#retail, Twitter, 2/9/2019 2:49:15 AM, 185918


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#retail_2019-02-08_15-51-55.xlsx
#retail_2019-02-08_15-51-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2019
Short Description:
#retail via NodeXL http://bit.ly/2ShZaml
@forbes
@ronald_vanloon
@worldtrendsinfo
@stevenpdennis
@simoneknaap
@servicechannel
@paula_piccard
@retailaggregate
@risnewsinsights
@intellicheckidn

Top hashtags:
#retail
#ecommerce
#ai
#retailtech
#iot
#sales
#business

Description:
Description
The graph represents a network of 2,924 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, 08 February 2019 at 23:52 UTC.

The requested start date was Friday, 08 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 4-day, 8-hour, 10-minute period from Sunday, 03 February 2019 at 16:51 UTC to Friday, 08 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 : 2924
Unique Edges : 2851
Edges With Duplicates : 3490
Total Edges : 6341
Number of Edge Types : 3
Tweet : 3906
Mentions : 2407
Replies to : 28
Self-Loops : 3906
Reciprocated Vertex Pair Ratio : 0.0314207650273224
Reciprocated Edge Ratio : 0.0609271523178808
Connected Components : 1251
Single-Vertex Connected Components : 823
Maximum Vertices in a Connected Component : 637
Maximum Edges in a Connected Component : 1273
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.04535
Graph Density : 0.000265009853920484
Modularity : 0.41724
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] http://natsjobs.com/find-a-job
[18] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[6] Dive
[6] https://chinadeep.info/top-10-department-store-stocks-by-market-cap/
[6] https://www.linkedin.com/feed/update/urn:li:activity:6496831262500622336
[6] https://www.business2community.com/consumer-marketing/3-trends-from-nrf-that-will-shape-retail-in-2019-02168105
[6] https://lnkd.in/esTABkp
[6] https://www.naturalproductscanada.com/en/navigating-the-world-of-retailers-distributors-and-brokers/
[5] Retail
[5] http://neweragroup.co.uk/

Top URLs in Tweet in G1:
[28] http://natsjobs.com/find-a-job
[6] https://chinadeep.info/top-10-department-store-stocks-by-market-cap/
[6] Dive
[4] -
[4] https://www.linkedin.com/feed/update/urn:li:activity:6496831262500622336
[4] https://projectpeach.co.uk/ProjectPeach/Default/Static/def/blog_36.html
[4] https://projectpeach.co.uk/ProjectPeach/Default/Static/def/blog_43.html
[3] https://bit.ly/2RIoq0d
[3] https://www.retaildive.com/news/the-store-of-the-future-depends-on-employees/547892/
[3] https://www.youtube.com/watch?v=WwfCoPfG-P4&feature=youtu.be


Top URLs in Tweet in G2:
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=184997
[2] https://www.paysafe.com/blog/how-payments-data-holds-the-key-to-smart-city-development/
[2] https://www.pymnts.com/news/retail/2019/payments-commerce-super-bowl-football-nfl/
[2] https://www.pwc.com/gx/en/retail-consumer/assets/artificial-intelligence-global-consumer-insights-survey.pdf
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=174541
[2] https://www.forbes.com/sites/sap/2019/02/05/how-retailers-can-revolutionize-their-business/#733b25b71333
[1] https://dy.si/PY4Xk
[1] https://www.business2community.com/consumer-marketing/3-trends-from-nrf-that-will-shape-retail-in-2019-02168105
[1] https://t.co/nsRuuS02id
[1] https://twitter.com/Paula_Piccard/status/1093314346250317824

Top URLs in Tweet in G3:
[3] https://www.retailwire.com/discussion/will-ar-change-how-people-buy-products-from-eyeglasses-to-wedding-rings/?utm_content=bufferdfd8d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.businessoffashion.com/articles/opinion/op-ed-why-retail-is-getting-experience-wrong
[3] https://www.icsc.org/news-and-views/icsc-exchange/energize-aging-shopping-centers-by-splitting-them-in-two-architect-advises?utm_source=social&utm_medium=twitter&utm_campaign=news
[2] https://www.cnbc.com/2019/02/06/chipotle-earnings-q4-2018.html?utm_content=bufferc4289&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.greenbaypressgazette.com/story/money/2019/02/06/shopko-store-closures-now-exceed-250/2794537002/?utm_content=buffer258fa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.digitalcommerce360.com/2019/02/06/kroger-expands-in-store-distribution-of-home-chef-meal-kits/?utm_content=buffer2610f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.nbcchicago.com/news/local/amazon-go-store-chicago-505355781.html?utm_content=buffer7bcd7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.retailwire.com/discussion/j-c-penney-dumps-appliances/?utm_content=buffer23c50&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.retailwire.com/discussion/j-c-penney-dumps-appliances/?utm_content=bufferafe50&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.retailwire.com/discussion/will-ar-change-how-people-buy-products-from-eyeglasses-to-wedding-rings/?utm_content=buffer6485d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[2] https://datamakespossible.westerndigital.com/machine-learning-history-ecommerce/
[1] https://www.forbes.com/sites/christopherwalton/2019/02/01/the-3-step-recipe-that-could-bring-costco-warehouse-clubs-to-their-retail-apocalypse-knees/#179560634a82
[1] https://www.chainstoreage.com/technology/analysis-nrf-big-show-demonstrates-ai-has-arrived-in-retail/?utm_content=84262163&utm_medium=social&utm_source=twitter&hss_channel=tw-1336931893#.XFiaarZCwBM.twitter
[1] https://www.pcmag.com/feature/366279/8-ways-artificial-intelligence-is-revolutionizing-retail?utm_content=84543467&utm_medium=social&utm_source=twitter&hss_channel=tw-1336931893
[1] https://hubs.ly/H0gqQzP0
[1] https://www.businessinsider.com/consumers-want-more-from-retailers-across-channels-2019-1?utm_content=83922531&utm_medium=social&utm_source=twitter&hss_channel=tw-1336931893
[1] https://www.forbes.com/sites/victoriapavlova/2019/02/04/bridging-the-gap-5-online-to-offline-retail-innovations-reviving-the-store/amp/?utm_content=84452084&utm_medium=social&utm_source=twitter&hss_channel=tw-1336931893
[1] https://www.forbes.com/sites/forbestechcouncil/2019/02/07/four-predictions-for-2019-as-the-retail-renaissance-gains-momentum/#1848cba315ce
[1] https://www.cnbc.com/2019/02/06/heres-what-an-instagram-worthy-valentines-day-gift-will-cost-you.html
[1] https://cstoredecisions.com/2019/02/05/gopuff-monitors-how-football-fans-spent-the-super-bowl/?utm_source=ActiveCampaign&utm_medium=email&utm_content=CSD+Partners+with+Convenience+++Carwash+Canada&utm_campaign=2019-02-07DAILY

Top URLs in Tweet in G5:
[3] http://dy.si/ZhsiF82
[2] https://fitsmallbusiness.com/planning-your-store-layout/
[2] https://independentretailer.com/2019/01/13/does-your-digital-brand-need-a-physical-presence/
[2] http://bit.ly/2G9aOcy
[1] https://dy.si/mHzPT
[1] https://dy.si/mZE59c
[1] https://www.forbes.com/sites/stevendennis/2018/12/26/the-3-big-problems-with-omnichannel-retail/#3f2b79f53fc4
[1] https://dy.si/7Wb8b
[1] https://fitsmallbusiness.com/customer-satisfaction-surveys/
[1] https://fitsmallbusiness.com/best-merchant-services/

Top URLs in Tweet in G6:
[5] http://www.cristinacoach.com
[3] http://bit.ly/2HKxAcs
[2] https://www.retaildoc.com/blog/how-to-get-retail-sales-shopper-behavior-to-make-unexpected-purchases-in-your-store
[2] https://nadimo.com/podcasts/2018/01/05/047-how-to-amplify-customer-experience-create-scarcity-and-be-remarkable/
[1] https://marketscale.com/industries/promoted-content/benefits-of-cash-recyclers-reduced-cash-float/?utm_content=84533393&utm_medium=social&utm_source=twitter&hss_channel=tw-927935818198601729
[1] https://marketscale.com/industries/retail/how-did-i-do/?utm_content=84532089&utm_medium=social&utm_source=twitter&hss_channel=tw-927935818198601729
[1] https://marketscale.com/industries/retail/inside-the-infamous-dead-mall-that-amazon-is-reportedly-redeveloping/?utm_content=84533328&utm_medium=social&utm_source=twitter&hss_channel=tw-927935818198601729
[1] http://bit.ly/2sXxe88
[1] http://bit.ly/2HYfV1h
[1] http://bit.ly/2HSFel1

Top URLs in Tweet in G7:
[3] http://MarcRudov.com
[2] http://brandisdestiny.com/
[2] https://www.retaildive.com/news/the-store-of-the-future-depends-on-employees/547892/
[2] https://www.retaildive.com/news/michael-kors-drags-down-capri/547817/
[2] https://www.retaildive.com/news/50-of-retailers-list-a-mobile-shopping-app-as-a-top-priority/547774/
[2] https://www.retaildive.com/news/what-will-sears-look-like-on-the-other-side-of-bankruptcy/547583/
[1] http://marcrudov.com/services/law-firm-resource/
[1] http://marcrudov.tv/
[1] http://marcrudov.com/branding-basics/personal-branding/
[1] https://digiday.com/retail/retail-briefing-amazon-tightening-control-pricing-third-party-sellers/?utm_content=buffer1b584&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[4] https://bit.ly/2B7kH6m
[2] https://anthonygregg.com/chief-operating-officer/
[1] http://ow.ly/2hmZ30nAwjl
[1] https://knowledge-leader.colliers.com/anjee-solanki/retail-horoscope-2019/
[1] https://consumergoods.com/mccormick-works-ibm-ai-enabled-product-development?ajs_uid=6466C5080834E2A&oly_enc_id=6466C5080834E2A&ajs_trait_oebid=5235H5701912B7O
[1] https://econsultancy.com/procter-gamble-connected-products-cpg-brands-evolving/
[1] https://www.pymnts.com/news/retail/2019/nrf-inventory-shrink-shoplifting-security/
[1] https://buff.ly/2De5RwH
[1] https://risnews.com/retail-2025-shopper-study-future-retail-already-here
[1] https://risnews.com/10-retailers-best-seo-winning-online-search-battle?ajs_uid=&oly_enc_id=&ajs_trait_oebid=5235H5701912B7O

Top URLs in Tweet in G9:
[3] 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
[1] https://lnkd.in/gUVCZzj
[1] https://www.ses-imagotag.com/en/jula-selects-ses-imagotag/
[1] https://bit.ly/2Sy0IIk
[1] https://twitter.com/icsc/status/1093269509736226817
[1] https://www.businessinsider.com/the-online-grocery-report-2019-1?utm_source=twitter&utm_medium=referral&utm_content=topbar&utm_term=mobile&referrer=twitter
[1] https://buff.ly/2DMzgOv
[1] https://bit.ly/2GrQT8d
[1] https://www.smallcapvoice.com/massimo-barone-ceo-of-smartcard-marketing-inc-provides-key-update-and-outlook-in-a-new-audio-interview-with-smallcapvoice-com/

Top URLs in Tweet in G10:
[3] https://bgr.com/2018/12/22/apple-vs-qualcomm-qorvo-chip-evidence/
[1] https://www.businessinsider.com/meet-apple-exec-deirdre-obrien-who-is-now-in-charge-of-retail-2019-2
[1] https://techcrunch.com/2019/02/06/iphone-session-replay-screenshots/?platform=hootsuite
[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://www.cnbc.com/2019/01/02/blake-nordstrom-co-president-of-nordstrom-has-died-at-age-58.html
[1] http://bit.ly/2Gdgwuj
[1] https://www.afr.com/business/retail/coles--woolworths-dilemma-cut-prices-or-risk-losing-sales-to-amazon-20190204-h1atml

Top Domains
Top Domains in Tweet in Entire Graph:
[559] bit.ly
[420] careerarc.com
[76] twitter.com
[69] lnkd.in
[60] co.uk
[49] natsjobs.com
[44] talkingretail.com
[42] dy.si
[32] retaildive.com
[32] instagram.com

Top Domains in Tweet in G1:
[466] bit.ly
[397] careerarc.com
[49] natsjobs.com
[47] lnkd.in
[38] co.uk
[25] instagram.com
[25] twitter.com
[13] workfor.us
[11] chinadeep.info
[10] youtube.com

Top Domains in Tweet in G2:
[7] nodexlgraphgallery.org
[4] twitter.com
[2] paysafe.com
[2] pymnts.com
[2] pwc.com
[2] vertexinc.com
[2] forbes.com
[1] dy.si
[1] business2community.com
[1] t.co

Top Domains in Tweet in G3:
[15] retailwire.com
[6] homeworldbusiness.com
[5] businessoffashion.com
[5] icsc.org
[4] twitter.com
[3] retailcustomerexperience.com
[2] cnbc.com
[2] greenbaypressgazette.com
[2] digitalcommerce360.com
[2] nbcchicago.com

Top Domains in Tweet in G4:
[8] forbes.com
[2] cstoredecisions.com
[2] westerndigital.com
[1] chainstoreage.com
[1] pcmag.com
[1] hubs.ly
[1] businessinsider.com
[1] cnbc.com
[1] emarketer.com
[1] radian6.com

Top Domains in Tweet in G5:
[35] dy.si
[6] sap.to
[5] fitsmallbusiness.com
[4] buff.ly
[3] bit.ly
[3] twitter.com
[2] independentretailer.com
[2] chainstoreage.com
[1] forbes.com
[1] retailwire.com

Top Domains in Tweet in G6:
[8] bit.ly
[6] marketscale.com
[5] cristinacoach.com
[4] retaildoc.com
[4] nadimo.com
[3] retailnext.net
[2] progressivegrocer.com
[2] youtube.com
[1] retaildive.com
[1] goo.gl

Top Domains in Tweet in G7:
[20] retaildive.com
[5] marcrudov.com
[3] supplychaindive.com
[2] brandisdestiny.com
[2] digiday.com
[2] chainstoreage.com
[2] forbes.com
[1] marcrudov.tv
[1] apple.news
[1] myfrugalbusiness.com

Top Domains in Tweet in G8:
[4] risnews.com
[4] bit.ly
[3] consumergoods.com
[3] anthonygregg.com
[2] buff.ly
[2] co.uk
[1] ow.ly
[1] colliers.com
[1] econsultancy.com
[1] pymnts.com

Top Domains in Tweet in G9:
[3] prnewswire.com
[2] bit.ly
[1] lnkd.in
[1] ses-imagotag.com
[1] twitter.com
[1] businessinsider.com
[1] buff.ly
[1] smallcapvoice.com

Top Domains in Tweet in G10:
[3] bgr.com
[2] cnbc.com
[1] businessinsider.com
[1] techcrunch.com
[1] bit.ly
[1] afr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4925] retail
[175] ecommerce
[156] ai
[124] retailtech
[117] iot
[89] sales
[82] business
[80] marketing
[71] digital
[64] shopping



Top Hashtags in Tweet in G1:
[3298] retail
[60] sales
[55] ecommerce
[49] newnatsjobs
[48] inventory
[32] business
[29] marketing
[29] job
[29] fashion
[28] grocery

Top Hashtags in Tweet in G2:
[96] retail
[73] retailtech
[55] iot
[40] ai
[37] automation
[35] futuristic
[17] machinelearning
[16] innovation
[16] fashiontech
[16] counterfeit

Top Hashtags in Tweet in G3:
[68] retail
[7] branding
[6] assortment
[6] technology
[4] ecommerce
[4] ai
[3] amazongo
[3] cx
[3] digital
[3] digitaltransformation

Top Hashtags in Tweet in G4:
[44] retail
[17] ai
[15] iot
[11] artificialintelligence
[9] smarttech
[9] industy40
[9] iiot
[5] bigdata
[5] machinelearning
[4] data

Top Hashtags in Tweet in G5:
[86] retail
[37] consumer
[36] digital
[32] disruption
[32] stores
[5] retailrenaissance
[5] nrf2019
[4] ecommerce
[4] nynw19
[4] nynow

Top Hashtags in Tweet in G6:
[50] retail
[9] frases
[8] ecommerce
[5] escritor
[5] escribir
[5] escritores
[5] writers
[5] writer
[5] cdmx
[5] frasestumblr

Top Hashtags in Tweet in G7:
[61] retail
[29] fintech
[25] retailtech
[23] csuite
[23] privateequity
[22] ceo
[22] cxo
[22] radio
[22] tv
[22] vc

Top Hashtags in Tweet in G8:
[52] retail
[13] ai
[11] technology
[9] uk
[7] blog
[7] agp
[6] business
[6] retailer
[4] consumergoods
[4] digitaltransformation

Top Hashtags in Tweet in G9:
[22] retail
[7] nrf19
[4] innovation
[3] fintech
[3] payments
[3] ai
[3] blockchain
[2] iot
[2] cloud
[2] cre

Top Hashtags in Tweet in G10:
[10] retail
[4] iphone
[3] qualcomm
[3] legal
[3] tactics
[3] germany
[3] ip
[3] intellectualproperty
[2] consumer
[2] luxuryretail

Top Words
Top Words in Tweet in Entire Graph:
[4318] Words in Sentiment List#1: Positive
[671] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[121413] Non-categorized Words
[126402] Total Words
[5756] retail
[2053] job
[1481] store
[1302] link
[1300] bio

Top Words in Tweet in G1:
[3869] retail
[1951] job
[1245] link
[1242] store
[1241] bio
[1027] click
[953] apply
[790] hiring
[654] associate
[650] latest

Top Words in Tweet in G2:
[98] retail
[73] retailtech
[55] iot
[42] evankirstel
[40] paula_piccard
[40] ai
[37] automation
[36] delivery
[35] home
[35] groceries

Top Words in Tweet in G3:
[77] retail
[29] retailwire
[17] more
[16] store
[12] now
[12] digital
[11] retailprophet
[11] here
[10] case
[10] missed

Top Words in Tweet in G4:
[50] retail
[18] ai
[18] 2019
[11] retailers
[11] artificialintelligence
[11] ronald_vanloon
[10] forbes
[9] ecommerce
[9] kroger
[9] microsoft

Top Words in Tweet in G5:
[97] retail
[72] stores
[50] retailers
[40] consumer
[39] now
[38] digital
[37] way
[37] stevenpdennis
[36] realizing
[36] many

Top Words in Tweet in G6:
[55] retail
[22] amazon
[12] business
[9] ecommerce
[9] frases
[8] walmart
[7] store
[5] theretaildoctor
[5] more
[5] packaged_facts

Top Words in Tweet in G7:
[70] retail
[29] fintech
[25] retailtech
[23] csuite
[23] privateequity
[22] ceo
[22] cxo
[22] radio
[22] tv
[22] vc

Top Words in Tweet in G8:
[79] retail
[26] uk
[22] technology
[14] industry
[13] ai
[12] years
[10] blog
[10] business
[9] cgtmagazine
[9] league

Top Words in Tweet in G9:
[24] retail
[9] otc
[9] smkg
[7] sesimagotag
[7] commerce
[7] smartcard
[7] marketing
[7] systems
[7] inc
[7] files

Top Words in Tweet in G10:
[10] retail
[5] apple
[5] nordstrom
[4] iphone
[4] ntechyel
[4] blake
[4] retailers
[3] great
[3] qualcommâ
[3] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1294] link,bio
[816] click,link
[575] retail,job
[470] shift,supervisor
[420] bio,apply
[417] see,latest
[369] store,associate
[361] check,out
[317] cvs,health
[305] great,fit

Top Word Pairs in Tweet in G1:
[1241] link,bio
[783] click,link
[550] retail,job
[447] shift,supervisor
[404] bio,apply
[396] see,latest
[361] store,associate
[312] cvs,health
[310] check,out
[286] great,fit

Top Word Pairs in Tweet in G2:
[36] retailtech,retail
[35] home,delivery
[35] delivery,groceries
[35] groceries,tunnel
[35] tunnel,retailtech
[35] retail,iot
[35] iot,automation
[35] automation,futuristic
[33] futuristic,evankirstel
[33] evankirstel,kashthefuturist

Top Word Pairs in Tweet in G3:
[10] case,missed
[9] retailwire,retail
[8] retailprophet,case
[8] missed,between
[8] between,now
[8] now,noon
[8] noon,et
[8] et,shot
[8] shot,winning
[8] winning,signed

Top Word Pairs in Tweet in G4:
[9] kroger,microsoft
[9] microsoft,take
[9] take,amazon
[9] amazon,tictoc
[9] tictoc,artificialintelligence
[9] artificialintelligence,ai
[9] ai,smarttech
[9] smarttech,retail
[9] retail,industy40
[9] industy40,iiot

Top Word Pairs in Tweet in G5:
[36] retailers,now
[36] now,realizing
[36] realizing,way
[36] way,many
[36] many,stores
[36] stores,stevenpdennis
[36] stevenpdennis,retail
[36] retail,consumer
[36] consumer,digital
[32] digital,disruption

Top Word Pairs in Tweet in G6:
[5] escritor,escribir
[5] escribir,escritores
[5] escritores,writers
[5] writers,writer
[5] writer,cdmx
[5] cdmx,frasestumblr
[5] frasestumblr,frasesdeinsta
[5] frasesdeinsta,frasesbonitas
[5] frasesbonitas,frases
[5] frases,fotostumblrs

Top Word Pairs in Tweet in G7:
[22] ceo,cxo
[22] cxo,radio
[22] radio,tv
[22] tv,csuite
[22] csuite,vc
[22] vc,privateequity
[22] privateequity,media
[22] media,fintech
[22] fintech,retailtech
[22] retailtech,corpgov

Top Word Pairs in Tweet in G8:
[12] uk,retail
[12] retail,industry
[8] league,leaders
[8] secret,uk
[8] industry,struggling
[8] struggling,recent
[8] recent,years
[6] retail,technology
[6] chris,walton
[6] blog,learn

Top Word Pairs in Tweet in G9:
[9] otc,smkg
[7] smartcard,marketing
[7] marketing,systems
[7] systems,inc
[7] inc,otc
[7] smkg,files
[7] files,form
[7] form,1
[7] 1,pursuant
[7] pursuant,reg

Top Word Pairs in Tweet in G10:
[3] qualcommâ,s
[3] s,legal
[3] legal,tactics
[3] tactics,led
[3] led,iphone
[3] iphone,ban
[3] ban,germany
[3] germany,ip
[3] ip,intellectualproperty
[3] coming,up

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@evankirstel
@paula_piccard
@stevenpdennis
@kashthefuturist
@jbl
@retailwire
@retaildive
@mikeschiemer
@amazon
@fashnerd

Top Mentioned in G1:
@eqibeat
@cpi_results
@stevenepsrealty
@exclusivelogo
@ffglobalsolutio
@shirleyfrazier
@crealytics

Top Mentioned in G2:
@evankirstel
@paula_piccard
@kashthefuturist
@jbl
@fashnerd
@jblefevre60
@andi_staub
@mikequindazzi
@alvinfoo
@mvollmer1

Top Mentioned in G3:
@retailwire
@retailprophet
@nrfnews
@bof
@deborahmcollier
@risnewsinsights
@profitect
@sunglasshut
@homeworldnews
@retexperience

Top Mentioned in G4:
@ronald_vanloon
@forbes
@tictoc
@marshacollier
@bernardmarr
@servicechannel
@kirkdborne
@metro_bank
@costco
@intellicheckidn

Top Mentioned in G5:
@stevenpdennis
@meaghanbrophy
@sap_retail
@retailminded
@nynowmarket
@retailwire
@jeffashcroft
@fitsmallbiz
@glossier
@omni_commerce

Top Mentioned in G6:
@amazon
@theretaildoctor
@business
@packaged_facts
@hm
@nielsen
@retailnext
@randyhofbauer
@walmart
@tpnretail

Top Mentioned in G7:
@retaildive
@marcrudov
@warbyparker
@aalnaggar
@supplychaindive
@edvaldez8888
@digiday
@jetsonai
@schmetail
@tiffani_bova

Top Mentioned in G8:
@cgtmagazine
@path2purchaseiq
@simoneknaap
@colliers
@risnewsinsights
@omnitalk
@agpartnership
@anjeesolankicre
@informationage
@kroger

Top Mentioned in G9:
@sesimagotag
@massimobarone
@institut_cc
@comarch_it
@facebook
@otcsmkg
@purassan
@emphasispay
@paymentsstudio
@rampantmind

Top Mentioned in G10:
@apple
@ntechyel
@the_grocery_dr
@6pr
@g_parker
@amazonaustralia
@coles
@woolworths
@nordstrom
@expedia

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@coventryupdate
@arkangelscrap
@sectest9
@atsocialmediauk
@geoffrey_payne
@evankirstel
@gamergeeknews
@ayudamovistarcl
@httweets

Top Tweeters in G1:
@carlesdijous
@natsjobs
@projectpeachuk
@infopronetwork
@alexcooper81
@smesecurity
@resilientmichae
@duppandswat
@reoptimizer
@petergorla

Top Tweeters in G2:
@evankirstel
@walmart
@calcaware
@gvalan
@grattonboy
@debraruh
@grattongirl
@costacoffee
@ibrahimacar5334
@kuriharan

Top Tweeters in G3:
@ft
@faznet
@lowes
@blickch
@markuspeter
@qvc
@jcpenney
@handelszeitung
@dukkualiyu
@icsc

Top Tweeters in G4:
@arkangelscrap
@marshacollier
@machinelearnflx
@yvesmulkers
@forbes
@ipfconline1
@leimer
@analyticbridge
@tictoc
@kirkdborne

Top Tweeters in G5:
@natschooler
@wolfgin
@inthehighest1
@theibmmspteam
@thesocialcmo
@retailminded
@fitsmallbiz
@stevenpdennis
@shopify
@kizerandbender

Top Tweeters in G6:
@httweets
@business
@saveaslave
@machinelearn_d
@csantanabauza
@madmilker
@bmoskwa
@legacycorp
@groupelaposte
@amazon

Top Tweeters in G7:
@fintechna
@nfl
@phillydotcom
@franzrusso
@terzima
@startupbulletin
@digiday
@puma
@bubbles4tw
@warbyparker

Top Tweeters in G8:
@biznessreporter
@kroger
@cyainz
@informationage
@brainroaring
@matalan
@systemsandtech
@antonywelfare
@leecoopers
@simoneknaap

Top Tweeters in G9:
@businessinsider
@santchiweb
@paris
@jimmy_gott
@nirav_88
@facebook
@purassan
@massimobarone
@otcsmkg
@mediametrie

Top Tweeters in G10:
@aircanada
@nordstrom
@9newsaus
@thetodayshow
@verizon
@expedia
@coles
@9newsperth
@6pr
@g_parker