#retail, Twitter, 2/2/2019 8:25:05 PM, 185060


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#retail_2019-02-02_11-59-54.xlsx
#retail_2019-02-02_11-59-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 02, 2019
Short Description:
#retail via NodeXL http://bit.ly/2UFBepP
@forbes
@chidambara09
@jblefevre60
@sectest9
@amazon
@thetechnologytm
@retexperience
@kirkdborne
@shakaama
@food_retail

Top hashtags:
#retail
#ecommerce
#business
#ai
#marketing
#sales
#retailers
#tech
#cre
#nrf2019

Description:
Description
The graph represents a network of 3,232 Twitter users whose tweets in the requested range contained "#retail", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 02 February 2019 at 20:01 UTC.

The requested start date was Saturday, 02 February 2019 at 01:01 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 2-day, 6-hour, 12-minute period from Wednesday, 30 January 2019 at 18:48 UTC to Saturday, 02 February 2019 at 01:00 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 : 3232
Unique Edges : 2977
Edges With Duplicates : 3240
Total Edges : 6217
Number of Edge Types : 3
Tweet : 3686
Mentions : 2485
Replies to : 46
Self-Loops : 3686
Reciprocated Vertex Pair Ratio : 0.0353200883002208
Reciprocated Edge Ratio : 0.0682302771855011
Connected Components : 1371
Single-Vertex Connected Components : 889
Maximum Vertices in a Connected Component : 615
Maximum Edges in a Connected Component : 1023
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.139142
Graph Density : 0.000224561105135583
Modularity : 0.44862
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[26] http://natsjobs.com/find-a-job
[25] https://www.anaplan.com/blog/nrf-retails-big-show-2019-recap-digital-transformation-continues/
[13] https://www.myfrugalbusiness.com/2018/10/how-improve-retail-customer-shopping-experience.html
[13] https://www.leanstartuplife.com/2019/01/how-to-drive-more-website-traffic-ecommerce-store.html
[13] https://introducer.com.au/business-loans/
[12] https://www.cnbc.com/2019/01/30/from-toys-r-us-to-tk-heres-how-shuttered-stores-are-getting-a-new-life.html
[10] https://thefinancialbrand.com/73098/digital-technology-banking-consumer-journey/?smedia-twt-jm
[9] http://www.dailyjobcuts.com
[9] https://oneqube.com/2019/01/24/8-ecommerce-trends-that-are-determining-the-future-of-online-retail/
[7] https://chinadeep.info/top-10-department-store-stocks-by-market-cap/

Top URLs in Tweet in G1:
[26] http://natsjobs.com/find-a-job
[20] https://www.anaplan.com/blog/nrf-retails-big-show-2019-recap-digital-transformation-continues/
[5] https://disruptive.asia/retail-staff-better-service-with-tablets/
[4] https://mopinion.com/decathlon-rolls-out-mopinion-feedback-software-in-23-countries/
[4] http://natsjobs.com/find-a-job/?search_location=San
[4] https://www.linkedin.com/pulse/profound-success-factor-smart-machine-age-innovation-perdue-johnson/
[3] https://www.thinksiliconvalley.com/blog/whats-new-bay-area-retail-2019/
[3] https://lnkd.in/eY5Q3_T
[3] http://ow.ly/BfQ130nwAHM
[3] https://thedeadpixelssociety.com/insider-tip-of-the-hat-to-the-print-refinery/?utm_campaign=insider-tip-of-the-hat-to-the-print-refinery&utm_medium=social_link&utm_source=missinglettr

Top URLs in Tweet in G2:
[10] https://thefinancialbrand.com/73098/digital-technology-banking-consumer-journey/?smedia-twt-jm
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=184820
[3] https://goo.gl/Q4863x
[3] https://goo.gl/bP1oaE
[3] https://www.foodretail.es/retailers/walmart-ecommerce-america-latina-batalla-amazon_0_1296770336.html
[3] https://www.verdict.co.uk/retail-ai-2019/
[2] https://www.foodretail.es/retailers/retail-uso-datos-oportunidad-negocio_0_1295870422.html
[2] https://www.pymnts.com/news/artificial-intelligence/2019/warehouse-robots-ai-logistics-supply-chain/
[2] https://www.ecommercemag.fr/Thematique/retail-1220/Diaporamas/nrf2019-tendances-phares-retail-big-show-336493/robotisation-plus-grande-echelle-magasin-entrepot-336494.htm#&utm_source=social_share&utm_medium=share_button&utm_campaign=share_button
[2] https://medium.com/the-crowdpolicy-collection-en/fintech-and-opportunities-in-greece-and-cyprus-3327e2445e01

Top URLs in Tweet in G3:
[9] http://www.dailyjobcuts.com
[2] https://risnews.com/top-5-strategies-watch-2019-store-experience-study
[2] https://amazon.com/dp/B07KVQR7T8/
[2] https://www.orderdynamics.com/blog/nrf-2019-observations/?utm_campaign=Blog%20Posts&utm_content=83880310&utm_medium=social&utm_source=twitter&hss_channel=tw-2285495274
[2] https://www.forbes.com/sites/christopherwalton/2019/01/06/every-retailer-should-have-a-store-of-the-future-plan-of-attack/#48ee9c2c32b6
[1] https://shoppermarketingmag.com/grocery-outlet-elevates-product-sourcing-rangeme
[1] https://risnews.com/walmart-adds-gamification-its-next-gen-workforce-training-toolkit
[1] https://risnews.com/hudson-group-deploys-new-unified-commerce-platform
[1] https://www.dallasnews.com/business/retail/2019/01/29/gamestop-no-longer-sale-looking-new-ceo
[1] https://consumergoods.com/bevmo-tests-voice-enabled-shelf-shopping-assistant?ajs_uid=6466C5080834E2A&oly_enc_id=6466C5080834E2A&ajs_trait_oebid=5235H5701912B7O

Top URLs in Tweet in G4:
[5] https://www.cnbc.com/2019/01/30/from-toys-r-us-to-tk-heres-how-shuttered-stores-are-getting-a-new-life.html
[3] https://www.fastcompany.com/90298669/zaras-new-logo-may-be-the-future-of-branding-love-it-or-hate-it
[2] https://www.cnbc.com/2019/01/30/amazon-is-hauling-cargo-in-self-driving-trucks-developed-by-embark.html
[2] https://www.retaildive.com/news/what-5-retail-cios-are-saying-about-the-industry/547130/
[2] https://www.linkedin.com/slink?code=b4TqsjK
[1] https://www.retaildive.com/news/5-retail-technology-trends-to-watch-in-2019/545662/
[1] https://digiday.com/retail/retailers-rethink-physical-stores-click-collect-catches/
[1] https://www.retaildive.com/news/a-penney-saved/546678/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-01-28%20Retail%20Dive%20Newsletter%20%5Bissue:19137%5D&utm_term=Retail%20Dive
[1] https://retailnext.net/en/blog/trends-and-takeaways-from-retails-nrf-big-show-2019/?utm_source=social&utm_medium=twitter&utm_campaign=social-sharing&utm_content=trends-NRF-2019
[1] https://retailnext.net/en/blog/redefining-content-marketing-strategies-for-retail-in-2019/?utm_source=social&utm_medium=twitter&utm_campaign=social-sharing&utm_content=content-marketing-strategies-2019

Top URLs in Tweet in G5:
[6] https://www.youtube.com/watch?v=Ne6jVK4hWaI&feature=youtu.be

[2] https://www.forbes.com/sites/pamdanziger/2019/01/13/6-global-consumer-trends-and-brands-that-are-out-in-front-of-them-in-2019/#356ecf004fe4
[2] https://www.forbes.com/sites/jennysplitter/2019/01/31/land-olakes-sustainability-platform/
[2] https://www.fastcompany.com/90298669/zaras-new-logo-may-be-the-future-of-branding-love-it-or-hate-it
[2] https://www.retailwatch.it/2019/01/30/brand-prodotti/prove-di-cambiamento-dei-lineari-di-vendita-e-del-ristorante-da-carrefour/
[2] https://www.retailwatch.it/2019/01/21/brand-prodotti/coldani-carrefour-il-prezzo-promozionato-dellidm-tallona-la-mdd-poco-promozionata/
[2] https://www.retaildoc.com/retail-101/retail-sales-strategies?utm_campaign=Retail
[2] 101&utm_content=82491573&utm_medium=social&utm_source=twitter&hss_channel=tw-15776937
[2] https://www.forbes.com/sites/nikkibaird/2019/01/30/retail-business-leaders-need-to-care-about-technology/#4db8a5a41e2c
[1] https://www.retailwire.com/discussion/can-sentiment-analysis-improve-merchandising-calls/?utm_content=buffere07de&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[3] https://acuvate.com/blog/top-cpg-industry-trends-watch-2019/?utm_content=bufferc4aa5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.iotforall.com/how-iot-can-improve-ux-roi-automotive-retail/
[2] http://ipfconline.fr/blog/2018/06/14/how-blockchain-is-disrupting-industries/
[2] https://www.iotcentral.io/blog/how-iot-connected-smart-products-facilitates-omni-channel-retail
[2] http://commercenow.libsyn.com/retail-wrap-up-2018
[2] https://blog.marketo.com/2018/11/3-ways-to-bring-brick-and-mortar-delights-to-the-digital-world-of-your-brand.html
[2] Dive
[2] https://thoughts.manthan.com/2018/10/22/retail-experts-whos-doing-what-with-ai-in-retail/?utm_content=buffer20404&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://marketscale.com/industries/retail/innovation-tour-nrf?utm_content=83763758&utm_medium=social&utm_source=twitter&hss_channel=tw-816318976015863809
[1] https://marketscale.com/industries/industrial-iot/iot-shopping-customization?utm_content=84027117&utm_medium=social&utm_source=twitter&hss_channel=tw-709544285025075200

Top URLs in Tweet in G7:
[3] https://www.retaildive.com/news/nrf-2019-reviving-retails-roots-in-relationship-a-fortune-500-execs-pe/545430/
[2] https://retailminded.com/how-experience-is-reshaping-the-retail-world
[2] http://www.the-future-of-commerce.com/2019/01/10/rethink-consumer-engagement/?source=social-Global-SAP_Retail-TWITTER-ThoughtLeadership-BestRun-Services-Retail&campaigncode=CRM-YA19-SSO-BRSOCPT
[2] http://www.the-future-of-commerce.com/2019/01/09/what-is-hyper-individualization/?source=social-Global-SAP_Retail-TWITTER-ThoughtLeadership-BestRun-Services-Retail&campaigncode=CRM-YA19-SSO-BRSOCPT
[2] https://www.pymnts.com/news/retail/2019/robots-restocking-retailers-inventory/
[1] https://bit.ly/2AXsyUf?utm_content=83674245&utm_medium=social&utm_source=twitter&hss_channel=tw-1049200879088402432
[1] https://www.chainstoreage.com/operations/consumers-most-preferred-payment-types-in-stores-are/
[1] https://www.information-age.com/data-trends-123477704/
[1] https://www.powerretail.com.au/sponsored-post/omnichannel-inventory-insight/
[1] https://www.nasdaq.com/article/how-technology-is-reshaping-retail-cm1073576

Top URLs in Tweet in G8:
[3] https://www.abelmagnets.com/magnetic-hooks
[2] https://www.youtube.com/watch?v=TSEAel-NFi8

[2] http://bit.ly/2RKjAU1
[1] http://bit.ly/2GQTVVs
[1] http://bit.ly/2SbyjY2
[1] http://NewEraGroup.co.uk/clients/
[1] http://bit.ly/2AAP19v

Top URLs in Tweet in G9:
[4] https://www.viaempresa.cat/economia/ctecno-transformacio-digital-retail_207964_102.html?utm_source=twitter
[1] http://bit.ly/StartUpVillage

Top URLs in Tweet in G10:
[3] https://twitter.com/Gdoweek/status/1091005789354029058
[2] https://www.gdoweek.it/md-in-crescita-77-il-gruppo-festeggia-i-25-anni/
[1] https://www.federdistribuzione.it/con-chiusure-domenicali-meno-occupazione-e-meno-consumi-e-una-spinta-verso-le-commerce/
[1] https://www.open.online/primo-piano/2019/01/30/news/negozi_arriva_il_testo_per_la_chiusura_domenicale-126887/
[1] https://www.mark-up.it/aperture-festive-26-domeniche-su-52-e-la-proposta-base-in-commissione/
[1] https://www.mark-up.it/5-tendenze-tecnologiche-che-cambieranno-il-retail-nel-2019/
[1] https://twitter.com/DanieleCazzani/status/1090544635955560448
[1] https://andrearoagna.blog/2019/01/31/chiusure-domenicali-dei-negozi-limitazioni-per-la-grande-distribuzione/
[1] https://twitter.com/Gdoweek/status/1086318546194518016
[1] https://www.eventbrite.it/e/biglietti-experience-retail-convention-54695548859?discount=MK_GDO

Top Domains
Top Domains in Tweet in Entire Graph:
[788] careerarc.com
[82] twitter.com
[77] lnkd.in
[65] co.uk
[48] natsjobs.com
[47] forbes.com
[34] bit.ly
[34] com.au
[34] retailwire.com
[30] youtube.com

Top Domains in Tweet in G1:
[742] careerarc.com
[62] lnkd.in
[48] natsjobs.com
[28] twitter.com
[26] co.uk
[21] instagram.com
[21] work4labs.com
[20] anaplan.com
[14] dlvr.it
[10] linkedin.com

Top Domains in Tweet in G2:
[11] thefinancialbrand.com
[6] goo.gl
[5] foodretail.es
[5] nodexlgraphgallery.org
[4] twitter.com
[3] strategy-business.com
[3] co.uk
[2] pymnts.com
[2] ecommercemag.fr
[2] medium.com

Top Domains in Tweet in G3:
[9] dailyjobcuts.com
[9] retailwire.com
[7] dy.si
[6] risnews.com
[4] forbes.com
[3] careerarc.com
[3] radial.com
[2] amazon.com
[2] orderdynamics.com
[2] wsj.com

Top Domains in Tweet in G4:
[13] retaildive.com
[9] cnbc.com
[4] digiday.com
[4] fastcompany.com
[2] retailnext.net
[2] businessoffashion.com
[2] dlvr.it
[2] retailwire.com
[2] forbes.com
[2] d-ddaily.com

Top Domains in Tweet in G5:
[21] forbes.com
[7] youtube.com
[5] dy.si
[4] retailwatch.it
[3] retaildive.com
[3] retaildoc.com
[2] lnkd.in
[2] fastcompany.com
[2] businessinsider.com
[2] nadimo.com

Top Domains in Tweet in G6:
[9] marketscale.com
[3] zurl.co
[3] acuvate.com
[2] iotforall.com
[2] ipfconline.fr
[2] iotcentral.io
[2] retailminded.com
[2] libsyn.com
[2] marketo.com
[2] manthan.com

Top Domains in Tweet in G7:
[5] chainstoreage.com
[5] the-future-of-commerce.com
[4] ow.ly
[3] com.au
[3] forbes.com
[3] retaildive.com
[3] twitter.com
[2] bit.ly
[2] retailminded.com
[2] lnkd.in

Top Domains in Tweet in G8:
[5] bit.ly
[3] abelmagnets.com
[2] youtube.com
[1] co.uk

Top Domains in Tweet in G9:
[4] viaempresa.cat
[1] bit.ly

Top Domains in Tweet in G10:
[5] twitter.com
[2] gdoweek.it
[2] mark-up.it
[1] federdistribuzione.it
[1] open.online
[1] andrearoagna.blog
[1] eventbrite.it

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4793] retail
[241] ecommerce
[118] business
[109] ai
[100] marketing
[96] sales
[86] retailers
[85] tech
[70] cre
[69] nrf2019



Top Hashtags in Tweet in G1:
[3103] retail
[58] ecommerce
[49] sales
[48] newnatsjobs
[46] business
[44] inventory
[35] fashion
[33] marketing
[33] job
[28] nrf2019

Top Hashtags in Tweet in G2:
[64] retail
[25] iot
[22] ai
[18] retailtech
[17] fintech
[14] bigdata
[13] banking
[13] digitaltransformation
[12] digital
[12] tech

Top Hashtags in Tweet in G3:
[75] retail
[9] wages
[6] ecommerce
[6] branding
[5] teaminfor
[4] leadership
[4] nrf2019
[4] tech
[4] innovation
[3] digitaltransformation

Top Hashtags in Tweet in G4:
[65] retail
[12] ecommerce
[5] reinventingretail
[5] amazon
[4] retailtrends
[4] innovation
[4] marketing
[3] bopis
[3] nrf2019
[3] tech

Top Hashtags in Tweet in G5:
[74] retail
[12] tech
[11] technology
[11] ecommerce
[6] robots
[6] dolls
[6] ai
[4] gdo
[4] fastfashion
[4] retailers

Top Hashtags in Tweet in G6:
[54] retail
[21] omnichannel
[7] iot
[7] ai
[6] bigdata
[6] machinelearning
[5] martech
[5] datascience
[5] tech
[5] analytics

Top Hashtags in Tweet in G7:
[71] retail
[7] retailers
[6] cx
[6] retailtech
[6] ai
[5] retailtrends
[5] sap
[4] customerexperience
[4] technology
[3] tech

Top Hashtags in Tweet in G8:
[23] retailers
[11] retail
[8] handmadehour
[6] pcap
[6] touchscreens
[6] dualos
[6] artisanuk
[3] magnetic
[3] promotional
[3] signs

Top Hashtags in Tweet in G9:
[23] retail
[9] jornadesctecno
[5] empresa
[5] tecnologia
[3] barcelona
[3] experiencias
[3] client
[2] rbewc
[2] start
[1] ecommerce

Top Hashtags in Tweet in G10:
[29] retail
[16] chiusuredomenicali
[10] medioevo
[4] experienceretail
[2] gdo
[2] md
[2] discount
[2] aperturedomenicali
[2] tendenze
[2] 31gennaio

Top Words
Top Words in Tweet in Entire Graph:
[4571] Words in Sentiment List#1: Positive
[563] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[119633] Non-categorized Words
[124767] Total Words
[5586] retail
[1820] job
[1328] store
[1179] link
[1168] bio

Top Words in Tweet in G1:
[3603] retail
[1727] job
[1155] store
[1147] link
[1139] bio
[975] click
[855] apply
[694] hiring
[585] see
[574] associate

Top Words in Tweet in G2:
[64] retail
[25] iot
[24] ai
[23] banking
[19] fintech
[19] digital
[18] future
[18] retailtech
[15] gt
[14] bigdata

Top Words in Tweet in G3:
[82] retail
[26] amazon
[22] new
[19] out
[16] check
[14] sales
[14] retailwire
[12] store
[12] wage
[12] marketplace

Top Words in Tweet in G4:
[82] retail
[16] new
[15] retaildive
[13] amazon
[12] ecommerce
[10] s
[9] 2019
[9] cnbc
[8] tech
[8] store

Top Words in Tweet in G5:
[89] retail
[31] forbes
[15] tech
[12] technology
[11] ecommerce
[9] experience
[9] new
[7] r
[7] news
[7] s

Top Words in Tweet in G6:
[58] retail
[29] experience
[23] kirkdborne
[21] competitive
[21] edge
[21] connected
[21] smart
[21] products
[21] play
[21] role

Top Words in Tweet in G7:
[77] retail
[28] changed
[25] s
[22] technology
[19] one
[18] more
[17] business
[16] many
[14] aptos_retail
[14] things

Top Words in Tweet in G8:
[75] neweragroup2
[50] digital
[30] per
[27] signage
[25] free
[24] independent
[24] new
[24] screen
[24] leasing
[24] 4

Top Words in Tweet in G9:
[27] retail
[14] ctecno
[10] tecnologia
[9] jornadesctecno
[8] sobre
[7] iv
[6] futur
[6] les
[6] rbewc
[6] voltes

Top Words in Tweet in G10:
[29] retail
[28] di
[20] x
[17] che
[16] chiusuredomenicali
[13] proposta
[13] alcuni
[13] dei
[12] nel
[11] tutti

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1168] link,bio
[740] click,link
[535] retail,job
[447] shift,supervisor
[382] check,out
[366] see,latest
[364] bio,apply
[304] store,associate
[303] cvs,health
[259] great,fit

Top Word Pairs in Tweet in G1:
[1139] link,bio
[717] click,link
[522] retail,job
[437] shift,supervisor
[354] bio,apply
[350] see,latest
[299] store,associate
[298] cvs,health
[282] check,out
[249] great,fit

Top Word Pairs in Tweet in G2:
[11] banking,fintech
[10] gt,gt
[10] connected,lifestyle
[10] lifestyle,impacting
[10] impacting,banking
[10] banking,banking
[10] fintech,finserv
[10] finserv,retail
[10] retail,digital
[9] jimmarous,connected

Top Word Pairs in Tweet in G3:
[16] check,out
[12] amazon,marketplace
[9] new,york
[9] york,city
[9] city,s
[9] s,minimum
[9] minimum,wage
[9] wage,increase
[9] increase,crushing
[9] crushing,small

Top Word Pairs in Tweet in G4:
[5] retail,stores
[5] retail,ecommerce
[5] reinventingretail,retail
[5] retaildive,retail
[4] 5,retail
[4] dead,mall
[4] mall,amazon
[4] amazon,warehouse
[4] warehouse,here's
[4] here's,shuttered

Top Word Pairs in Tweet in G5:
[8] retail,ecommerce
[6] news,media
[6] media,hiding
[6] hiding,men's
[6] men's,trending
[6] trending,purchase
[6] purchase,female
[6] female,robots
[6] robots,dolls
[6] dolls,technology

Top Word Pairs in Tweet in G6:
[22] retail,experience
[21] competitive,edge
[21] edge,connected
[21] connected,smart
[21] smart,products
[21] products,play
[21] play,role
[21] role,facilitating
[21] facilitating,omnichannel
[21] omnichannel,retail

Top Word Pairs in Tweet in G7:
[16] retail,technology
[14] many,things
[14] things,changed
[14] changed,retail
[14] technology,s
[14] s,role
[14] role,business
[14] business,one
[14] one,changed
[13] aptos_retail,many

Top Word Pairs in Tweet in G8:
[27] digital,signage
[24] screen,leasing
[24] leasing,4
[24] 4,per
[24] per,day
[24] day,sound
[24] sound,100
[24] 100,client
[24] client,satisfaction
[24] satisfaction,record

Top Word Pairs in Tweet in G9:
[8] jornadesctecno,sobre
[6] sobre,retail
[6] voltes,voltant
[5] empresa,ctecno
[4] les,iv
[4] iv,jornadesctecno
[3] xavier,caixabank
[3] caixabank,futur
[3] futur,retail
[3] retail,seran

Top Word Pairs in Tweet in G10:
[13] chiusuredomenicali,retail
[11] dei,protagonisti
[10] retail,grazie
[10] grazie,x
[10] x,averci
[10] averci,riportati
[10] riportati,nel
[10] nel,medioevo
[10] medioevo,avevamo
[10] avevamo,posto

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@neweragroup2
@forbes
@mikeschiemer
@norbertelekes
@retailwire
@kirkdborne
@amazon
@retaildive
@nucleusvision
@icsc

Top Mentioned in G1:
@crealytics
@andoniapr
@haccpcanada
@bruce_southside
@frankiestylze
@alleywatch
@allbyhemp
@smejapan
@stevenepsrealty

Top Mentioned in G2:
@evankirstel
@mikequindazzi
@paula_piccard
@jimmarous
@jblefevre60
@vladobotsvadze
@fisher85m
@antgrasso
@stratandbiz
@pbalakrishnarao

Top Mentioned in G3:
@amazon
@retailwire
@dailyjobcuts
@risnewsinsights
@fareehaali
@simoneknaap
@inforretail
@walmart
@bevmo
@cgtmagazine

Top Mentioned in G4:
@retaildive
@cnbc
@laurenthomasx3
@retailnext
@retailprophet
@deborahmcollier
@digiday
@fastcompany
@lizsegran
@bof

Top Mentioned in G5:
@forbes
@shakaama
@retailwatch_it
@rossanapastore1
@retaildive
@gcpcloud
@dsw_us
@retailminded
@capgemini
@google

Top Mentioned in G6:
@kirkdborne
@andrewbusby
@aerospikedb
@marketscale
@melsstyles
@retailminded
@dieboldnixdorf
@iotforall
@ipfconline1
@bmoskwa

Top Mentioned in G7:
@aptos_retail
@sap_retail
@retexperience
@jdasoftware
@sapindustries
@chainstoreage
@muellerskm
@nightrain_x
@nikkibaird
@retail_biz

Top Mentioned in G8:
@neweragroup2
@undiscoveredo
@abelmagnets

Top Mentioned in G9:
@ctecno
@viaempresa
@rbewc
@caixabank
@infointueri
@arqteriagrup
@evaarde
@iese_esp
@caixabank_cat
@dissenyhub

Top Mentioned in G10:
@mgasbarrino
@gdoweek
@federdis
@mark_up_
@marinambassigdo
@bertolinianna
@fpugliese_conad
@anitalissona
@experiencereta1
@gsantambrogio1

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@coventryupdate
@arkangelscrap
@sectest9
@atsocialmediauk
@evankirstel
@sheffieldis
@londonislovinit
@supstreamers
@ayudamovistarcl

Top Tweeters in G1:
@twright55
@tiniskwerl
@marshacollier
@natsjobs
@projectpeachuk
@infopronetwork
@humblyhip
@thecareerjobs
@markhillary
@hitech_guru

Top Tweeters in G2:
@arkangelscrap
@sectest9
@evankirstel
@chidambara09
@gvalan
@timothy_hughes
@kuriharan
@spirosmargaris
@leimer
@jblefevre60

Top Tweeters in G3:
@walmart
@business
@bbcnews
@compellingsites
@au_bebe
@wsj
@financialreview
@patriotjohnt1
@joanben46634671
@walgreens

Top Tweeters in G4:
@cnbc
@fastcompany
@techcrunch
@venturebeat
@hydeblizzardbox
@1malachid
@lesguer_lionel
@michael_mba
@cerasis
@neilretail

Top Tweeters in G5:
@businessinsider
@forbes
@thedrum
@seattletimes
@dsw_us
@dezeen
@google
@capgemini
@travelfoodiestv
@pa

Top Tweeters in G6:
@calcaware
@machinelearnflx
@machinelearn_d
@ipfconline1
@kirkdborne
@jenstirrup
@craigbrownphd
@kdnuggets
@retailminded
@larryboyer

Top Tweeters in G7:
@thenextweb
@sprinklr
@alexander_low
@sapindustries
@jensmithwsj
@fanatics
@retexperience
@jdasoftware
@scottgerber
@ffurlans

Top Tweeters in G8:
@atsocialmediauk
@sheffieldis
@londonislovinit
@rbatsocialmedia
@yorkshireis
@twittmanageruk
@ajssocialmedia
@uksocialpromo
@wonderfulwakey
@atsopro

Top Tweeters in G9:
@ganyet
@albertcuesta
@viaempresa
@bcn_ajuntament
@peremas
@margaltes
@uocuniversitat
@xantallavina
@caixabank
@popapcatradio

Top Tweeters in G10:
@hgrecki
@angelinascanu
@serglocsergio
@lenuccia82
@roagnaandrea
@wleimmersioni
@clazzati
@womanwithpen
@kailash_web
@carlo647