#retail, Twitter, 1/12/2019 8:33:23 PM, 181690


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#retail_2019-01-12_11-59-54.xlsx
#retail_2019-01-12_11-59-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 12, 2019
Short Description:
#retail via NodeXL http://bit.ly/2TIDX12
@forbes
@ronald_vanloon
@simoneknaap
@nrfbigshow
@icsc
@evankirstel
@retailwire
@retailpodcast
@amazon
@walmart

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

Description:
Description
The graph represents a network of 4,327 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, 12 January 2019 at 20:01 UTC.

The requested start date was Saturday, 12 January 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 7-day, 6-hour, 3-minute period from Thursday, 03 January 2019 at 21:45 UTC to Friday, 11 January 2019 at 03:48 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 : 4327
Unique Edges : 4466
Edges With Duplicates : 2532
Total Edges : 6998
Number of Edge Types : 3
Tweet : 2837
Mentions : 4090
Replies to : 71
Self-Loops : 2837
Reciprocated Vertex Pair Ratio : 0.0335684062059238
Reciprocated Edge Ratio : 0.0649563318777293
Connected Components : 1668
Single-Vertex Connected Components : 1076
Maximum Vertices in a Connected Component : 1291
Maximum Edges in a Connected Component : 2804
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.306592
Graph Density : 0.000195741113572477
Modularity : 0.584889
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[54] http://natsjobs.com/find-a-job
[33] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[32] https://www.myfrugalbusiness.com/2018/11/technologies-ecommerce-store-grow-sales.html
[27] https://www.myfrugalbusiness.com/2017/12/ecommerce-store-website-marketing.html
[21] https://www.crowdchat.net/chat/c3BvdF9vYmpfMjkyNw==
[18] Dive
[13] http://www.cpgconnect.ca/news
[12] https://www.myfrugalbusiness.com/2018/08/social-media-pushing-fashion-influencer-marketing.html
[11] https://www.myfrugalbusiness.com/2018/10/how-improve-retail-customer-shopping-experience.html
[11] https://www.nucleus.vision/

Top URLs in Tweet in G1:
[54] http://natsjobs.com/find-a-job
[6] Dive
[6] http://WWW.TRANSFER.DESIGN
[5] https://chinadeep.info/top-10-apparel-stocks-by-market-cap/
[4] https://www.haccpcanada.net/
[4] http://itsinfographics.com/when-and-where-do-black-fridays-biggest-crowds-actually-hit/?spid=lshA
[3] Marketing
[3] Chain
[3] http://bit.ly/2SHVSFc
[3] http://bit.ly/2saflTe

Top URLs in Tweet in G2:
[5] https://thoughts.manthan.com/2018/10/22/retail-experts-whos-doing-what-with-ai-in-retail/?utm_source=Twitter&utm_medium=Social&utm_campaign=AI&utm_content=RoundUp
[4] https://ibm.co/2GYkPdW
[3] https://retailminded.com/succeeding-in-the-investment-game-in-2019/
[3] https://www.ibm.com/common/ssi/cgi-bin/ssialias?htmlfid=GFS03082USEN&
[3] http://createsend.com/t/i-9443288FAA8B0E702540EF23F30FEDED
[3] https://www.royalcyber.com/company/contact-us
[2] https://www.manthan.com/nrf-2019/?utm_source=Twitter&utm_medium=Social&utm_campaign=NRF1&utm_content=NRForganic
[2] http://www.lexmarknewsblog.com/harness-busy-season-lexmark/
[2] https://retailminded.com/4-reasons-you-shouldnt-be-afraid-of-automating-your-retail-business/
[2] https://independentretailer.com/2019/01/03/2019-retail-predictions/

Top URLs in Tweet in G3:
[5] http://ow.ly/XLbq30ndZ4o
[5] http://ow.ly/vBfp30ndH7w
[4] https://www.cnbc.com/2019/01/08/retail-stocks-could-rally-another-10-to-15-percent-from-here-says-technician.html?__source=iosappshare%7Ccom.apple.UIKit.activity.PostToTwitter
[3] https://danitablackwood.com/2018/12/16/locally-owned-and-locally-owned-my-small-business-love-letter-to-a-store-making-a-difference-for-people-pets-and-one-of-the-nations-top-zoos/
[3] https://buff.ly/2QxcfSU
[3] https://buff.ly/2FeeJo3
[3] https://buff.ly/2Fh9VgU
[3] https://buff.ly/2Qv11ys
[3] https://buff.ly/2Rk0Yur
[3] https://www.supermarketnews.com/consumer-trends/trader-joe-s-takes-top-spot-grocery-retailer-ranking

Top URLs in Tweet in G4:
[21] https://www.crowdchat.net/chat/c3BvdF9vYmpfMjkyNw==
[10] https://www.crowdchat.net/s/45r0v
[7] http://bit.ly/2QwL7U6
[6] https://www.business.att.com/learn/customer-stories/toms.html
[5] https://www.techsling.com/2019/01/technology-driven-retail-industry-digital-technologies-to-empower-the-retail-sector/
[2] https://www.crowdchat.net/s/95r48
[2] https://howmuch.net/articles/largest-company-in-every-state-2018
[2] https://www.pwc.com/gx/en/retail-consumer/assets/artificial-intelligence-global-consumer-insights-survey.pdf
[2] https://martinhiesboeck.com/2018/11/07/beyond-the-hype-what-chatbots-can-currently-do-for-your-business/
[2] https://www.juniperresearch.com/press/press-releases/chatbots-to-deliver-$11bn

Top URLs in Tweet in G5:
[7] http://ipfconline.fr/blog/2018/06/14/how-blockchain-is-disrupting-industries/
[4] https://www.statista.com/chart/16597/smart-speaker-ownership-in-the-united-states/
[4] http://bit.ly/2SFv1JO
[4] https://www.cbinsights.com/research/fintech-investments-top-us-banks/
[3] https://www.statista.com/chart/14629/apple-services-revenue/
[3] http://finance.yahoo.com/news/kroger-microsoft-create-futuristic-grocery-110015574.html?.tsrc=fauxdal
[3] http://www.datasciencecentral.com/profiles/blogs/the-big-big-data-question-hadoop-or-spark
[3] https://www.zdnet.com/article/three-technology-trends-that-will-redefine-marketing-in-2019/
[3] http://ow.ly/XN1Y30ncxmo
[2] https://www.manthan.com/nrf-2019/?utm_source=Twitter&utm_medium=Social&utm_campaign=NRF1&utm_content=NRForganic

Top URLs in Tweet in G6:
[7] http://bit.ly/2SIYHWf
[6] https://www.retail-insider.com/retail-insider/2019/2/icsc-bricks-and-mortar-omnichannel-halo-effect
[4] http://bit.ly/2SGwAap
[4] http://bit.ly/2SKu6Yo
[4] http://bit.ly/2QtdSRK
[3] https://www.icsc.org/news-and-views/icsc-exchange/u.s.-sales-growth-hit-13-year-high-last-week-report?utm_source=News&utm_medium=twitter
[3] https://biv.com/article/2019/01/legal-cannabis-shortage-sparks-bc-retail-concerns
[3] https://www.informabtl.com/retail-y-chatbots-que-aspectos-pueden-poner-en-jaque-a-un-asistente-virtual/
[2] https://coresight.com/research/10-retail-trends-for-2019-get-ready-for-retail-reinvention/
[2] http://bit.ly/2C1q7j6

Top URLs in Tweet in G7:
[10] https://events.sap.com/nrf-2019/en/home
[3] https://www.digitalistmag.com/customer-experience/2019/01/03/creating-intelligent-enterprise-in-retail-part-1-06195248
[3] https://buff.ly/2BWnjUu
[2] https://www.homeworldbusiness.com/target-rings-up-strong-holiday-season/#prettyPhoto
[2] https://www.homeworldbusiness.com/lamps-plus-puts-charge-into-lighting-promotion/#prettyPhoto
[2] http://www.sap.com/nrf?source=social-Global-SAP_Retail-TWITTER-MarketingCampaign-IntelligentEnterprise-BusinessOne-NRF-Retail-industries-NRF2019&campaigncode=CRM-YD18-SOC-DEFLT
[2] http://bit.ly/2LZXtTX
[2] http://bit.ly/2VBw5A6
[2] http://www.shoppingcenterbusiness.com/the-latest-news/hff-arranges-sale-financing-of-mixed-use-project-in-minneapolis-st-paul-area
[1] https://twitter.com/DRUDGE_REPORT/status/1083555851049218053

Top URLs in Tweet in G8:
[6] https://buff.ly/2CVGPlE
[5] https://www.technology-in-business.net/how-walmart-uses-blockchain-technology/?utm_medium=social&utm_source=twitter
[3] https://danitablackwood.com/2018/12/16/locally-owned-and-locally-owned-my-small-business-love-letter-to-a-store-making-a-difference-for-people-pets-and-one-of-the-nations-top-zoos/
[3] https://lnkd.in/fnWtj32
[3] https://www.technology-in-business.net/how-is-ai-going-to-effect-retail/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] http://www.cnet.com/news/walmart-gains-patent-to-eavesdrop-on-shoppers-and-employees-in-stores/?ftag=COS-05-10aaa0g&utm_campaign=trueAnthem:+Trending+Content&utm_content=5c1115a89ac56400010e5fcd&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/video/2018/12/19/beer-and-blockchain-you-betcha?videoId=493850074&videoChannel=118267
[2] https://lnkd.in/fCGRVXN
[2] https://apple.news/AWzUbSWjGTgW-HWR_2d-UCg
[2] http://bit.ly/2LNY77c

Top URLs in Tweet in G9:
[4] https://www.bisnow.com/national/news/retail/discounters-big-retail-winners-in-2018-department-stores-still-beleaguered-96318#.XC53Z5SVEu4.twitter
[4] http://ow.ly/L76A30nc8yn
[3] https://www.retaildive.com/news/10-retail-trends-to-watch-in-2019/545314/
[2] http://bit.ly/2VCgIaJ
[2] https://tinyurl.com/yb7zjlvm
[2] https://www.retaildive.com/news/mall-vacancies-and-rents-stabilize-in-q4/545398/
[2] http://www.d-ddaily.com/archivesdaily/D&DDaily01-08-19.htm#VendorSpotlight
[2] https://www.chainstoreage.com/technology/walgreens-enhances-store-operations-with-handhelds
[2] http://sap.to/6011EMZAc
[1] https://www.retaildive.com/news/5-trends-that-will-define-retail-marketing-in-2019/545466/

Top URLs in Tweet in G10:
[7] https://bit.ly/2RAOyO5
[5] https://theluxonomist.es/2019/01/08/los-diez-megaproyectos-del-retail-espanol-para-2019/marcos-mosteiro
[2] https://bit.ly/2Ff26rZ
[1] https://theluxonomist.es/2019/01/08/los-diez-megaproyectos-del-retail-espanol-para-2019/marcos-mosteiro/amp
[1] https://lnkd.in/d8C2k3U
[1] https://bit.ly/2LOUD4r
[1] https://bit.ly/2SFtwuX
[1] http://ow.ly/h2Ks30net95
[1] https://twitter.com/adyen_es/status/1082659927024459779
[1] https://www.distribucionactualidad.com/alicia-maniega-b-free-tax-free-nueva-generacion/

Top Domains
Top Domains in Tweet in Entire Graph:
[451] bit.ly
[242] lnkd.in
[211] ow.ly
[186] buff.ly
[121] twitter.com
[121] myfrugalbusiness.com
[87] natsjobs.com
[65] instagram.com
[63] hubs.ly
[59] co.uk

Top Domains in Tweet in G1:
[189] bit.ly
[117] lnkd.in
[87] natsjobs.com
[63] ow.ly
[47] instagram.com
[42] careerarc.com
[30] twitter.com
[22] buff.ly
[18] hubs.ly
[12] workfor.us

Top Domains in Tweet in G2:
[23] bit.ly
[15] buff.ly
[9] manthan.com
[7] risnews.com
[7] ibm.co
[7] ow.ly
[6] twitter.com
[6] ibm.com
[5] retailminded.com
[5] retaildoc.com

Top Domains in Tweet in G3:
[53] buff.ly
[33] ow.ly
[7] retailwire.com
[7] supermarketnews.com
[6] forbes.com
[6] youtube.com
[6] cnbc.com
[5] psfk.com
[5] bit.ly
[5] msft.social

Top Domains in Tweet in G4:
[45] crowdchat.net
[8] bit.ly
[6] att.com
[6] snip.ly
[5] techsling.com
[3] twitter.com
[2] howmuch.net
[2] pwc.com
[2] martinhiesboeck.com
[2] juniperresearch.com

Top Domains in Tweet in G5:
[15] lnkd.in
[12] bit.ly
[11] forbes.com
[11] buff.ly
[7] statista.com
[7] ipfconline.fr
[5] ow.ly
[5] drumup.io
[4] cbinsights.com
[3] manthan.com

Top Domains in Tweet in G6:
[39] bit.ly
[6] biv.com
[6] retail-insider.com
[5] icsc.org
[5] blogspot.com
[4] informabtl.com
[3] cnbc.com
[3] lnkd.in
[3] goo.gl
[2] coresight.com

Top Domains in Tweet in G7:
[19] homeworldbusiness.com
[14] sap.com
[11] buff.ly
[7] bit.ly
[7] hubs.ly
[5] sap.to
[4] twitter.com
[4] shoppingcenterbusiness.com
[3] digitalistmag.com
[3] linkedin.com

Top Domains in Tweet in G8:
[23] lnkd.in
[9] technology-in-business.net
[6] buff.ly
[4] bit.ly
[3] wsj.com
[3] cnet.com
[3] danitablackwood.com
[3] bloomberg.com
[2] nreionline.com
[2] reuters.com

Top Domains in Tweet in G9:
[17] retaildive.com
[9] bit.ly
[7] d-ddaily.com
[6] ow.ly
[4] bisnow.com
[4] d-ddaily.net
[3] twitter.com
[3] buff.ly
[3] chainstoreage.com
[2] tinyurl.com

Top Domains in Tweet in G10:
[11] bit.ly
[6] theluxonomist.es
[1] lnkd.in
[1] ow.ly
[1] twitter.com
[1] distribucionactualidad.com
[1] propertyweek.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4800] retail
[348] ecommerce
[342] nrf2019
[259] ai
[209] business
[197] marketing
[183] sales
[152] technology
[149] cre
[137] tech



Top Hashtags in Tweet in G1:
[1822] retail
[87] newnatsjobs
[84] sales
[84] business
[73] ecommerce
[54] anywhere
[51] shopping
[51] marketing
[49] cre
[41] merchandiser

Top Hashtags in Tweet in G2:
[246] retail
[81] nrf2019
[31] analytics
[23] ecommerce
[20] ai
[16] technology
[13] tech
[9] marketing
[9] watsoncommerce
[9] cx

Top Hashtags in Tweet in G3:
[240] retail
[25] supermarketnews
[12] ai
[11] tech
[10] mobile
[9] machinelearning
[9] nyc
[8] nrf2019
[8] business
[8] ecommerce

Top Hashtags in Tweet in G4:
[198] retail
[56] nrf2019
[55] retailrealtalk
[25] ai
[22] ces2019
[19] attinfluencer
[19] iot
[14] 5g
[14] ecommerce
[13] retailtech

Top Hashtags in Tweet in G5:
[146] retail
[76] ai
[38] bigdata
[35] iot
[31] machinelearning
[29] artificialintelligence
[26] marketing
[26] fintech
[26] technology
[25] business

Top Hashtags in Tweet in G6:
[103] retail
[15] cannabis
[12] brands
[8] coresightresearch
[8] business
[7] cre
[7] retailinsider
[7] retailers
[6] technology
[6] innovation

Top Hashtags in Tweet in G7:
[96] retail
[42] nrf2019
[18] sap
[8] cx
[8] ai
[7] cre
[5] intelligententerprise
[4] target
[4] grocery
[4] sears

Top Hashtags in Tweet in G8:
[53] retail
[17] technology
[12] marketing
[11] tech
[9] facebook
[9] news
[9] engineering
[9] customerexperience
[9] deeplearning
[7] business

Top Hashtags in Tweet in G9:
[84] retail
[10] lossprevention
[6] brickandmortar
[5] cx
[5] bankruptcy
[5] ecommerce
[5] technology
[5] nrf2019
[5] stores
[5] mobile

Top Hashtags in Tweet in G10:
[26] retail
[6] lujo
[3] research
[3] espaã±a
[3] realestate
[3] moda
[2] luxe
[1] economia
[1] empresas
[1] retailspain

Top Words
Top Words in Tweet in Entire Graph:
[4042] Words in Sentiment List#1: Positive
[940] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[118423] Non-categorized Words
[123405] Total Words
[5776] retail
[614] store
[603] sales
[601] job
[551] 2019

Top Words in Tweet in G1:
[2269] retail
[541] job
[508] link
[506] bio
[424] see
[350] click
[338] sales
[300] latest
[268] associate
[248] more

Top Words in Tweet in G2:
[286] retail
[81] nrf2019
[76] 2019
[62] nrfbigshow
[48] lexmark
[42] microstrategy
[40] digital
[35] booth
[33] analytics
[32] see

Top Words in Tweet in G3:
[283] retail
[43] new
[39] retailwire
[37] â
[37] store
[35] amazon
[32] microsoft
[30] experience
[28] kroger
[27] supermarketnews

Top Words in Tweet in G4:
[217] retail
[138] gt
[54] retailrealtalk
[52] nrf2019
[48] evankirstel
[44] dez_blanchfield
[44] kevin_jackson
[43] mikequindazzi
[31] technology
[30] attbusiness

Top Words in Tweet in G5:
[157] retail
[78] ai
[38] iot
[36] marketing
[35] technology
[35] forbes
[33] bigdata
[33] data
[33] ronald_vanloon
[31] machinelearning

Top Words in Tweet in G6:
[125] retail
[33] more
[26] icsc
[26] stores
[25] cannabis
[17] brands
[17] retailers
[16] future
[15] vancouver
[14] 2019

Top Words in Tweet in G7:
[115] retail
[42] nrf2019
[40] new
[36] sap
[28] sap_retail
[19] nrf
[18] intelligent
[16] 2019
[16] â
[16] join

Top Words in Tweet in G8:
[58] retail
[24] technology
[14] business
[13] tech
[12] blockchain
[12] marketing
[10] walmart
[10] stores
[10] mckinsey
[9] cnet

Top Words in Tweet in G9:
[92] retail
[23] retaildive
[20] 2019
[18] more
[10] trends
[10] stores
[10] retailers
[10] watch
[10] lossprevention
[8] here

Top Words in Tweet in G10:
[34] retail
[24] marmos2
[18] n
[18] espaã
[10] 2019
[9] sector
[9] theluxonomist
[9] diez
[8] estos
[8] megaproyectos

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[513] link,bio
[422] retail,job
[288] click,link
[267] retail,sales
[228] see,latest
[176] check,out
[171] sales,associate
[162] bio,see
[158] latest,retail
[135] ecommerce,retail

Top Word Pairs in Tweet in G1:
[505] link,bio
[415] retail,job
[283] click,link
[221] see,latest
[205] retail,sales
[167] sales,associate
[161] bio,see
[152] latest,retail
[115] see,more
[112] bio,apply

Top Word Pairs in Tweet in G2:
[30] digital,signage
[27] print,digital
[24] nrfbigshow,booth
[21] nrf2019,10
[21] 10,days
[21] days,away
[21] away,explore
[21] explore,microstrategy
[21] microstrategy,analytics
[21] analytics,lightning

Top Word Pairs in Tweet in G3:
[14] retail,supermarketnews
[14] kroger,microsoft
[12] retailwire,retail
[12] microsoft,partner
[10] retail,industry
[9] customer,experience
[8] digital,solutions
[8] retail,experience
[7] retail,tech
[7] e,commerce

Top Word Pairs in Tweet in G4:
[80] gt,gt
[26] retail,brand
[25] tue,jan
[24] deliver,enhanced
[24] enhanced,shopping
[24] shopping,experience
[24] experience,increase
[21] join,retailrealtalk
[20] 4pm,est
[20] est,info

Top Word Pairs in Tweet in G5:
[19] ai,iot
[19] iot,bigdata
[17] ai,add
[17] add,16
[17] 16,trillion
[17] trillion,global
[17] global,economy
[17] economy,2030
[17] 2030,wef
[17] wef,artificialintelligence

Top Word Pairs in Tweet in G6:
[10] cannabis,stores
[8] u,s
[8] retail,brands
[7] apparel,sourcing
[7] sourcing,technology
[7] last,week
[7] week,report
[7] here,nine
[7] nine,retail
[7] brands,watch

Top Word Pairs in Tweet in G7:
[12] nrf2019,read
[12] read,new
[12] new,blog
[12] big,show
[11] getting,ready
[11] ready,nrf2019
[10] nrf,big
[10] show,2019
[10] 2019,new
[10] new,york

Top Word Pairs in Tweet in G8:
[10] retail,tech
[9] marketing,technology
[9] technology,facebook
[9] facebook,retail
[9] retail,news
[9] news,engineering
[9] engineering,customerexperience
[9] customerexperience,deeplearning
[6] deeplearning,ios
[6] ios,javascript

Top Word Pairs in Tweet in G9:
[12] retaildive,retail
[9] retail,trends
[8] 10,retail
[8] trends,watch
[8] retail,lossprevention
[7] watch,2019
[5] retail,marketing
[5] future,retail
[5] retail,fastcompany
[5] 2019,retaildive

Top Word Pairs in Tweet in G10:
[16] retail,espaã
[8] diez,megaproyectos
[8] megaproyectos,retail
[8] espaã,ol
[8] ol,2019
[7] estos,'megaproyectos'
[7] 'megaproyectos',supondrã
[7] supondrã,n
[7] n,reinvenciã
[7] reinvenciã,n

Top Replied-To
Top Replied-To in Entire Graph:
@kevin_jackson
@infor
@spectrummetro
@walmart
@sk_thewriter
@inferno4dante
@jameskotecki
@amazon
@michcolaneri

Top Replied-To in G2:
@nrfbigshow
@glasheenjasmin1
@nrfnews
@selfridges

Top Replied-To in G3:
@amazon
@walmart
@homedepot
@ginavsanchez

Top Replied-To in G4:
@kevin_jackson
@michcolaneri
@evankirstel
@musiccomposer1

Top Replied-To in G6:
@mightymemo
@urban_toronto

Top Replied-To in G7:
@publix
@walmart

Top Replied-To in G8:
@wsj

Top Replied-To in G9:
@retaildive

Top Replied-To in G10:
@singularu_es

Top Mentioned
Top Mentioned in Entire Graph:
@mikeschiemer
@nrfbigshow
@evankirstel
@forbes
@dez_blanchfield
@retailwire
@kevin_jackson
@kroger
@mikequindazzi
@attbusiness

Top Mentioned in G1:
@haccpcanada
@eqibeat
@trnsfr_design
@crealytics
@pipedreemzinc
@jmhsamsung
@andreasreiffen
@d2twelve

Top Mentioned in G2:
@nrfbigshow
@lexmark
@microstrategy
@retailminded
@aptos_retail
@ibmindustries
@indretailer
@risnewsinsights
@eurocis
@nrfnews

Top Mentioned in G3:
@retailwire
@kroger
@microsoft
@walmart
@amazon
@psfk
@cnbc
@bthau
@sn_news
@msftnews

Top Mentioned in G4:
@evankirstel
@dez_blanchfield
@kevin_jackson
@attbusiness
@mikequindazzi
@shirazhasan16
@fisher85m
@michcolaneri
@panasonicusa

Top Mentioned in G5:
@forbes
@ronald_vanloon
@wef
@bernardmarr
@aalnaggar
@ipfconline1
@frronconi
@statistacharts

Top Mentioned in G6:
@icsc
@retailinsider_
@glenkorstrom
@coresightnews
@mtone123
@wearefourpost
@michael_mba
@laurenthomasx3
@bivnews
@jowynncarter

Top Mentioned in G7:
@sap_retail
@stevemauchline
@sap
@target
@marcteerlink
@digitalistmag
@sears
@lorimitchellkel
@homeworldnews
@nrf

Top Mentioned in G8:
@cnet
@wsj
@danitablackwood
@tecnbiz
@mckinsey
@bizboyle
@flashtweet
@nreionline
@chanees2010
@foxbusiness

Top Mentioned in G9:
@retaildive
@fastcompany
@tycoretailnews
@bisnow
@a2r_inc
@retailnext
@dandddaily
@carasalpini
@corinnesusan
@truetostyle

Top Mentioned in G10:
@marmos2
@theluxonomist
@daretail
@savills
@luisdevicente
@pacotormo
@abadmaachamon
@pilarggranja
@abelamon

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@arkangelscrap
@piyuanker12
@sectest9
@nosqldigest
@atsocialmediauk
@bitcoinagile
@evankirstel
@chipotletweets
@ratingsnetwork

Top Tweeters in G1:
@bitcoinagile
@ratingsnetwork
@natsjobs
@erangatennakoon
@cryptinsight
@thebestcloser
@monsterjobs
@deals4every
@drfeelgoodjobs
@nepabuzz1

Top Tweeters in G2:
@tmmmarshall
@qz
@benzinga
@digitaltrends
@lowes
@wolfgin
@selfridges
@harryrockerz
@craigbrownphd
@advancingretail

Top Tweeters in G3:
@walmart
@jimmyjohns
@cnbc
@starbucks
@abekay2
@rhianna
@tictoc
@alexios1201
@dbmarkets_
@jamesvgingerich

Top Tweeters in G4:
@piyuanker12
@evankirstel
@mcdonalds
@valaafshar
@ken_crichlow
@richsimmondsza
@akwyz
@grattonboy
@projectpeachuk
@gvalan

Top Tweeters in G5:
@arkangelscrap
@sectest9
@chidambara09
@biconnections
@machinelearnflx
@entwistletx
@timothy_hughes
@technowornever
@forbes
@ham_gretsky

Top Tweeters in G6:
@morrisons
@compellingsites
@wholefoods
@mikeyangus
@buckeyeridley
@informabtl
@michael_mba
@highergtv
@chipb414
@rafaelloramark

Top Tweeters in G7:
@streetscoop
@staples
@publix
@macys
@kohls
@sears
@kmart
@primark
@target
@gap

Top Tweeters in G8:
@business
@reuters
@aaroncuddeback
@trippbraden
@twilli2861
@wsj
@cnet
@foxbusiness
@fortunemagazine
@tecnbiz

Top Tweeters in G9:
@fastcompany
@nbcnews
@cnnbusiness
@vacancies_bot
@mommyswishlist
@sap_cx
@adt
@retaildive
@brandsquare
@g2crowd

Top Tweeters in G10:
@lentejitas
@marmos2
@pilarggranja
@camilogvillegas
@theluxonomist
@carlabulgariarb
@abelamon
@andystalman
@jjperezmonzon
@propertyweek


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