#retail, Twitter, 1/26/2019 8:24:37 PM, 183294


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#retail_2019-01-26_11-59-54.xlsx
#retail_2019-01-26_11-59-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 26, 2019
Short Description:
#retail via NodeXL http://bit.ly/2UidkQL
@ronald_vanloon
@simoneknaap
@forbes
@schmetail
@evankirstel
@retaildive
@food_retail
@amazon
@retailaggregate
@unilever

Top hashtags:
#retail
#ecommerce
#ai
#sales
#iot
#business
#nrf2019
#retailtech
#marketing
#shopping

Description:
Description
The graph represents a network of 3,188 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, 26 January 2019 at 20:00 UTC.

The requested start date was Saturday, 26 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 3-day, 4-hour, 9-minute period from Tuesday, 22 January 2019 at 20:51 UTC to Saturday, 26 January 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 : 3188
Unique Edges : 3278
Edges With Duplicates : 3475
Total Edges : 6753
Number of Edge Types : 3
Mentions : 3098
Tweet : 3611
Replies to : 44
Self-Loops : 3611
Reciprocated Vertex Pair Ratio : 0.0285290848462393
Reciprocated Edge Ratio : 0.0554755043227666
Connected Components : 1259
Single-Vertex Connected Components : 815
Maximum Vertices in a Connected Component : 825
Maximum Edges in a Connected Component : 1954
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.198516
Graph Density : 0.000273224151282717
Modularity : 0.463924
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
[20] https://www.myfrugalbusiness.com/2019/01/how-to-use-ecommerce-analytics-generate-more-sales.html
[18] https://www.myfrugalbusiness.com/2019/01/shoppers-therapy-predictions-retail-industry-trends.html
[17] https://www.technative.io/ai-in-healthcare-everything-you-need-to-know/
[14] https://www.myfrugalbusiness.com/2018/08/social-media-pushing-fashion-influencer-marketing.html
[14] https://www.myfrugalbusiness.com/2018/01/ecommerce-cart-abandonment-rate.html
[11] https://www.clickz.com/walmart-artificial-intelligence/224407/
[10] https://www.myfrugalbusiness.com/2019/01/how-accessible-are-shopping-centres-uk.html
[9] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[9] https://www.mckinsey.it/idee/the-balancing-act-omnichannel-excellence-in-retail-banking

Top URLs in Tweet in G1:
[26] http://natsjobs.com/find-a-job
[6] Dive
[5] 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
[5] https://www.amazon.com/gp/aw/s/ref=is_s?k=onfpsounds
[5] https://itunes.apple.com/album/1449024622?app=itunes&ls=1
[5] https://open.spotify.com/album/7koJAwvS0l3tfuptpazw1y
[4] https://march-2019-kupper-mount-stores.kickbooster.me/boost
[4] Retail
[3] https://www.haccpcanada.net/
[3] https://chinadeep.info/top-10-department-store-stocks-by-market-cap/

Top URLs in Tweet in G2:
[15] https://www.technative.io/ai-in-healthcare-everything-you-need-to-know/
[8] https://www.zdnet.com/article/free-pdf-download-data-ai-iot-the-future-of-retail/
[4] http://www.datasciencecentral.com/profiles/blogs/the-big-big-data-question-hadoop-or-spark
[4] https://www.bloomberg.com/news/articles/2019-01-22/amazon-go-one-year-old-has-attracted-a-host-of-cashierless-imitators
[3] https://fashnerd.com/2019/01/blinq-using-ar-to-disrupt-the-retail-space/
[2] https://lnkd.in/fpD5AB6
[2] https://lnkd.in/f2aaiXc
[2] https://www.forbes.com/sites/mikescott/2018/12/17/these-are-the-technologies-that-will-change-our-lives-in-the-next-10-years/?ss=ai-big-data#1763416e2b85
[2] https://www.reuters.com/article/us-usa-blockchain-harvard/harvard-levi-strauss-u-s-think-tank-in-blockchain-tie-up-on-worker-welfare-idUSKCN1PI2FA?feedType=RSS&feedName=technologyNews
[2] https://www.bizjournals.com/cincinnati/news/2019/01/24/kroger-ceo-offers-details-on-ocado-warehouse-plans.html

Top URLs in Tweet in G3:
[4] https://www.retaildive.com/news/7-cool-tech-innovations-from-nrf/546241/
[4] https://wwd.com/business-news/technology/nrf-tech-report-1202972186/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=183129
[2] https://www.retailwire.com/discussion/can-grocers-sell-produce-without-plastic-bags-and-boxes/?utm_content=buffere950b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.nytimes.com/2019/01/20/technology/amazon-ads-advertising.html?utm_content=buffere00b6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.retailwire.com/discussion/are-nanostores-the-new-ultra-convenience-stores/?utm_content=buffer6b1fa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.cnn.com/2019/01/24/tech/instacart-fresh-money/index.html?utm_content=buffercb371&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://fortune.com/2019/01/25/heinz-ketchup-caviar-valentines-day/?utm_content=buffer8a4f3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/CGF_ValueChain/status/1086675050210693122
[2] https://www.retaildive.com/news/10-retail-trends-to-watch-in-2019/545314/

Top URLs in Tweet in G4:
[2] https://www.raconteur.net/finance/innovation-payments-fintech
[2] https://www.bankingtech.com/2019/01/paytech-awards-2019-now-open-for-entries/
[2] https://techhq.com/2019/01/why-the-retail-apocalypse-may-be-some-way-off/?utm_content=83490983&utm_medium=social&utm_source=twitter&hss_channel=tw-1336931893
[2] https://mspoweruser.com/after-kroger-and-walgreens-microsoft-signs-up-albertsons-for-azure-cloud-service/
[2] https://www.clickz.com/heres-how-ai-is-set-to-transform-the-digital-marketing-landscape/216156/
[1] https://www.psfk.com/2019/01/walgreens-in-store-coolers-targeted-ads.html#.XEpj_0G8USA.twitter
[1] https://twitter.com/bthau/status/1088857475632246784
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201901/index.php#/0
[1] https://m.facebook.com/story.php?story_fbid=276408553028944&id=159041871432280&fs=5&focus_composer=0
[1] https://twitter.com/SAP_APJ/status/1088708053187391488

Top URLs in Tweet in G5:
[5] 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/
[4] http://www.wvtm13.com/article/walmart-is-hiring-hundreds-of-truck-drivers-paying-nearly-dollar90000-per-year/26027098?utm_campaign=WVTM&utm_content=5c4a05e39ecea4000172bdff&utm_medium=twitter&utm_source=trueAnthem:+New+Content+(Feed)
[3] https://longitudes.ups.com/why-the-milkman-model-is-the-future-of-consumption/
[3] https://smallbiztrends.com/2019/01/2018-holiday-retail-trends.html
[2] https://www2.deloitte.com/us/en/pages/consumer-business/articles/retail-recession.html
[2] https://paymentdepot.com/blog/processing-credit-cards/
[2] https://coresight.com/research/10-tech-startup-trends-reshaping-retail-in-2019-get-ready-for-digital-disruption
[2] https://twitter.com/indretailer/status/1088451873412009986
[2] http://www.alibaba.com/
[2] https://www.mytotalretail.com/article/2-areas-where-data-accessibility-is-driving-cross-channel-innovation/

Top URLs in Tweet in G6:
[3] https://lnkd.in/fURH6zc
[2] https://lnkd.in/fVJEBGH
[2] https://lnkd.in/f9p3xjv
[2] http://customers.microsoft.com/en-us/story/marks-and-spencer-microsoft
[2] https://www.forbes.com/sites/deborahweinswig/2018/09/05/leveraging-geospatial-analytics-to-bridge-online-and-offline-shopping/#2cf747db17b2
[1] https://lnkd.in/et5HT_6
[1] https://lnkd.in/fnnqtnp
[1] https://lnkd.in/fWn4_Qy
[1] https://lnkd.in/fK8yUn9
[1] https://lnkd.in/fBTKQ_F

Top URLs in Tweet in G8:
[6] https://thefinancialbrand.com/78423/2019-top-banking-trends-predictions-outlook-digital-fintech-data-ai-cx-payments-tech/?smedia-twt-jm
[2] https://www.homeworldbusiness.com/quinones-to-succeed-petersson-as-head-of-ikea-u-s/#prettyPhoto
[2] https://www.homeworldbusiness.com/study-millennials-keen-on-social-media-shopping-self-checkout/#prettyPhoto
[2] https://www.emarketer.com/content/data-privacy-legal-battles-are-heating-up
[2] https://exhibits.skybay.com/pre_recorded-webinar-social-media-for-trade-shows?utm_campaign=WEB_SOCIAL%20MEDIA%20FOR%20TRADE%20SHOWS&utm_content=83006642&utm_medium=social&utm_source=twitter&hss_channel=tw-30048811
[2] https://www.chamberbloomington.org/retail-summit.html
[2] https://searchengineland.com/how-reputation-became-a-major-ranking-factor-in-seo-310809#.XEejg9ieukU.twitter
[1] https://www.homeworldbusiness.com/the-container-stores-tindells-to-retire/#prettyPhoto
[1] https://www.homeworldbusiness.com/target-adds-payment-options/#prettyPhoto
[1] https://www.homeworldbusiness.com/kroger-elects-vemuri-to-board-of-directors/#prettyPhoto

Top URLs in Tweet in G9:
[3] https://www.denverpost.com/2019/01/16/denver-commercial-real-estate-2018/
[2] http://www.digitaljournal.com/pr/3976031
[2] https://chargeitspot.com/top-retail-tech-influencers-to-follow-on-twitter-in-2019/
[2] https://www.cbre.us/research-and-reports/US-MarketFlash-Retail-Holiday-Performance-Unwrapped
[2] https://product.costar.com/home/news/shared/423368015?utm_source=costar&utm_medium=email&utm_campaign=costar-market-newsletterr&utm_content=p8
[2] https://news.theceomagazine.com/news/amazon-scout-automated-delivery-service/
[1] https://www.cbsnews.com/news/sears-a-case-study-in-how-not-to-run-a-retailer/
[1] https://www.chainstoreage.com/finance-0/sears-creditors-level-blistering-charges-against-lampert-in-report/
[1] http://fortune.com/2019/01/25/amazon-brand-products/
[1] https://www.retailgazette.co.uk/blog/2019/01/how-does-zara-survive-despite-minimal-advertising/

Top URLs in Tweet in G10:
[3] https://www.itproportal.com/features/retail-trends-2019/
[3] https://bgr.com/2018/12/22/apple-vs-qualcomm-qorvo-chip-evidence/
[2] https://www.frenchweb.fr/retail-en-finir-avec-lacheteur-one-and-done-pour-le-faire-revenir-en-magasin/344261
[2] https://www.ecommercemag.fr/Thematique/retail-1220/Breves/Tribune-Paiement-retail-quoi-attendre-2019-France-336666.htm#p56Ez3rW2to52xG3.97
[2] https://www.frenchweb.fr/retail-en-finir-avec-lacheteur-one-and-done-pour-le-faire-revenir-en-magasin/344261?platform=hootsuite
[1] https://www.cnbc.com/2018/12/26/retail-is-having-its-best-holiday-season-in-6-years.html?__source=sharebar|twitter&par=sharebar
[1] https://www.cnbc.com/2018/12/31/here-are-the-retailers-including-sears-that-went-bankrupt-in-2018.html?__source=sharebar|twitter&par=sharebar
[1] https://ny.curbed.com/2018/12/3/18123682/ikea-new-york-locations-manhattan
[1] https://www.cnbc.com/2019/01/02/blake-nordstrom-co-president-of-nordstrom-has-died-at-age-58.html
[1] https://www.retaildive.com/news/5-trends-that-will-define-retail-marketing-in-2019/545466/

Top Domains
Top Domains in Tweet in Entire Graph:
[737] careerarc.com
[146] lnkd.in
[88] myfrugalbusiness.com
[81] twitter.com
[58] co.uk
[47] dy.si
[44] natsjobs.com
[38] retaildive.com
[32] forbes.com
[31] instagram.com

Top Domains in Tweet in G1:
[631] careerarc.com
[63] lnkd.in
[44] natsjobs.com
[28] co.uk
[27] twitter.com
[21] instagram.com
[14] dlvr.it
[13] ziprecruiter.com
[12] work4labs.com
[11] forbes.com

Top Domains in Tweet in G2:
[25] lnkd.in
[15] technative.io
[9] zdnet.com
[8] forbes.com
[8] retailwire.com
[4] datasciencecentral.com
[4] bloomberg.com
[3] medium.com
[3] reuters.com
[3] fashnerd.com

Top Domains in Tweet in G3:
[23] retaildive.com
[13] retailwire.com
[10] marketscale.com
[4] wwd.com
[4] bit.ly
[3] usatoday.com
[3] fortune.com
[3] twitter.com
[3] sap.to
[3] fujitsu.com

Top Domains in Tweet in G4:
[3] twitter.com
[3] clickz.com
[2] raconteur.net
[2] bankingtech.com
[2] psfk.com
[2] techhq.com
[2] progressivegrocer.com
[2] retaildive.com
[2] forbes.com
[2] mspoweruser.com

Top Domains in Tweet in G5:
[60] careerarc.com
[5] danitablackwood.com
[5] foodretail.es
[4] wvtm13.com
[4] mytotalretail.com
[4] twitter.com
[3] ups.com
[3] smallbiztrends.com
[3] deloitte.com
[3] chainstoreage.com

Top Domains in Tweet in G6:
[34] lnkd.in
[4] risnews.com
[4] microsoft.com
[3] blogspot.com
[2] shoppermarketingmag.com
[2] forbes.com
[1] linkedin.com
[1] youtube.com
[1] pymnts.com
[1] chainstoreage.com

Top Domains in Tweet in G8:
[15] homeworldbusiness.com
[6] thefinancialbrand.com
[5] emarketer.com
[3] skybay.com
[2] chamberbloomington.org
[2] searchengineland.com
[1] ez.no
[1] kobster.com
[1] buff.ly
[1] smartinsights.com

Top Domains in Tweet in G9:
[4] cbre.us
[3] denverpost.com
[2] digitaljournal.com
[2] chainstoreage.com
[2] forbes.com
[2] chargeitspot.com
[2] wsj.com
[2] costar.com
[2] theceomagazine.com
[1] cbsnews.com

Top Domains in Tweet in G10:
[5] ecommercemag.fr
[4] frenchweb.fr
[3] cnbc.com
[3] itproportal.com
[3] bgr.com
[1] curbed.com
[1] retaildive.com
[1] twitter.com
[1] innovationleader.com
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5096] retail
[270] ecommerce
[207] ai
[138] sales
[129] iot
[107] business
[99] nrf2019
[95] retailtech
[91] marketing
[85] shopping



Top Hashtags in Tweet in G1:
[3083] retail
[62] sales
[45] ecommerce
[44] newnatsjobs
[37] inventory
[35] business
[35] fashion
[32] merchandiser
[31] job
[31] grocery

Top Hashtags in Tweet in G2:
[174] retail
[87] ai
[74] iot
[65] retailtech
[36] ar
[25] digitaltransformation
[24] innovation
[19] technology
[18] artificialintelligence
[16] customerexperience

Top Hashtags in Tweet in G3:
[115] retail
[23] nrf2019
[18] tech
[12] sap
[10] ecommerce
[7] retailtech
[6] business
[5] ai
[5] customerexperience
[5] amazon

Top Hashtags in Tweet in G4:
[38] retail
[7] ai
[6] grocery
[6] technology
[4] paytech
[3] iot
[3] fintech
[3] ecommerce
[3] advertising
[3] walgreens

Top Hashtags in Tweet in G5:
[128] retail
[6] meridian
[5] health
[5] nampa
[5] ecommerce
[5] foodretail
[3] business
[3] smallbiz
[3] tech
[3] lakeisabella

Top Hashtags in Tweet in G6:
[77] retail
[37] fmcg
[36] consumergoods
[35] cpg
[30] jobs
[28] fastmovingconsumergoods
[16] cpgconnectjobs
[10] mississauga
[9] mars
[8] ai

Top Hashtags in Tweet in G7:
[15] noidaretail
[15] retail
[15] guesswho
[15] contestalert
[14] prizes
[14] giveaway
[14] fun
[12] waveinfratech
[12] win

Top Hashtags in Tweet in G8:
[75] retail
[44] ecommerce
[25] marketing
[25] analytics
[24] digitalmarketing
[22] mcommerce
[19] ai
[18] mobilemarketing
[16] contentmarketing
[15] automation

Top Hashtags in Tweet in G9:
[49] retail
[5] cbre
[3] ecommerce
[3] retailing
[3] cre
[3] tech
[2] baby
[2] marketing
[2] retailtrends
[2] recycling

Top Hashtags in Tweet in G10:
[33] retail
[4] ecommerce
[4] retailindustry
[3] luxuryretail
[3] atlarge
[3] happy
[3] industry
[3] spine
[3] mainstreet
[3] wallstreet

Top Words
Top Words in Tweet in Entire Graph:
[4529] Words in Sentiment List#1: Positive
[580] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[119418] Non-categorized Words
[124527] Total Words
[6081] retail
[1714] job
[1163] link
[1150] bio
[1072] store

Top Words in Tweet in G1:
[3721] retail
[1531] job
[1083] link
[1076] bio
[869] click
[825] store
[812] apply
[625] hiring
[520] see
[498] associate

Top Words in Tweet in G2:
[191] retail
[104] ai
[74] iot
[65] retailtech
[52] future
[49] evankirstel
[39] ar
[35] ronald_vanloon
[34] powered
[33] paula_piccard

Top Words in Tweet in G3:
[130] retail
[24] nrf2019
[24] retailwire
[23] retaildive
[21] nrfbigshow
[18] s
[18] tech
[15] sap
[13] 2019
[13] new

Top Words in Tweet in G4:
[40] retail
[10] new
[9] ai
[9] technology
[8] store
[8] more
[6] paytech
[6] 2019
[6] grocery
[6] advertising

Top Words in Tweet in G5:
[138] retail
[52] job
[35] store
[26] manager
[23] latest
[20] hiring
[20] work
[19] opening
[19] candidate
[17] great

Top Words in Tweet in G6:
[91] retail
[40] attention
[40] experts
[40] hiring
[37] fmcg
[36] consumergoods
[35] cpg
[32] canada
[30] jobs
[28] fastmovingconsumergoods

Top Words in Tweet in G7:
[20] franchiseindia
[19] win
[18] prizes
[17] fun
[15] noidaretail
[15] retail
[15] guesswho
[15] contestalert
[14] giveaway
[12] waveinfratech

Top Words in Tweet in G8:
[81] retail
[47] ecommerce
[29] marketing
[27] analytics
[24] digitalmarketing
[22] mcommerce
[19] ai
[18] mobilemarketing
[16] contentmarketing
[16] automation

Top Words in Tweet in G9:
[59] retail
[16] market
[13] amazon
[12] cbreretail
[11] net
[11] new
[10] s
[10] cbre's
[9] more
[9] quarter

Top Words in Tweet in G10:
[40] retail
[14] ntechyel
[8] lfaguer
[7] nordstrom
[7] 2019
[6] blake
[6] retailers
[5] great
[5] s
[5] ikea

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1148] link,bio
[711] click,link
[519] retail,job
[361] check,out
[357] bio,apply
[326] see,latest
[276] great,fit
[260] retail,sales
[255] retail,retail
[232] store,manager

Top Word Pairs in Tweet in G1:
[1076] link,bio
[670] click,link
[470] retail,job
[336] bio,apply
[296] check,out
[293] see,latest
[244] great,fit
[239] retail,retail
[212] shift,supervisor
[211] bio,see

Top Word Pairs in Tweet in G2:
[42] future,retail
[34] retail,powered
[34] powered,ai
[34] ai,ar
[34] ar,iot
[34] iot,retailtech
[31] retailtech,mt
[31] mt,jblefevre60
[31] evankirstel,diioannid
[30] paula_piccard,future

Top Word Pairs in Tweet in G3:
[16] retailwire,retail
[11] retaildive,retail
[9] sap,s
[7] retail,ecommerce
[6] retail,tech
[5] nrf2019,retail
[5] recent,wwd
[5] wwd,piece
[5] piece,fashionkales
[5] fashionkales,highlights

Top Word Pairs in Tweet in G4:
[3] identified,visited
[3] visited,store
[3] store,psfk
[3] psfk,walgreens
[3] walgreens,testing
[3] testing,smart
[3] smart,cooler
[3] cooler,advertising
[3] advertising,technology
[3] grocery,retail

Top Word Pairs in Tweet in G5:
[24] store,manager
[19] manager,candidate
[16] candidate,retail
[15] great,fit
[13] recommend,anyone
[13] want,work
[12] anyone,job
[10] apply,store
[9] view,latest
[9] latest,opening

Top Word Pairs in Tweet in G6:
[30] cpg,consumergoods
[30] retail,jobs
[29] consumergoods,fmcg
[28] fmcg,fastmovingconsumergoods
[28] fastmovingconsumergoods,retail
[24] inc,hiring
[23] canada,inc
[16] jobs,cpgconnectjobs
[15] attention,sales
[15] sales,experts

Top Word Pairs in Tweet in G7:
[15] retail,guesswho
[14] prizes,giveaway
[14] giveaway,fun
[14] fun,retail
[11] waveinfratech,prizes
[9] franchiseindia,contestalert
[8] noidaretail,win
[7] win,waveinfratech
[7] guesswho,franchiseindia
[5] contestalert,guess

Top Word Pairs in Tweet in G8:
[22] digitalmarketing,ecommerce
[22] ecommerce,mcommerce
[21] mcommerce,retail
[20] ecommerce,retail
[19] retail,analytics
[19] analytics,marketing
[15] marketing,automation
[11] automation,inboundmarketing
[11] inboundmarketing,ai
[10] roi,gamification

Top Word Pairs in Tweet in G9:
[8] positive,net
[7] retail,real
[7] real,estate
[7] consecutive,quarter
[7] quarter,positive
[7] retail,market
[7] lease,rates
[6] read,more
[6] retail,strength
[6] strength,retail

Top Word Pairs in Tweet in G10:
[4] retail,industry
[4] ntechyel,retail
[4] retail,retailindustry
[4] faire,revenir
[3] great,loss
[3] loss,luxuryretail
[3] luxuryretail,retail
[3] retail,atlarge
[3] atlarge,passing
[3] passing,blake

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mikeschiemer
@evankirstel
@retailwire
@neweragroup2
@paula_piccard
@jblefevre60
@ronald_vanloon
@diioannid
@retaildive
@jerome_

Top Mentioned in G1:
@haccpcanada
@eqibeat
@afuspace
@crealytics
@onfpm
@megamark_france
@peter_skylight
@theleadsworld
@alluserv
@cyberdollarguru

Top Mentioned in G2:
@evankirstel
@paula_piccard
@jblefevre60
@diioannid
@ronald_vanloon
@jerome_
@tictoc
@forbes
@retailwire
@alvinfoo

Top Mentioned in G3:
@retaildive
@nrfbigshow
@retailwire
@wwd
@nrfnews
@theleuker
@fashionkales
@marketscale
@infovista
@incisivio

Top Mentioned in G4:
@psfk
@kroger
@walmart
@businessinsider
@paytechbook
@albertsonscos
@pgrocer
@nsfoodsmemo
@segrocers
@target

Top Mentioned in G5:
@danitablackwood
@wvtm13
@deloittecb
@upslongitudes
@rieva
@smallbiztrends
@vendhq
@chainstoreage
@mytotalretail
@thehpe

Top Mentioned in G6:
@cpgconnect
@risnewsinsights
@cgtmagazine
@digimarc
@simoneknaap
@debweinswig
@hyperanna_ai
@roaraugmented
@tetrapak
@ihlgroup

Top Mentioned in G7:
@waveinfratech01
@apnacontest
@contest_in
@sapnachawla84_
@contestmantra
@india4contests
@franchiseindia
@contestsinindia
@contest_alert
@contestreminder

Top Mentioned in G8:
@emarketer
@retailreco
@aicanedo
@homeworldnews
@tenoviaecomm
@ikeausa
@kobsterofficial
@chamberbloom
@yelpindy
@containerstore

Top Mentioned in G9:
@cbreretail
@amazon
@brandonfamous_
@schmetail
@cbreresearch
@vancenomics
@henrychinphd
@sears
@mollywritescre
@asics_jp

Top Mentioned in G10:
@ntechyel
@lfaguer
@sephora
@ecommercemag_fr
@frenchweb
@nordstrom
@nielsen
@marketingcharts
@joinstationf
@jcrew

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@arkangelscrap
@sectest9
@sahelhkj
@nosqldigest
@atsocialmediauk
@lopezgovlaw
@deejayiwan
@atsocialmediart
@tacobell

Top Tweeters in G1:
@carlesdijous
@natsjobs
@lars9596
@monsterjobs
@tecnbiz
@markinjax
@perfectdomain1
@mikevonirvin
@retail_job
@hugobrown

Top Tweeters in G2:
@arkangelscrap
@sahelhkj
@nosqldigest
@deejayiwan
@evankirstel
@gamergeeknews
@machinelearnflx
@richsimmondsza
@nancyrubin
@timothy_hughes

Top Tweeters in G3:
@usatoday
@foxbusiness
@fmfrancoise
@lowes
@macys
@wwd
@jcpenney
@cdwgwagov
@bestbuy
@biztechmagazine

Top Tweeters in G4:
@businessinsider
@walmart
@fortunemagazine
@holgermu
@jamesvgingerich
@psfk
@digiday
@target
@kroger
@samsclub

Top Tweeters in G5:
@dominos
@compellingsites
@twilli2861
@cocacola
@wvtm13
@danitablackwood
@rieva
@wolfgin
@birchbox
@smallbiztrends

Top Tweeters in G6:
@business
@reutersbiz
@dallasnews
@foodmfguk
@google
@neilretail
@dresserman
@memktgservices
@gaborfari
@premierpapercm

Top Tweeters in G7:
@shikha123poddar
@blessedkamal
@seemajain515
@contests2share
@india4contests
@sd12dec
@contestmantra
@foodie_social
@contest_in
@creativee007

Top Tweeters in G8:
@biconnections
@sengineland
@manifattura40
@myriamozon
@drpepper
@jchengery
@heatherltallman
@lennar_my
@containerstore
@yelpindy

Top Tweeters in G9:
@wsj
@rm_salt
@sears
@rafaigual
@amazon
@cbs
@foodrisemktg
@dannizmeunier
@cbredenver
@schmetail

Top Tweeters in G10:
@nordstrom
@lululemon
@julienramauge
@sephora
@dsw_us
@frenchweb
@isabellespanu
@mbamci
@neimanmarcus
@ntechyel