta

Top Tweeters in G1:
@myntra
@istkmtistnbl
@hm_custserv
@greenwitch3
@flossybball
@sophieejayne6
@googlepayindia
@fobturnip
@lilysusa
@yyeihsa

Top Tweeters in G2:
@sectest9
@easy_branches
@xaelbot
@codedailybot
@cybersecurityn8
@jilliemary
@fabriciosx
@education_24x7
@drjimmystar
@stevekrohn

Top Tweeters in G3:
@rockchristopher
@cyb3rb0r6
@muz4now
@inkscrblr
@nitestar
@maewmb
@dekebridges
@curtisschin
@ctrappe
@antambo

Top Tweeters in G4:
@sainsburys
@telstra
@asdaserviceteam
@marksandspencer
@farm_machinery_
@aldiuk
@knowhowtohelp
@auspost
@nextofficial
@newlookhelp

Top Tweeters in G5:
@business
@jeffsheehan
@1davidclarke
@colinshaw_cx
@jspadoan
@drnatalie
@paolofabrizio71
@workingbnb
@customerthink
@mycustomer

Top Tweeters in G6:
@bcstrat
@cmswire
@salesforce
@zendesk
@markplant
@genesys
@syncfusion
@oracle
@niceltd
@five9

Top Tweeters in G7:
@mohamedbhimji
@antgrasso
@totaltelecom
@leslieo
@gartner_inc
@m_sosh
@mikeaoki
@helpscout
@retexperience
@mrpatto

Top Tweeters in G8:
@fsonnenberg
@iconohash
@annettefranz
@dangalante
@kristiewells
@woodybendle
@marcioontw
@fusebill
@pfgregg
@swbmedia

Top Tweeters in G9:
@annasabryan
@debbieszumylo
@thedigitalland1
@oraclecx
@ladyjaney75
@arizbeth
@ghirardieric
@chloejaneyoung
@pascaledray
@oxhenry339

Top Tweeters in G10:
@pardoe_ai
@harvardbiz
@blakemichellem
@flavmartins
@callcentericmi
@nvidia
@susanhash
@nvidiaai
@edgagnon
@groove


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