#retail, Twitter, 2/20/2019 9:01:35 AM, 187392


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#retail_2019-02-20_00-29-46.xlsx
#retail_2019-02-20_00-29-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 20, 2019
Short Description:
#retail via NodeXL http://bit.ly/2DZDTUk
@walmart
@pbalakrishnarao
@yamatho2
@forbes
@simoneknaap
@jblefevre60
@santchiweb
@swisscognitive
@unishopit
@fisher85m

Top hashtags:
#retail
#saudiarabia
#ecommerce
#ai
#fashion
#iot
#tech
#sales
#innovation
#retailtech

Description:
Description
The graph represents a network of 3,413 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 Wednesday, 20 February 2019 at 08:30 UTC.

The requested start date was Wednesday, 20 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 1-day, 7-hour, 7-minute period from Monday, 18 February 2019 at 17:53 UTC to Wednesday, 20 February 2019 at 01:01 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 : 3413
Unique Edges : 3695
Edges With Duplicates : 2928
Total Edges : 6623
Number of Edge Types : 3
Tweet : 3346
Mentions : 3241
Replies to : 36
Self-Loops : 3346
Reciprocated Vertex Pair Ratio : 0.024084460574068
Reciprocated Edge Ratio : 0.0470360824742268
Connected Components : 1255
Single-Vertex Connected Components : 798
Maximum Vertices in a Connected Component : 773
Maximum Edges in a Connected Component : 1458
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.243003
Graph Density : 0.000266548597545623
Modularity : 0.516728
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[38] https://www.visualcapitalist.com/illusion-of-choice-consumer-brands/
[31] http://natsjobs.com/find-a-job
[26] https://www.myfrugalbusiness.com/2019/02/tips-improve-woocommerce-store-customer-experience.html
[22] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[22] https://www.myfrugalbusiness.com/2018/11/technologies-ecommerce-store-grow-sales.html
[15] https://www.prnewswire.com/news-releases/smartcard-marketing-systems-inc-otc-smkg-files-form-1-a-pursuant-to-reg-a--its-filing-of-the-securities-act-of-1933-with-the-securities-and-exchange-commission-for-a-tier-2-offering-300784345.html
[11] http://dy.si/mGes2
[10] https://potloc.com/blog/en-ca/real-estate/operations-marketing/machine-learning-consumer-data-gold/
[9] http://www.aiddition.com
[6] https://www.pwc.co.uk/industries/retail-consumer/insights/retail-outlook.html

Top URLs in Tweet in G1:
[31] http://natsjobs.com/find-a-job
[4] https://chinadeep.info/top-10-department-store-stocks-by-market-cap/
[3] https://www.priorityrecruitment.co.uk/job/sales-consultant-476/
[3] https://www.priorityrecruitment.co.uk/job/retail-technology-expert-3/
[3] https://www.priorityrecruitment.co.uk/job/sales-consultant-475/
[2] https://econsultancy.com/email-capture-retail-websites-best-practice/
[2] https://resources.toolsgroup.com/next-generation-retail-strategy?_ga=2.158271165.662480891.1550262069-1410557945.1549297975
[2] https://www.pwc.co.uk/industries/retail-consumer/insights/retail-outlook.html
[2] https://banyanhill.com/retail-sales-drop-temporary/
[2] http://BLUEHOUUSE24.COM

Top URLs in Tweet in G3:
[38] https://www.visualcapitalist.com/illusion-of-choice-consumer-brands/
[4] https://mydigitalweek.com/prochains-evenements-commerce-connecte-de-commerce-france-europe/
[4] https://www.usine-digitale.fr/article/video-ahold-delhaize-va-tester-la-livraison-de-produits-frais-par-vehicule-autonome.N808050
[3] http://www.zdnet.com/article/how-to-turn-business-intelligence-into-a-business-advantage/
[2] https://www.instagram.com/p/BqN19m1B4tK/
[2] https://dy.si/38BAd
[2] https://twitter.com/techreview/status/1097910033629757440
[1] https://dy.si/yBARoB2
[1] https://goo.gl/u3sMU6
[1] http://www.techemergence.com/artificial-int

Top URLs in Tweet in G4:
[3] https://progressivegrocer.com/incorporate-protein-your-educational-promotional-efforts-boost-sales
[3] http://fortune.com/2019/02/19/walmart-holidays-stores/
[2] https://www.homeworldbusiness.com/walmart-posts-big-fourth-quarter/#prettyPhoto
[2] https://www.cnbc.com/2019/02/14/us-retail-sales-drop-in-december.html?__source=sharebar|twitter&par=sharebar
[2] https://www.mediapost.com/publications/article/332162/walmart-gains-on-digital-experience-initiatives.html
[1] https://bit.ly/2SfAiqB
[1] https://bit.ly/2EbcbFp
[1] https://news.walmart.com/2019/02/14/walmart-and-dreamworks-animation-invite-fans-to-step-into-the-hidden-world-of-how-to-train-your-dragon-through-new-virtual-reality-experience
[1] https://www.homeworldbusiness.com/new-ross-stores-debuting-in-california-texas-indiana/
[1] https://www.homeworldbusiness.com/conns-expands-into-new-orleans-market/

Top URLs in Tweet in G5:
[10] https://potloc.com/blog/en-ca/real-estate/operations-marketing/machine-learning-consumer-data-gold/
[2] https://swisscognitive.ch/2019/02/19/cb-insights-here-are-the-top-100-ai-companies-in-the-world/
[1] https://twitter.com/delrey/status/1097697838618816512
[1] https://www.therobinreport.com/shoptalk-reveals-75-ways-retail-will-change-in-the-next-decade/
[1] https://www.technative.io/retail-as-we-know-it-has-moved-into-a-new-paradigm/
[1] https://twitter.com/techreview/status/1097910033629757440
[1] https://twitter.com/avrohomg/status/1097465952957009920

Top URLs in Tweet in G6:
[26] https://www.myfrugalbusiness.com/2019/02/tips-improve-woocommerce-store-customer-experience.html
[22] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[21] https://www.myfrugalbusiness.com/2018/11/technologies-ecommerce-store-grow-sales.html
[4] https://soundcloud.com/buildingthefuture/episode-302-with-kerry-liu?utm_source=soundcloud&utm_campaign=wtshare&utm_medium=Twitter&utm_content=https%3A//soundcloud.com/buildingthefuture/episode-302-with-kerry-liu
[4] https://www.usine-digitale.fr/article/pourquoi-amazon-cherche-a-seduire-les-petits-commercants.N807415
[2] https://www.myfrugalbusiness.com/2019/02/point-of-sales-pos-system-data-market-retail-ecommerce-biz.html
[2] https://cointelegraph.com/news/japan-e-commerce-giant-rakutens-new-payment-app-appears-to-support-crypto
[2] https://www.myfrugalbusiness.com/2019/01/benefits-pos-software-point-of-sale.html
[1] https://finance.yahoo.com/news/walmart-q4-earnings-121955100.html
[1] https://www.lsa-conso.fr/commerce-vocal-comment-les-distributeurs-peuvent-eviter-la-desintermediation,311261

Top URLs in Tweet in G7:
[4] https://hyken.com/customer-experience-2/5-ways-pos-will-empower-your-staff/?utm_content=bufferba4c3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.retaildoc.com/videos/what-does-good-customer-service-look-like
[3] https://zurl.co/IWXH
[2] https://www.afr.com/business/retail/coles-maiden-net-profit-falls-29pc-after-restructuring-demerger-costs-20190218-h1bf1s
[2] http://retailgeek.com/jason-scot-show-episode-163-digital-alcohol-diageo-drizly/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Retailgeekcom+%28retailgeek.com%29
[2] https://news.sap.com/2019/02/vine-blockchain-food-chain/
[2] https://www.talkingretail.com/news/industry-news/nisa-boosts-supply-chain-new-tracking-technology-15-02-2019/
[2] https://www.talkingretail.com/news/industry-news/195452-18-02-2019/
[2] https://www.talkingretail.com/products-news/chilled/country-life-partners-english-heritage-cadw-pack-campaign-18-02-2019/
[2] https://www.talkingretail.com/news/industry-news/manual-deposit-returns-will-not-work-convenience-stores-say-retailers-18-02-2019/

Top URLs in Tweet in G8:
[3] https://www.forbes.com/sites/christopherwalton/2019/02/15/amazon-go-haters-please-stop-burying-your-heads-in-the-sand-like-ostriches/#504af74c11fd?platform=hootsuite
[2] https://www.forbes.com/sites/christopherwalton/2019/02/15/amazon-go-haters-please-stop-burying-your-heads-in-the-sand-like-ostriches/#5d0361cf11fd
[2] https://www.forbes.com/sites/christopherwalton/2019/02/15/dismissing-amazon-go-and-scan-go-technology-does-a-disservice-to-the-retail-industry/#287c7e7a242b
[2] https://www.stord.com/blog/stord-showcases-award-winning-networked-distribution-solution-at-rilas-link2019-conference/?fbclid=IwAR0ivKcNg9Htwl88ThwR4bm3O3vyZSGvGLPnpRxRsTTFHufcsB2wKcfpBOc
[2] https://bgr.com/2018/12/22/apple-vs-qualcomm-qorvo-chip-evidence/
[1] https://blog.euromonitor.com/event/shoptalk-2019/?utm_campaign=Blog&utm_content=1550089565&utm_medium=social&utm_source=twitter
[1] https://www.retaildive.com/news/karl-lagerfeld-dies-at-85/548680/
[1] https://omnitalk.blog/2019/02/18/dismissing-amazon-go-and-scan-go-technology-does-a-disservice-to-the-retail-industry/
[1] http://www.unifiedretailing.com/register/
[1] https://www.bloomberg.com/news/articles/2019-02-19/walmart-allays-retail-jitters-with-best-holiday-quarter-in-years

Top URLs in Tweet in G9:
[4] http://www.retailadventuresblog.com/2019/02/does-your-checkout-process-create-great.html?m=1
[2] https://youtube.com/watch?v=2anQdu
[2] https://twitter.com/aneeshnair/status/1097354024238632960
[2] https://twitter.com/aneeshnair/status/1093005374528081921
[2] https://twitter.com/aneeshnair/status/1095904469982892032
[2] https://www.networkworld.com/article/3336160/internet-of-things/the-iot-brings-targeted-advertising-into-retail-stores.html?utm_source=HS_social
[1] http://ow.ly/HBQK30nzNdl
[1] https://www.retaildive.com/news/what-does-experiential-retail-even-mean-these-days/548666/
[1] https://www.retaildive.com/news/amazon-go-secures-space-in-the-heart-of-london/548597/
[1] https://www.shoppertrak.com/ebooks/apparel-retailers-and-traffic-data/?CID=7011H0000012E7l&SID=2019-NA-Apparel-Twitter

Top URLs in Tweet in G10:
[6] https://cards.twitter.com/cards/18ce54ahmal/6rrux
[4] https://www.linkedin.com/pulse/4-impactful-actions-take-compromised-business-values-perdue-johnson/
[3] http://r.socialstudio.radian6.com/4d577c6e-b796-4b13-a0a0-ee4f5a741a93
[2] https://www.pwc.com/gx/en/retail-consumer/assets/artificial-intelligence-global-consumer-insights-survey.pdf
[2] https://www.careerarc.com/job-listing/lowes-jobs-merchandising-service-assoc-28443901?campaign_id=3668&src=102&tx=7T9Oxr4xr2OaTA&utm_campaign=TW102&utm_medium=TW&utm_source=JC
[1] http://r.socialstudio.radian6.com/1e884616-966e-4fd4-a9e0-4bb1db01d791
[1] https://www.pwc.com/gx/en/industries/consumer-markets/consumer-insights-survey/artificial-intelligence.html
[1] https://www.careerarc.com/job-listing/marketsource-jobs-sales-representative-28447681?campaign_id=6800&src=102&tx=R0nJABHc8vNn6w&utm_campaign=TW102&utm_medium=TW&utm_source=JC
[1] https://www.careerarc.com/job-listing/lowes-jobs-p-t-merchandising-service-assoc-28436222?campaign_id=6800&src=102&tx=RSIm2Tkp4Pgw6A&utm_campaign=TW102&utm_medium=TW&utm_source=JC
[1] https://www.careerarc.com/job-listing/lowes-jobs-store-seasonal-employee-28304280?campaign_id=6800&src=102&tx=ntxIvH5TBxrcQw&utm_campaign=TW102&utm_medium=TW&utm_source=JC

Top Domains
Top Domains in Tweet in Entire Graph:
[756] careerarc.com
[77] twitter.com
[76] myfrugalbusiness.com
[57] co.uk
[55] lnkd.in
[51] natsjobs.com
[42] dy.si
[39] talkingretail.com
[38] visualcapitalist.com
[36] instagram.com

Top Domains in Tweet in G1:
[713] careerarc.com
[51] natsjobs.com
[46] lnkd.in
[24] instagram.com
[24] co.uk
[17] twitter.com
[13] com.au
[11] smartbrief.com
[11] empleos.io
[11] perishablenews.com

Top Domains in Tweet in G3:
[38] visualcapitalist.com
[5] dy.si
[5] mydigitalweek.com
[4] usine-digitale.fr
[4] twitter.com
[3] zdnet.com
[2] instagram.com
[1] goo.gl
[1] techemergence.com
[1] okt.to

Top Domains in Tweet in G4:
[5] homeworldbusiness.com
[5] retaildive.com
[5] digiday.com
[4] bit.ly
[4] businessinsider.com
[3] icsc.org
[3] progressivegrocer.com
[3] fortune.com
[3] cnbc.com
[3] forbes.com

Top Domains in Tweet in G5:
[10] potloc.com
[3] twitter.com
[2] swisscognitive.ch
[1] therobinreport.com
[1] technative.io

Top Domains in Tweet in G6:
[73] myfrugalbusiness.com
[5] usine-digitale.fr
[4] soundcloud.com
[4] lsa-conso.fr
[2] cointelegraph.com
[1] yahoo.com
[1] strategies.fr
[1] bit.ly

Top Domains in Tweet in G7:
[39] talkingretail.com
[12] dy.si
[6] hyken.com
[5] zurl.co
[4] afr.com
[3] retaildoc.com
[3] forbes.com
[2] chainstoreage.com
[2] retailgeek.com
[2] nadimo.com

Top Domains in Tweet in G8:
[14] forbes.com
[2] euromonitor.com
[2] retaildive.com
[2] stord.com
[2] bloomberg.com
[2] bgr.com
[1] omnitalk.blog
[1] unifiedretailing.com
[1] inc.com
[1] buff.ly

Top Domains in Tweet in G9:
[8] twitter.com
[5] retailadventuresblog.com
[3] iotforall.com
[2] ow.ly
[2] retaildive.com
[2] mobilemarketer.com
[2] youtube.com
[2] networkworld.com
[1] shoppertrak.com
[1] instagram.com

Top Domains in Tweet in G10:
[9] careerarc.com
[6] twitter.com
[4] radian6.com
[4] linkedin.com
[3] pwc.com
[1] myfrugalbusiness.com
[1] crainsdetroit.com
[1] theindustry.fashion
[1] futurism.com
[1] customerthink.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4838] retail
[325] saudiarabia
[260] ecommerce
[200] ai
[108] fashion
[98] iot
[94] tech
[87] sales
[84] innovation
[84] retailtech



Top Hashtags in Tweet in G1:
[2776] retail
[51] newnatsjobs
[45] ecommerce
[43] sales
[38] cre
[31] anywhere
[28] business
[28] job
[26] shopping
[26] hiring

Top Hashtags in Tweet in G2:
[325] saudiarabia
[325] retail
[1] partner
[1] oott

Top Hashtags in Tweet in G3:
[141] retail
[60] ai
[52] iot
[51] retailtech
[51] tech
[50] innovation
[47] robots
[43] robotics
[42] robot
[42] warehouse

Top Hashtags in Tweet in G4:
[85] retail
[11] ecommerce
[9] walmart
[8] webinar
[5] sales
[4] agile
[4] customerexperience
[3] ai
[3] usa
[3] omnichannel

Top Hashtags in Tweet in G5:
[36] ai
[35] retail
[30] algorithms
[30] cfo
[30] chr
[30] cto
[30] deep_learning
[11] machinelearning
[8] iot
[6] asktheceo

Top Hashtags in Tweet in G6:
[96] retail
[83] ecommerce
[27] retailmarketing
[26] woocommerce
[7] amazon
[5] blockchain
[5] rakuten
[5] cryptomonnaie
[4] retailsales
[4] onlinesales

Top Hashtags in Tweet in G7:
[99] retail
[12] forbes
[10] ecommerce
[4] customerservice
[4] retailtrends
[4] ausbiz
[4] leaders
[4] cx
[3] custserv
[3] retailing

Top Hashtags in Tweet in G8:
[38] retail
[4] link2019
[3] conference
[3] management
[3] leadership
[3] webinar
[3] ecommerce
[3] upcycling
[2] unifiedretailing
[2] snacks

Top Hashtags in Tweet in G9:
[51] retail
[15] retailiot
[11] iot
[9] retailtech
[8] ecommerce
[6] ai
[6] retailit
[6] retailai
[6] retailml
[5] retailers

Top Hashtags in Tweet in G10:
[52] retail
[10] ecommerce
[7] cx
[7] ai
[6] revolucióndigital
[5] pwc
[4] iot
[4] emergingtechnologies
[4] business
[4] contractors

Top Words
Top Words in Tweet in Entire Graph:
[4376] Words in Sentiment List#1: Positive
[638] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[116833] Non-categorized Words
[121847] Total Words
[5562] retail
[1667] job
[1164] store
[1032] link
[1027] bio

Top Words in Tweet in G1:
[3212] retail
[1580] job
[998] link
[994] bio
[913] store
[851] click
[732] apply
[591] hiring
[545] see
[487] latest

Top Words in Tweet in G2:
[325] proud
[325] total
[325] becomes
[325] 1st
[325] energy
[325] major
[325] enter
[325] saudiarabia
[325] s
[325] fuel

Top Words in Tweet in G3:
[143] retail
[62] ai
[52] iot
[51] retailtech
[51] tech
[50] innovation
[48] shelf
[48] more
[47] robots
[43] robotics

Top Words in Tweet in G4:
[98] retail
[41] walmart
[14] sales
[12] ecommerce
[11] rtouchpoints
[11] 3
[11] new
[10] aptos_retail
[9] march
[9] join

Top Words in Tweet in G5:
[37] ai
[35] retail
[30] cb
[30] insights
[30] here
[30] top
[30] 100
[30] companies
[30] world
[30] algorithms

Top Words in Tweet in G6:
[118] retail
[83] ecommerce
[71] store
[60] mikeschiemer
[52] woocommerce
[45] commerce
[43] e
[29] sales
[28] improve
[27] retailmarketing

Top Words in Tweet in G7:
[115] retail
[16] new
[15] ecommerce
[14] forbes
[14] netsuite
[13] store
[12] 5
[12] oracle
[11] stores
[10] brick

Top Words in Tweet in G8:
[48] retail
[21] forbes
[11] omnitalk
[8] go
[7] scan
[7] innovation
[7] conference
[7] industry
[6] now
[5] shoptalk

Top Words in Tweet in G9:
[61] retail
[18] store
[16] amazon
[16] retailers
[15] iot
[15] retailiot
[13] s
[12] more
[9] retailtech
[9] kizerandbender

Top Words in Tweet in G10:
[56] retail
[42] gt
[16] job
[15] see
[13] click
[13] apply
[13] link
[13] bio
[12] mikequindazzi
[11] latest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1026] link,bio
[661] click,link
[474] retail,job
[375] shift,supervisor
[326] retail,network
[325] proud,total
[325] total,becomes
[325] becomes,1st
[325] 1st,energy
[325] energy,major

Top Word Pairs in Tweet in G1:
[994] link,bio
[635] click,link
[463] retail,job
[359] shift,supervisor
[305] see,latest
[291] bio,apply
[266] check,out
[249] great,fit
[248] cvs,health
[239] barista,store

Top Word Pairs in Tweet in G2:
[325] proud,total
[325] total,becomes
[325] becomes,1st
[325] 1st,energy
[325] energy,major
[325] major,enter
[325] enter,saudiarabia
[325] saudiarabia,s
[325] s,fuel
[325] fuel,retail

Top Word Pairs in Tweet in G3:
[45] retail,retailtech
[42] shelf,climbing
[42] climbing,robot
[42] robot,makes
[42] makes,retail
[42] retail,warehouse
[42] warehouse,60
[42] 60,more
[42] more,efficient
[42] efficient,innovation

Top Word Pairs in Tweet in G4:
[8] march,14
[8] 14,join
[8] join,aptos
[8] aptos,rtouchpoints
[8] rtouchpoints,webinar
[8] webinar,3
[8] 3,mega
[8] mega,trends
[8] trends,driving
[8] driving,present

Top Word Pairs in Tweet in G5:
[30] cb,insights
[30] insights,here
[30] here,top
[30] top,100
[30] 100,ai
[30] ai,companies
[30] companies,world
[30] world,algorithms
[30] algorithms,cfo
[30] cfo,chr

Top Word Pairs in Tweet in G6:
[72] ecommerce,retail
[43] e,commerce
[43] commerce,store
[26] improve,woocommerce
[26] woocommerce,store
[26] store,woocommerce
[26] woocommerce,ecommerce
[26] retail,retailmarketing
[22] balance,retail
[22] retail,e

Top Word Pairs in Tweet in G7:
[12] forbes,oracle
[11] retail,forbes
[11] oracle,netsuite
[6] brick,mortar
[5] theretaildoctor,retail
[5] markdowns,returns
[5] returns,billion
[5] billion,dollar
[5] dollar,pain
[5] pain,points

Top Word Pairs in Tweet in G8:
[7] scan,go
[6] retail,industry
[5] go,innovation
[5] innovation,vital
[5] vital,progress
[5] progress,retail
[5] retail,omnitalk
[5] walmart,brushed
[5] brushed,retail
[5] retail,sector's

Top Word Pairs in Tweet in G9:
[7] retail,retailtech
[6] retail,iot
[6] retailtech,retailit
[6] retailit,retailai
[6] retailai,retailiot
[6] retailiot,retailml
[6] retailml,aneeshnair
[4] u,s
[4] checkout,process
[4] process,create

Top Word Pairs in Tweet in G10:
[28] gt,gt
[13] link,bio
[11] click,link
[9] pwc,mikequindazzi
[8] see,latest
[8] bio,apply
[8] retail,4
[8] 4,0
[8] cómo,afectará
[7] cvs,health

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@total
@ppouyanne
@mikeschiemer
@pbalakrishnarao
@jblefevre60
@visualcap
@echan
@swisscognitive
@walmart
@forbes

Top Mentioned in G1:
@eqibeat
@thurretail
@marcrudov
@haccpcanada
@positivestephen
@rotulostfe
@fourth_spaces
@pewtermagic
@packaged_facts
@bluehouse24shop

Top Mentioned in G2:
@total
@ppouyanne
@saudi_aramco

Top Mentioned in G3:
@jblefevre60
@visualcap
@echan
@pbalakrishnarao
@ronald_vanloon
@mark_samuels
@zdnet
@burnettjulian
@fisher85m
@evankirstel

Top Mentioned in G4:
@walmart
@rtouchpoints
@aptos_retail
@icsc
@jharonnemartis
@digiday
@sears
@businessinsider
@retaildive
@nielsen

Top Mentioned in G5:
@swisscognitive
@philsiarri
@potloc_mtl
@technative
@vodafoneiot
@avrohomg
@perchexperience
@jolaburnett
@robinreport
@otcsmkg

Top Mentioned in G6:
@mikeschiemer
@lsa_cc
@rubikloud
@bearingpoint_fr
@lusinedigitale
@flashtweet
@buildingshow
@groupecarrefour
@blogginoutreach
@cointelegraph

Top Mentioned in G7:
@netsuite
@oracle
@schmetail
@theretaildoctor
@coles
@lightspeedhq
@hyken
@hamjam_9
@retailminded
@billquiseng

Top Mentioned in G8:
@forbes
@omnitalk
@shoptalk
@rilatweets
@integraledi
@bizboyle
@business
@marketsourceinc
@markdoornbosch
@ecostakeholders

Top Mentioned in G9:
@amazon
@kizerandbender
@tycoretailnews
@aneeshnair
@glasheenjasmin1
@arkessa
@aneeshndtv
@retaildive
@mobilemktrdaily
@a2r_inc

Top Mentioned in G10:
@mikequindazzi
@wiprodigital
@pwc
@intellimetri
@observatore2
@kimberl87759219
@alvinfoo
@iebschool
@castanheirag

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@arkangelscrap
@atsocialmediauk
@cnbctv18live
@isthisab0t
@evankirstel
@digestwordpress
@sainsburys
@ratingsnetwork
@gamergeeknews

Top Tweeters in G1:
@rickydavista
@data_nerd
@natsjobs
@projectpeachuk
@shellykramer
@drfeelgoodjobs
@tecnbiz
@hitech_guru
@coincapsai
@smesecurity

Top Tweeters in G2:
@hrittabeer
@bufaris9
@saudiman73
@abolo0oly
@mo7amedsmalki
@backoff1982
@_seen_4
@ksh5a118
@allialsadoon
@hussammm27

Top Tweeters in G3:
@arkangelscrap
@evankirstel
@chidambara09
@biconnections
@richsimmondsza
@machinelearnflx
@gvalan
@nancyrubin
@grattonboy
@debraruh

Top Tweeters in G4:
@businessinsider
@walmart
@nikestore
@mediapost
@fortunemagazine
@starbucks
@therealest007
@michael_mba
@sears
@cvspharmacy

Top Tweeters in G5:
@parvez1
@machinelearn_d
@sardarjamaman
@santchiweb
@rhianna
@wolfgin
@kevin_jackson
@samadovaabditch
@bcagroup
@zsmtomotomo

Top Tweeters in G6:
@jeandoobs
@pierrecappelli
@mikeschiemer
@flashtweet
@ifrugalfitness
@10dollarstartup
@schiemermktng
@blogoutreachseo
@linkbuilder4seo
@fidelisa

Top Tweeters in G7:
@maynereport
@billquiseng
@antaryaami
@hyken
@coles
@ggheorghiu
@bmoskwa
@retailminded
@talkingretail
@fitsmallbiz

Top Tweeters in G8:
@business
@inc
@forbes
@upcycledhour
@macys
@daveiam
@euromonitor
@harvard
@ntechyel
@artbaron

Top Tweeters in G9:
@mcdonalds
@jimmyjohns
@lowes
@panerabread
@arthurbarbato
@subway
@walgreens
@computerweekly
@airbnb
@gamestop

Top Tweeters in G10:
@calcaware
@akwyz
@compellingsites
@yamatho2
@jamesvgingerich
@iebschool
@therudingroup
@mikequindazzi
@ursbolt
@reach2ratan


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