#retail, Twitter, 1/12/2019 12:26:15 AM, 181600


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#retail_2019-01-11_15-51-54.xlsx
#retail_2019-01-11_15-51-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 12, 2019
Short Description:
#retail via NodeXL http://bit.ly/2D68XTf
@forbes
@simoneknaap
@nrfbigshow
@ronald_vanloon
@icsc
@retailwire
@amazon
@retailpodcast
@evankirstel
@walmart

Top hashtags:
#retail
#ecommerce
#nrf2019
#ai
#business
#marketing
#sales
#cre
#technology
#ces2019

Description:
Description
The graph represents a network of 4,279 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 Friday, 11 January 2019 at 23:53 UTC.

The requested start date was Friday, 11 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 6-day, 5-hour, 10-minute period from Thursday, 03 January 2019 at 20:28 UTC to Thursday, 10 January 2019 at 01:39 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 : 4279
Unique Edges : 4452
Edges With Duplicates : 2499
Total Edges : 6951
Number of Edge Types : 3
Mentions : 4047
Tweet : 2834
Replies to : 70
Self-Loops : 2834
Reciprocated Vertex Pair Ratio : 0.0350327542010823
Reciprocated Edge Ratio : 0.0676940011007155
Connected Components : 1656
Single-Vertex Connected Components : 1076
Maximum Vertices in a Connected Component : 1288
Maximum Edges in a Connected Component : 2778
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.26235
Graph Density : 0.000198518898245244
Modularity : 0.582986
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[52] 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
[29] 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
[12] https://www.mckinsey.com/business-functions/digital-mckinsey/our-insights/the-internet-of-things-the-value-of-digitizing-the-physical-world
[11] https://www.myfrugalbusiness.com/2018/10/how-improve-retail-customer-shopping-experience.html

Top URLs in Tweet in G1:
[52] http://natsjobs.com/find-a-job
[7] http://WWW.TRANSFER.DESIGN
[6] Dive
[4] https://www.haccpcanada.net/
[4] http://itsinfographics.com/when-and-where-do-black-fridays-biggest-crowds-actually-hit/?spid=lshA
[4] https://chinadeep.info/top-10-apparel-stocks-by-market-cap/
[3] Chain
[3] http://bit.ly/2SHVSFc
[3] http://bit.ly/2saflTe
[3] http://ht.ly/L0At30neSIF

Top URLs in Tweet in G2:
[5] http://ow.ly/XLbq30ndZ4o
[5] http://ow.ly/vBfp30ndH7w
[4] https://www.cbinsights.com/research/fintech-investments-top-us-banks/
[4] http://bit.ly/2SFv1JO
[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] http://ow.ly/LXlt30ndOqD
[3] https://us1.campaign-archive.com/?e=&u=6965c65630ff4f908e5d706da&id=e13199023a
[3] https://goo.gl/pt22hi
[3] http://sco.lt/7thr9d
[3] http://ow.ly/XN1Y30ncxmo

Top URLs in Tweet in G3:
[4] 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://www.manthan.com/nrf-2019/?utm_source=Twitter&utm_medium=Social&utm_campaign=NRF1&utm_content=NRForganic
[3] https://retailminded.com/succeeding-in-the-investment-game-in-2019/
[3] https://ibm.co/2GYkPdW
[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://independentretailer.com/2019/01/03/2019-retail-predictions/
[2] https://www.retaildoc.com/blog/what-top-brick-and-mortar-retailers-are-doing-to-combat-amazon?utm_campaign=Blogs&utm_content=82099441&utm_medium=social&utm_source=twitter&hss_channel=tw-15776937
[2] https://buff.ly/2CXD6nE

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://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://www.crowdchat.net/s/95r48
[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://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://www.usatoday.com/story/money/2019/01/03/store-shoppers-holiday-season-retail/2407060002/?utm_content=buffer9e9dd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://bit.ly/2FenuyE

Top URLs in Tweet in G6:
[10] https://events.sap.com/nrf-2019/en/home
[6] https://www.onlinepc.ch/software/kuenstliche-intelligenz/deep-learning-koenigsdisziplin-kuenstlichen-intelligenz-1664800.html
[3] https://www.digitalistmag.com/customer-experience/2019/01/03/creating-intelligent-enterprise-in-retail-part-1-06195248
[3] https://buff.ly/2BWnjUu
[3] https://www.youtube.com/watch?v=oGrSw7wK4no&feature=youtu.be

[2] http://www.retail-focus.co.uk/news/3921-longo-s-opens-canada-s-first-sustainable-grocery-store
[2] http://creativeretailawards.com
[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] https://www.youtube.com/watch?v=dMcBBHpzKiI&feature=youtu.be

[1] https://www.supermarketnews.com/consumer-trends/trader-joe-s-takes-top-spot-grocery-retailer-ranking

Top URLs in Tweet in G7:
[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
[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] https://www.forbes.com/sites/oracle/2018/10/02/brazilian-retailers-new-commerce-platform-in-step-with-fast-fashion/#da7630d3b112
[2] https://nrfbigshow.nrf.com/
[2] https://www.retaildive.com/news/10-retail-trends-to-watch-in-2019/545314/
[2] https://www.chainstoreage.com/technology/walgreens-enhances-store-operations-with-handhelds
[2] https://wwd.com/business-news/business-features/think-tank-sarah-engel-1202943670/

Top URLs in Tweet in G8:
[6] 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/
[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://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://lnkd.in/fCGRVXN
[2] https://apple.news/AWzUbSWjGTgW-HWR_2d-UCg
[2] https://www.bloomberg.com/news/articles/2019-01-07/kroger-microsoft-create-futuristic-grocery-store-amazon-take-note
[2] https://dy.si/wxYUU

Top URLs in Tweet in G9:
[3] http://finance.yahoo.com/news/kroger-microsoft-create-futuristic-grocery-110015574.html?.tsrc=fauxdal
[2] https://buff.ly/2C0mu0h
[2] https://mopinion.com/from-pilot-to-proven-intergamma-customer-story/
[2] https://www.clickz.com/digital-transformation-2018-best/222563/
[1] https://pollesproperties.com/listings/49270920/147+SUMMERS+BAY+DR,+Ridgeland,+MS+39157/?sr_vendor=cmmls
[1] https://buff.ly/2sbTb2X
[1] https://buff.ly/2tvsKFF
[1] https://twitter.com/ObjectMgmtGroup/status/1082305958590799872
[1] http://www.bossanova.com/nrf
[1] https://helloarti.com/view/29962

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:
[448] bit.ly
[238] lnkd.in
[211] ow.ly
[186] buff.ly
[120] myfrugalbusiness.com
[116] twitter.com
[83] natsjobs.com
[65] co.uk
[65] hubs.ly
[63] instagram.com

Top Domains in Tweet in G1:
[186] bit.ly
[119] lnkd.in
[83] natsjobs.com
[63] ow.ly
[44] instagram.com
[40] careerarc.com
[32] twitter.com
[23] buff.ly
[20] hubs.ly
[15] workfor.us

Top Domains in Tweet in G2:
[47] buff.ly
[33] ow.ly
[18] bit.ly
[17] homeworldbusiness.com
[15] forbes.com
[11] risnews.com
[7] twitter.com
[6] cnbc.com
[5] supermarketnews.com
[5] psfk.com

Top Domains in Tweet in G3:
[27] buff.ly
[21] bit.ly
[11] manthan.com
[8] retailwire.com
[7] ibm.com
[7] d-ddaily.com
[6] ibm.co
[6] ow.ly
[5] retaildoc.com
[5] retailminded.com

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

Top Domains in Tweet in G5:
[39] bit.ly
[6] biv.com
[6] retail-insider.com
[6] blogspot.com
[4] icsc.org
[4] informabtl.com
[4] produceretailer.com
[3] cnbc.com
[3] goo.gl
[2] usatoday.com

Top Domains in Tweet in G6:
[14] sap.com
[11] buff.ly
[7] hubs.ly
[6] onlinepc.ch
[6] youtube.com
[5] co.uk
[5] sap.to
[5] youtu.be
[4] bit.ly
[3] creativeretailawards.com

Top Domains in Tweet in G7:
[17] retaildive.com
[11] bit.ly
[6] ow.ly
[6] chainstoreage.com
[4] bisnow.com
[4] buff.ly
[3] twitter.com
[3] forbes.com
[3] retailtouchpoints.com
[3] wwd.com

Top Domains in Tweet in G8:
[19] lnkd.in
[9] technology-in-business.net
[6] danitablackwood.com
[6] buff.ly
[3] cnet.com
[3] bloomberg.com
[2] bit.ly
[2] apple.news
[2] wsj.com
[2] mckinsey.com

Top Domains in Tweet in G9:
[6] buff.ly
[3] yahoo.com
[2] mopinion.com
[2] clickz.com
[1] pollesproperties.com
[1] twitter.com
[1] bossanova.com
[1] helloarti.com
[1] naiexcel.com
[1] bit.ly

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:
[4797] retail
[342] ecommerce
[337] nrf2019
[233] ai
[211] business
[205] marketing
[174] sales
[154] cre
[144] technology
[115] ces2019



Top Hashtags in Tweet in G1:
[1814] retail
[85] sales
[83] newnatsjobs
[81] business
[74] ecommerce
[55] cre
[53] marketing
[52] anywhere
[47] shopping
[44] realestate

Top Hashtags in Tweet in G2:
[305] retail
[64] ai
[30] iot
[29] bigdata
[29] technology
[25] machinelearning
[23] supermarketnews
[21] business
[18] cx
[18] artificialintelligence

Top Hashtags in Tweet in G3:
[235] retail
[82] nrf2019
[36] analytics
[18] ai
[17] ecommerce
[10] cx
[10] lossprevention
[9] marketing
[9] watsoncommerce
[8] tech

Top Hashtags in Tweet in G4:
[219] retail
[55] retailrealtalk
[54] nrf2019
[41] ai
[26] iot
[21] ces2019
[19] attinfluencer
[17] retailtech
[16] technology
[16] fintech

Top Hashtags in Tweet in G5:
[107] retail
[15] cannabis
[12] brands
[8] cre
[8] business
[7] retailinsider
[7] retailers
[6] coresightresearch
[6] canada
[6] grocery

Top Hashtags in Tweet in G6:
[96] retail
[43] nrf2019
[22] ai
[18] sap
[17] cx
[13] deeplearning
[9] iiot
[9] ioe
[9] startup
[9] growthhacking

Top Hashtags in Tweet in G7:
[96] retail
[6] technology
[6] mobile
[5] bankruptcy
[5] ecommerce
[5] nrf2019
[5] reinventingretail
[4] vacancies
[4] jobsearch
[4] cx

Top Hashtags in Tweet in G8:
[46] retail
[16] technology
[11] marketing
[10] tech
[8] facebook
[8] news
[8] engineering
[8] customerexperience
[8] deeplearning
[7] business

Top Hashtags in Tweet in G9:
[42] retail
[7] realestate
[7] robotics
[6] building
[5] green
[5] pipefitter
[5] welder
[5] piping
[5] electrician
[5] carpentry

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:
[3979] Words in Sentiment List#1: Positive
[948] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[117717] Non-categorized Words
[122644] Total Words
[5769] retail
[615] store
[595] job
[592] sales
[552] 2019

Top Words in Tweet in G1:
[2260] retail
[543] job
[507] link
[505] bio
[422] see
[347] click
[335] sales
[299] latest
[271] associate
[257] more

Top Words in Tweet in G2:
[353] retail
[67] ai
[42] 2019
[41] store
[39] microsoft
[39] new
[38] technology
[36] kroger
[36] experience
[36] forbes

Top Words in Tweet in G3:
[266] retail
[82] nrf2019
[70] nrfbigshow
[57] 2019
[52] microstrategy
[51] booth
[47] lexmark
[37] analytics
[36] digital
[35] see

Top Words in Tweet in G4:
[239] retail
[137] gt
[54] retailrealtalk
[50] nrf2019
[47] evankirstel
[46] kevin_jackson
[44] dez_blanchfield
[43] mikequindazzi
[41] ai
[36] technology

Top Words in Tweet in G5:
[125] retail
[34] more
[28] stores
[25] icsc
[25] cannabis
[17] brands
[17] retailers
[16] future
[15] s
[15] vancouver

Top Words in Tweet in G6:
[126] retail
[43] nrf2019
[36] new
[36] sap
[29] ai
[29] sap_retail
[21] store
[21] walmart
[19] experience
[19] more

Top Words in Tweet in G7:
[108] retail
[31] 2019
[26] retaildive
[18] store
[12] more
[11] shopping
[11] up
[10] trends
[9] new
[9] stores

Top Words in Tweet in G8:
[50] retail
[24] technology
[16] business
[13] tech
[12] danitablackwood
[11] marketing
[10] blockchain
[10] mckinsey
[9] walmart
[9] stores

Top Words in Tweet in G9:
[44] retail
[10] homedepot
[8] amazon
[8] samsung
[7] realestate
[7] home
[7] robotics
[7] new
[6] building
[5] airbnb

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:
[512] link,bio
[422] retail,job
[287] click,link
[264] retail,sales
[227] see,latest
[174] check,out
[171] sales,associate
[162] bio,see
[158] latest,retail
[136] ecommerce,retail

Top Word Pairs in Tweet in G1:
[504] link,bio
[415] retail,job
[282] click,link
[220] see,latest
[203] retail,sales
[167] sales,associate
[161] bio,see
[152] latest,retail
[116] see,more
[111] bio,apply

Top Word Pairs in Tweet in G2:
[19] kroger,microsoft
[18] ai,iot
[18] iot,bigdata
[15] walmart,using
[15] using,machinelearning
[15] machinelearning,ai
[15] bigdata,boost
[15] boost,retail
[15] retail,performance
[14] retail,supermarketnews

Top Word Pairs in Tweet in G3:
[29] digital,signage
[29] nrfbigshow,booth
[26] print,digital
[26] nrf2019,10
[26] 10,days
[26] days,away
[26] away,explore
[26] explore,microstrategy
[26] microstrategy,analytics
[26] analytics,lightning

Top Word Pairs in Tweet in G4:
[80] gt,gt
[27] 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:
[10] cannabis,stores
[8] u,s
[8] physical,stores
[8] stores,drive
[8] retail,brands
[7] last,week
[7] week,report
[7] here,nine
[7] nine,retail
[7] brands,watch

Top Word Pairs in Tweet in G6:
[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 G7:
[14] retaildive,retail
[9] retail,trends
[8] trends,watch
[8] watch,2019
[7] 10,retail
[6] future,retail
[5] 2019,retail
[5] retail,fastcompany
[5] 2019,retaildive
[5] reinventingretail,retail

Top Word Pairs in Tweet in G8:
[9] retail,tech
[8] marketing,technology
[8] technology,facebook
[8] facebook,retail
[8] retail,news
[8] news,engineering
[8] engineering,customerexperience
[8] customerexperience,deeplearning
[7] making,difference
[7] difference,people

Top Word Pairs in Tweet in G9:
[5] pipefitter,welder
[5] welder,piping
[5] piping,electrician
[5] electrician,carpentry
[5] carpentry,worksmartnotharder
[5] worksmartnotharder,servicetech
[5] servicetech,skills
[5] skills,prostaff
[5] prostaff,takemymoney
[5] realestate,home

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
@jameskotecki
@amazon
@dougkass
@sk_thewriter
@inferno4dante

Top Replied-To in G2:
@amazon
@walmart
@ginavsanchez

Top Replied-To in G3:
@glasheenjasmin1
@nrfnews

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

Top Replied-To in G5:
@mightymemo
@urban_toronto

Top Replied-To in G6:
@walmart

Top Replied-To in G7:
@retaildive

Top Replied-To in G8:
@wsj

Top Replied-To in G9:
@homedepot

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
@sap_retail

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

Top Mentioned in G2:
@forbes
@kroger
@ronald_vanloon
@microsoft
@retailwire
@risnewsinsights
@bernardmarr
@cnbc
@psfk
@amazon

Top Mentioned in G3:
@nrfbigshow
@lexmark
@microstrategy
@retailminded
@retailwire
@ibmindustries
@nrfnews
@indretailer
@theretaildoctor
@springboardup

Top Mentioned in G4:
@evankirstel
@dez_blanchfield
@kevin_jackson
@mikequindazzi
@attbusiness
@shirazhasan16
@fisher85m
@frronconi
@alibabagroup

Top Mentioned in G5:
@icsc
@retailinsider_
@glenkorstrom
@wholefoods
@coresightnews
@mtone123
@michael_mba
@laurenthomasx3
@wearefourpost
@bivnews

Top Mentioned in G6:
@sap_retail
@walmart
@stevemauchline
@sap
@marcteerlink
@digitalistmag
@trinusofficial
@target
@youtube
@lorimitchellkel

Top Mentioned in G7:
@retaildive
@fastcompany
@retailnext
@chainstoreage
@bisnow
@a2r_inc
@rtouchpoints
@corinnesusan
@truetostyle
@jansen_caroline

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

Top Mentioned in G9:
@homedepot
@samsung
@statguardplus
@airbnb
@twd913
@bossanova
@fcostaealmeida
@mgretailer
@jardinvegas
@tiffanyandco

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:
@staples
@timothy_hughes
@cnbc
@cnn
@technowornever
@forbes
@machinelearn_d
@benzinga
@leimer
@wef

Top Tweeters in G3:
@biconnections
@tmmmarshall
@rhianna
@digitaltrends
@wolfgin
@harryrockerz
@craigbrownphd
@robinheed
@lin_manuel
@grjenkin

Top Tweeters in G4:
@piyuanker12
@evankirstel
@chidambara09
@mcdonalds
@valaafshar
@ken_crichlow
@richsimmondsza
@akwyz
@projectpeachuk
@360wisemedia

Top Tweeters in G5:
@morrisons
@compellingsites
@wholefoods
@mikeyangus
@buckeyeridley
@informabtl
@michael_mba
@highergtv
@chipb414
@rafaelloramark

Top Tweeters in G6:
@walmart
@hubspot
@startupbulletin
@primark
@target
@joeknowbest
@manifattura40
@bubbles4tw
@infosec_tourist
@machine_ml

Top Tweeters in G7:
@fastcompany
@nbcnews
@cnnbusiness
@wwd
@vacancies_bot
@footwearnews
@phlbizjournal
@mommyswishlist
@sap_cx
@rtouchpoints

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

Top Tweeters in G9:
@chipotletweets
@jimmyjohns
@yamatho2
@chriswill1337
@panerabread
@twd913
@ibdinvestors
@subway
@daveiam
@dhinchcliffe

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