#retail, Twitter, 1/19/2019 9:47:56 PM, 182532


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#retail_2019-01-19_11-59-54.xlsx
#retail_2019-01-19_11-59-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 19, 2019
Short Description:
#retail via NodeXL http://bit.ly/2DlN2r8
@nrfbigshow
@forbes
@paula_piccard
@evankirstel
@ntechyel
@millerzell
@kroger
@retaildive
@homeworldnews
@enricomolinari

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

Description:
Description
The graph represents a network of 3,333 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, 19 January 2019 at 20:01 UTC.

The requested start date was Saturday, 19 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 1-day, 5-hour, 49-minute period from Thursday, 17 January 2019 at 19:11 UTC to Saturday, 19 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 : 3333
Unique Edges : 3532
Edges With Duplicates : 3283
Total Edges : 6815
Number of Edge Types : 3
Mentions : 3240
Tweet : 3536
Replies to : 39
Self-Loops : 3536
Reciprocated Vertex Pair Ratio : 0.0301990391214825
Reciprocated Edge Ratio : 0.0586275816122585
Connected Components : 1260
Single-Vertex Connected Components : 824
Maximum Vertices in a Connected Component : 1036
Maximum Edges in a Connected Component : 2110
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.752418
Graph Density : 0.000270315146760775
Modularity : 0.489143
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[25] http://natsjobs.com/find-a-job
[23] https://www.myfrugalbusiness.com/2019/01/how-to-use-ecommerce-analytics-generate-more-sales.html
[22] https://www.myfrugalbusiness.com/2019/01/shoppers-therapy-predictions-retail-industry-trends.html
[18] Dive
[13] Retail
[12] https://www.forbes.com/sites/forbestechcouncil/2019/01/16/13-industries-soon-to-be-revolutionized-by-artificial-intelligence/#443e8f763dc1
[12] https://www.linkedin.com/feed/update/urn:li:activity:6491840560402403328
[10] http://www.dailyjobcuts.com
[10] 1/17/2019 12:00:00 AM
[10] https://www.twitch.tv/ttv_xxd3anxx

Top URLs in Tweet in G1:
[25] http://natsjobs.com/find-a-job
[5] https://march-2019-kupper-mount-stores.kickbooster.me/boost
[4] https://beveragedynamics.com/2019/01/11/caesars-takes-off-under-new-family-ownership/
[3] https://www.cbts.com/blog/cbts-drives-communications-solutions-for-retailers/?utm_source=twitter&utm_medium=social&utm_campaign=blue-star-blog-promotion---retail-communications-solutions&utm_content=20190109-feed-cbts-drives-communications-solutions-for-retailers
[3] the
[3] https://www.mediapost.com/publications/article/330717/grocery-store-robots-coming-to-hundreds-of-stores.html
[3] https://chinadeep.info/top-10-apparel-stocks-by-market-cap/
[2] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/GzyBcp
[2] https://www.credibly.com/incredibly/using-working-capital/6-affordable-ways-maximize-small-retail-spaces/?utm_campaign=In.Credibly%20Blog&utm_content=81685061&utm_medium=social&utm_source=twitter&hss_channel=tw-227553662
[2] Retail

Top URLs in Tweet in G2:
[8] https://www.mhlnews.com/technology-automation/coming-ai-revolution-retail-consumer-products
[7] https://www.iotworldtoday.com/2019/01/17/nrf-ml-and-iot-in-retail-are-fueling-experimentation/
[4] https://cmun.it/fmqu0d8
[3] https://www.forbes.com/sites/forbestechcouncil/2019/01/16/13-industries-soon-to-be-revolutionized-by-artificial-intelligence/#475cb3df3dc1
[2] https://statista-smi.s3.amazonaws.com/Insights/2018_CW37_Statista_Consumer
[2] Insights_EN.pdf
[2] http://www.intelligentworld.institute/LandingPageUTM?SFLPId=a160Y000002E0yDQAS&utm_campaign=7010Y000000IgpkQAC
[2] https://www.businessinsider.com/amazon-opening-3000-go-stores-2019-1
[2] https://www.theguardian.com/business/2018/aug/13/dollar-general-walmart-buhler-haven-kansas?utm_content=buffer16913&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://datafloq.com/read/3-major-ways-iot-revolutionizing-ecommerce/5922

Top URLs in Tweet in G3:
[8] https://www.vendhq.com/top-100-retail-influencers-2019
[3] https://retailminded.com/rocky-mountain-gift-show-announces-winter-seminar-series/
[2] https://marketscale.com/industries/retail/walking-nrf/
[2] https://www.asdonline.com/blog/amazon-e-commerce/three-easy-ways-build-online-shopping-website
[2] https://nadimo.com/podcasts/2017/06/08/019-ecommerce-retail-do-you-keep-them-separated/
[2] https://twitter.com/vendhq/status/1085718389706899461
[2] http://bit.ly/2TQW84O
[2] https://www.retaildoc.com/blog/retailers-and-cpg-take-the-lead-in-social-activism-and-gain-sales-as-a-result?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+BobPhibbsTheRetailDoctorsBlogAtRetaildoccom+%28New+Retail+Doc+blog+post%3A%29
[2] https://www.retaildoc.com/podcast/episode-101-tony-drockton-the-impact-of-knowing-your-customer-
[2] https://twitter.com/LucmBernard/status/1085581689294909440

Top URLs in Tweet in G4:
[3] https://www.informabtl.com/starbucks-adultos-mayores-mexico/
[3] https://www.bizjournals.com/milwaukee/news/2019/01/17/bankrupt-shopko-struggled-vs-online-retail-walmart.html
[2] https://toybook.com/the-loyal-subjects-bandai-make-distribution-pact/
[2] https://www.homeworldbusiness.com/sears-holdings-makes-lamperts-winning-bid-official/#prettyPhoto
[2] https://www.homeworldbusiness.com/court-approves-shopko-first-day-motions/#prettyPhoto
[2] https://www.homeworldbusiness.com/amazon-third-party-sales-grow-faster-than-first-party/#prettyPhoto
[2] https://www.homeworldbusiness.com/krogers-mcmullen-takes-stock-of-retails-future/#prettyPhoto
[2] https://www.homeworldbusiness.com/do-it-best-to-hold-spring-open-buying-day/#prettyPhoto
[2] https://www.informabtl.com/estos-los-10-retailers-mas-invirtieron-marketing-2018/
[2] https://www.informabtl.com/retail-3-maneras-auditar-supervisar-ventas-tiendas-fisicas/

Top URLs in Tweet in G5:
[12] https://www.forbes.com/sites/forbestechcouncil/2019/01/16/13-industries-soon-to-be-revolutionized-by-artificial-intelligence/#443e8f763dc1
[7] https://smallbiztrends.com/2019/01/2018-holiday-retail-trends.html
[3] http://www.retail-focus.co.uk/news/3936-virgin-holidays-launches-most-experiential-store-yet
[3] https://risnews.com/16th-annual-store-experience-study-2019-doubling-down-transformation
[2] https://risnews.com/where-boots-hit-ground-digital-transformation
[2] https://fashionista.com/2019/01/soul-by-soulcycle-retail-expansion-nordstrom-lululemon
[2] https://www.today.com/style/gymboree-expected-close-all-retail-stores-after-filing-bankruptcy-t146899
[2] https://twitter.com/rwang0/status/1085263319974531072/photo/1
[2] https://twitter.com/jornalhojeemdia/status/1085532202539069440
[1] https://risnews.com/nrf-2019-dawn-experiential-shopping

Top URLs in Tweet in G6:
[4] https://dy.si/TQd89F2
[4] http://dy.si/ZhsiF82
[3] https://twitter.com/omnitalk/status/1086274533882036224
[2] http://dy.si/KQhiB
[2] https://www.retaildive.com/news/macys-on-the-brink/546080/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-01-17%20Retail%20Dive%20Newsletter%20%5Bissue:18998%5D&utm_term=Retail%20Dive
[2] https://www.retaildive.com/news/10-retail-trends-to-watch-in-2019/545314/
[2] https://www.retaildive.com/news/only-14-of-consumers-influenced-by-in-store-vrai-tech/546153/
[2] https://www.retaildive.com/news/retail-therapy-2-isnt-always-better-than-1/546356/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-01-18%20Retail%20Dive%20Newsletter%20%5Bissue:19009%5D&utm_term=Retail%20Dive
[2] https://www.forbes.com/sites/danielnewman/2019/01/14/top-five-digital-transformation-trends-at-nrf-2019/#bdc863f39c3a
[2] https://www.nreionline.com/retail/selling-family-dollar-realistic-solution-its-troubles

Top URLs in Tweet in G7:
[4] https://blog.drumup.io/blog/the-secret-how-small-businesses-impact-their-brand-with-social-media/
[3] https://www.entrepreneur.com/article/326060
[3] https://www.smartinsights.com/internet-marketing-statistics/happens-online-60-seconds/
[3] https://www.zdnet.com/article/meeting-the-challenges-of-iot-development-infographic/
[3] https://www.meetup.com/meetup-group-lfAhYfky/events/257371480/
[2] https://socialnomics.net/2019/01/06/six-ways-to-profit-by-promoting-other-businesses/
[2] https://digiday.com/marketing/faced-hurdles-social-media-weed-brands-events/
[2] http://qoo.ly/usxkc
[2] https://www.quora.com/What-exactly-is-Internet-of-Things-IoT
[1] https://venturebeat.com/2019/01/17/squares-new-debit-card-gives-merchants-instant-access-to-funds-discounts-with-other-sellers/

Top URLs in Tweet in G8:
[7] https://twitter.com/YahooFinance/status/1085651462833631234
[3] https://www.itproportal.com/features/retail-trends-2019/
[2] https://bgr.com/2018/12/22/apple-vs-qualcomm-qorvo-chip-evidence/
[1] https://buff.ly/2Rv9six
[1] https://fonolo.com/blog/2018/12/how-to-maintain-a-high-level-of-customer-service-during-peak-seasons/?ls=web_twitter
[1] https://finance.yahoo.com/video/ibm-sees-coming-ai-revolution-004103168.html?soc_src=social-sh&soc_trk=tw
[1] https://www.emarketer.com/content/amazon-s-newest-ad-offering-is-free-samples
[1] https://www.emarketer.com/content/10-ways-roku-is-growing-its-ads-business
[1] https://newsroom.intel.com/editorials/ten-years-intel-nrf-retail-transformation-has-only-just-begun/
[1] https://ny.curbed.com/2018/12/3/18123682/ikea-new-york-locations-manhattan

Top URLs in Tweet in G9:
[2] https://www.frenchweb.fr/retail-en-finir-avec-lacheteur-one-and-done-pour-le-faire-revenir-en-magasin/344261
[2] https://www.icsc.org/news-and-views/icsc-exchange/hudson-yards-retail-center-to-put-spotlight-on-digitally-native-brands?utm_source=social&utm_medium=twitter&utm_campaign=news
[2] https://www.icsc.org/news-and-views/icsc-exchange/demographics-favor-retail-real-estate-in-canada?utm_source=social&utm_medium=twitter&utm_campaign=news
[2] https://www.crainsnewyork.com/op-ed/citys-retail-market-fixing-itself
[2] https://at.law.com/yC3ZgU?cmp=share_twitter
[2] https://www.frenchweb.fr/nrf-2019-comment-les-dnvb-cette-nouvelle-generation-de-marques-semparent-du-retail/344237
[1] http://customer-insight-consulting.com/comment-accelerer-la-mise-sur-le-marche-des-produits/
[1] https://www.cpexecutive.com/post/tackling-the-future-of-retail-design/?utm_source=social&utm_medium=twitter&utm_term=&utm_content=&utm_campaign=
[1] https://www.icsc.org/attend-and-learn/events/details/2019recon?utm_source=social&utm_medium=twitter&utm_campaign=2019recon
[1] https://www.icsc.org/news-and-views/icsc-exchange/golf-retail-sales-are-on-the-upswing?utm_source=social&utm_medium=twitter&utm_campaign=news

Top URLs in Tweet in G10:
[6] https://www.globest.com/2019/01/14/transforming-vacant-mall-anchors-into-retail-and-warehouse-hybrids/
[2] http://www.the-future-of-commerce.com/2018/12/12/3-questions-for-your-digital-commerce-initiative/?source=social-Global-SAP_Retail-TWITTER-ThoughtLeadership-BestRun-Services-Retail&campaigncode=CRM-YD18-SOC-DEFLT
[2] https://www.zdnet.com/article/walmart-to-purchase-art-com-assets/
[2] https://www.chainstoreage.com/store-spaces/survey-in-store-shopping-emotionally-satisfying/
[2] https://www.bisnow.com/national/news/retail/amazon-taking-sears-spaces-whole-foods-expansion-96674#.XD1U3WOoh4k.twitter
[2] https://paper.li/bizuser/1464090369?edition_id=efda9100-1b6b-11e9-90c7-0cc47a0d1609
[2] https://acuvate.com/blog/infographic-key-questions-ai-powered-business-intelligence-can-answer-fmcg-executives/?utm_content=buffer5a5d3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://lnkd.in/dWmG55X
[1] https://www.chainstoreage.com/operations/right-person-right-place-right-time-managing-unplanned-absence/?936e640c=bfca99ae
[1] https://www.chainstoreage.com/news/cyber-monday-impacts-store-traffic/

Top Domains
Top Domains in Tweet in Entire Graph:
[756] careerarc.com
[125] lnkd.in
[99] twitter.com
[66] dy.si
[48] myfrugalbusiness.com
[47] instagram.com
[47] forbes.com
[42] co.uk
[42] retaildive.com
[39] natsjobs.com

Top Domains in Tweet in G1:
[670] careerarc.com
[81] lnkd.in
[39] natsjobs.com
[35] instagram.com
[24] twitter.com
[20] co.uk
[17] work4labs.com
[13] ziprecruiter.com
[13] dlvr.it
[8] forbes.com

Top Domains in Tweet in G2:
[8] mhlnews.com
[7] iotworldtoday.com
[4] cmun.it
[3] nodexlgraphgallery.org
[3] twitter.com
[3] theguardian.com
[3] forbes.com
[2] amazonaws.com
[2] intelligentworld.institute
[2] businessinsider.com

Top Domains in Tweet in G3:
[13] marketscale.com
[9] twitter.com
[9] vendhq.com
[5] retaildoc.com
[4] dy.si
[3] retailminded.com
[3] nadimo.com
[2] asdonline.com
[2] bit.ly
[2] thewisemarketer.com

Top Domains in Tweet in G4:
[15] homeworldbusiness.com
[11] informabtl.com
[8] lnkd.in
[6] toybook.com
[5] bizjournals.com
[2] com.mx
[2] inno3.it
[2] geekwire.com
[2] twitter.com
[2] swarmapp.com

Top Domains in Tweet in G5:
[12] forbes.com
[12] risnews.com
[7] smallbiztrends.com
[6] twitter.com
[3] co.uk
[3] dy.si
[3] radial.com
[2] fashionista.com
[2] today.com
[2] shoppingcenters.com

Top Domains in Tweet in G6:
[41] dy.si
[23] retaildive.com
[12] forbes.com
[3] twitter.com
[2] ibm.com
[2] lnkd.in
[2] bit.ly
[2] nreionline.com
[2] vox.com
[2] asmag.com

Top Domains in Tweet in G7:
[4] digiday.com
[4] drumup.io
[3] venturebeat.com
[3] customerthink.com
[3] entrepreneur.com
[3] smartinsights.com
[3] zdnet.com
[3] meetup.com
[2] retailcustomerexperience.com
[2] marketinginsidergroup.com

Top Domains in Tweet in G8:
[7] twitter.com
[3] itproportal.com
[3] cnbc.com
[2] emarketer.com
[2] bgr.com
[1] buff.ly
[1] fonolo.com
[1] yahoo.com
[1] intel.com
[1] curbed.com

Top Domains in Tweet in G9:
[8] icsc.org
[5] frenchweb.fr
[3] law.com
[2] customer-insight-consulting.com
[2] crainsnewyork.com
[2] globest.com
[1] cpexecutive.com
[1] thenewsfunnel.com
[1] twitter.com
[1] mimecast.com

Top Domains in Tweet in G10:
[7] chainstoreage.com
[6] globest.com
[4] bisnow.com
[4] twitter.com
[2] the-future-of-commerce.com
[2] art.com
[2] zdnet.com
[2] apnews.com
[2] paper.li
[2] acuvate.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5701] retail
[278] ecommerce
[217] nrf2019
[177] ai
[154] marketing
[150] sales
[95] retailtech
[84] cre
[84] iot
[83] business



Top Hashtags in Tweet in G1:
[3794] retail
[89] sales
[70] merchandiser
[62] marketing
[58] ecommerce
[42] business
[39] newnatsjobs
[36] shopping
[33] cre
[33] realestate

Top Hashtags in Tweet in G2:
[144] retail
[53] ai
[47] retailtech
[38] iot
[36] cybersecurity
[33] nrf2019
[27] cyberattack
[27] enterprise
[25] onlineshopping
[24] ar

Top Hashtags in Tweet in G3:
[98] retail
[29] nrf2019
[19] ecommerce
[12] nrf19
[11] influencers
[10] ai
[5] reinventingretail
[4] startups
[4] tech
[4] data

Top Hashtags in Tweet in G4:
[90] retail
[10] nrf2019
[8] toybooknews
[7] ecommerce
[6] eeuu
[5] microsoft
[5] marketing
[5] ai
[5] ranking
[4] amazon

Top Hashtags in Tweet in G5:
[74] retail
[14] healthcare
[13] manufacturing
[12] finsev
[12] nrf2019
[6] ai
[6] small
[6] ecommerce
[4] digitaltransformation
[4] customerexperience

Top Hashtags in Tweet in G6:
[108] retail
[33] nrf2019
[32] supplychain
[17] ecommerce
[15] watsonsupplychain
[10] logistics
[9] rilalink
[6] visibility
[6] innovation
[4] watsoncommerce

Top Hashtags in Tweet in G7:
[68] retail
[33] marketing
[23] ecommerce
[23] analytics
[19] automation
[10] ai
[10] tech
[9] inboundmarketing
[9] ml
[9] personalization

Top Hashtags in Tweet in G8:
[58] retail
[26] ecommerce
[21] digitalmarketing
[20] mcommerce
[12] amazonadvertising
[10] contentmarketing
[10] ottmarketing
[10] mobilemarketing
[10] directmarketing
[9] roku

Top Hashtags in Tweet in G9:
[40] retail
[5] cwretail
[5] nrf2019
[4] realestate
[4] icymi
[3] icscrecon
[3] cre
[3] bestseller
[3] brussels
[3] cwexperts

Top Hashtags in Tweet in G10:
[49] retail
[11] cre
[10] fmcg
[7] ai
[7] retailtech
[5] marketing
[5] ecommerce
[4] fintech
[4] iot
[4] chatbots

Top Words
Top Words in Tweet in Entire Graph:
[4479] Words in Sentiment List#1: Positive
[788] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[119831] Non-categorized Words
[125100] Total Words
[6838] retail
[1747] job
[1146] link
[1129] bio
[934] click

Top Words in Tweet in G1:
[4575] retail
[1650] job
[1111] link
[1110] bio
[886] click
[871] apply
[707] associate
[648] sales
[617] hiring
[609] store

Top Words in Tweet in G2:
[171] retail
[84] gt
[61] ai
[51] evankirstel
[47] retailtech
[39] store
[38] iot
[36] cybersecurity
[36] enricomolinari
[35] nrf2019

Top Words in Tweet in G3:
[112] retail
[34] top
[29] nrf2019
[27] retailminded
[26] nrfbigshow
[22] 2019
[21] ecommerce
[19] influencers
[18] list
[15] vendhq

Top Words in Tweet in G4:
[95] retail
[15] microsoft
[14] amazon
[11] nrf2019
[11] 2019
[10] target
[9] shopko
[9] sears
[9] walmart
[8] toybooknews

Top Words in Tweet in G5:
[88] retail
[25] s
[15] top
[14] 3
[14] healthcare
[14] dhinchcliffe
[13] manufacturing
[12] finsev
[12] ranking
[12] apguha

Top Words in Tweet in G6:
[130] retail
[37] retaildive
[33] nrf2019
[32] supplychain
[25] supply
[25] chain
[24] shopping
[20] forbes
[19] ecommerce
[16] jeffashcroft

Top Words in Tweet in G7:
[71] retail
[44] marketing
[23] ecommerce
[23] analytics
[21] automation
[14] r
[14] personalization
[13] customers
[13] ai
[12] retailreco

Top Words in Tweet in G8:
[66] retail
[26] ecommerce
[21] digitalmarketing
[20] roku
[20] mcommerce
[12] amazonadvertising
[11] store
[11] nordstrom
[10] contentmarketing
[10] ottmarketing

Top Words in Tweet in G9:
[48] retail
[9] icsc
[8] gt
[7] new
[7] city
[7] s
[7] week
[7] shopping
[7] co
[6] world

Top Words in Tweet in G10:
[64] retail
[11] more
[11] cre
[10] fmcg
[9] brick
[9] mortar
[9] s
[9] ai
[8] commerce
[8] here's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1129] link,bio
[896] retail,retail
[710] click,link
[503] retail,job
[475] retail,sales
[463] sales,associate
[369] bio,apply
[356] see,latest
[344] wireless,retail
[342] check,out

Top Word Pairs in Tweet in G1:
[1110] link,bio
[877] retail,retail
[699] click,link
[487] retail,job
[448] sales,associate
[433] retail,sales
[363] bio,apply
[341] wireless,retail
[338] see,latest
[270] field,team

Top Word Pairs in Tweet in G2:
[56] gt,gt
[24] store,retail
[24] risk,cyberattack
[24] cyberattack,cybersecurity
[24] cybersecurity,smb
[24] smb,enterprise
[23] enterprise,cybercrime
[23] cybercrime,malware
[23] malware,manufacturing
[22] manufacturing,retail

Top Word Pairs in Tweet in G3:
[19] retail,influencers
[13] top,retail
[7] influencers,2019
[7] top,100
[7] check,out
[6] honored,part
[6] part,vend's
[6] vend's,top
[6] 2019,roundup
[6] roundup,w

Top Word Pairs in Tweet in G4:
[6] walgreens,microsoft
[5] ranking,mundial
[5] mundial,retail
[5] retail,2019
[5] 2019,realizado
[5] realizado,deloitte
[5] deloitte,15
[5] 15,primeras
[5] primeras,empresas
[5] empresas,eeuu

Top Word Pairs in Tweet in G5:
[12] top,3
[12] 3,manufacturing
[12] manufacturing,healthcare
[12] healthcare,retail
[12] retail,s
[12] s,finsev
[12] finsev,s
[12] s,ranking
[12] ranking,dhinchcliffe
[11] apguha,top

Top Word Pairs in Tweet in G6:
[25] supply,chain
[24] nrf2019,retail
[21] retail,supplychain
[15] watsonsupplychain,nrf2019
[15] ibmsupplychain,retaildive
[14] supplychain,ibmsupplychain
[12] retaildive,retail
[10] supplychain,retail
[9] evolution,continues
[9] continues,rila's

Top Word Pairs in Tweet in G7:
[21] ecommerce,retail
[21] retail,analytics
[21] analytics,marketing
[20] marketing,automation
[10] social,media
[9] automation,inboundmarketing
[9] inboundmarketing,ai
[9] ai,ml
[9] ml,personalization
[9] personalization,ecommercebusiness

Top Word Pairs in Tweet in G8:
[20] mcommerce,retail
[19] digitalmarketing,ecommerce
[19] ecommerce,mcommerce
[10] retail,contentmarketing
[10] contentmarketing,ottmarketing
[10] ottmarketing,mobilemarketing
[10] retail,amazonadvertising
[10] amazonadvertising,directmarketing
[8] mobilemarketing,roku
[7] coye,nokes

Top Word Pairs in Tweet in G9:
[6] joanne,podell
[6] podell,stevesouts
[6] stevesouts,co
[6] co,authored
[6] authored,op
[6] op,ed
[6] ed,crainsnewyork
[6] crainsnewyork,week
[6] week,important
[5] new,york

Top Word Pairs in Tweet in G10:
[9] brick,mortar
[9] retail,cre
[8] here's,more
[6] transforming,vacant
[6] vacant,malls
[6] malls,retail
[6] retail,warehouse
[6] warehouse,hybrids
[6] hybrids,retail
[6] retail,retailtech

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@evankirstel
@mikeschiemer
@retaildive
@nrfbigshow
@paula_piccard
@jblefevre60
@retailwire
@forbes
@fisher85m
@retailminded

Top Mentioned in G1:
@devineplus
@canton_package
@marcrudov
@haccpcanada
@stevenmfowler
@eqibeat
@century_realty
@mavrickbourne91
@dipodaski
@gates_summit

Top Mentioned in G2:
@evankirstel
@paula_piccard
@jblefevre60
@fisher85m
@mvollmer1
@enricomolinari
@mikequindazzi
@dez_blanchfield
@wef
@statistacharts

Top Mentioned in G3:
@nrfbigshow
@retailminded
@vendhq
@andrewbusby
@iamrobotics
@melsstyles
@marketscale
@debweinswig
@schelcher

Top Mentioned in G4:
@amazon
@sears
@kroger
@target
@shopko
@homeworldnews
@microsoft
@walmart
@5h15h
@deloitte

Top Mentioned in G5:
@dhinchcliffe
@apguha
@risnewsinsights
@rieva
@smallbiztrends
@joeskorupa
@gymboree
@kirkdborne
@lauraashleyuk
@oraclecommerce

Top Mentioned in G6:
@retaildive
@forbes
@ibmsupplychain
@jeffashcroft
@retailnext
@ibmcommerce
@danielnewmanuv
@estrom_asmag
@omnitalk
@shoppinggives

Top Mentioned in G7:
@retailreco
@customerthink
@openbazaar
@digiday
@egon_01
@pvtlabelmastery
@cisco
@aukendog
@team_entreprov
@venturebeat

Top Mentioned in G8:
@ntechyel
@yahoofinance
@occ_strategy
@ikea
@dlprbroadcast
@emarketer
@nordstrom
@fonolo
@roku
@forbes

Top Mentioned in G9:
@cushwakeretail
@icsc
@globestcom
@stevesouts
@crainsnewyork
@cushwakenyc
@lfaguer
@frenchweb
@nrfnews
@firstinsight

Top Mentioned in G10:
@michael_mba
@chainstoreage
@sap_retail
@vladobotsvadze
@bisnow
@ap
@retailwire
@walmart
@adinnocenzio
@sap

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@piyuanker12
@sectest9
@atsocialmediauk
@bitcoinagile
@evankirstel
@sheffieldis
@jewelryseaside1
@skincareincome
@avosfrommexico

Top Tweeters in G1:
@bitcoinagile
@skincareincome
@natsjobs
@chandu532
@chuckdalldorf
@mediapost
@drfeelgoodjobs
@retail_job
@magnoliaemporia
@designhilldh

Top Tweeters in G2:
@arkangelscrap
@piyuanker12
@sectest9
@evankirstel
@valaafshar
@machinelearnflx
@richsimmondsza
@rodrigonunescal
@zdnet
@aidilakbar

Top Tweeters in G3:
@fastcompany
@machinelearn_d
@karaswisher
@lowes
@colderice
@cdwgwagov
@bmoskwa
@retailminded
@cognizant
@stevenpdennis

Top Tweeters in G4:
@walmart
@wholefoods
@dineroenimagen
@yamatho2
@informabtl
@google
@sears
@kmart
@memktgservices
@target

Top Tweeters in G5:
@rwang0
@jornalhojeemdia
@newsneus
@todayshow
@analyticbridge
@fashionista_com
@rieva
@soulcycle
@kirkdborne
@gigaom

Top Tweeters in G6:
@forbes
@danielnewmanuv
@voxdotcom
@thesocialcmo
@adroitjobs
@mmarduqm
@ibmcommerce
@gabydvj
@ispeak2u
@retaildive

Top Tweeters in G7:
@business
@venturebeat
@terzima
@digiday
@itproportal
@digital_mine_
@myriamozon
@a3456gf
@axios
@customerthink

Top Tweeters in G8:
@nordstrom
@yahoofinance
@ashot_
@adage
@wired
@adweek
@jchengery
@neimanmarcus
@ntechyel
@naukricentercom

Top Tweeters in G9:
@frenchweb
@gregfromparis
@dicks
@icsc
@bestbuy
@annedgallaher
@crainsnewyork
@levis
@laurenthaddad
@thenewsfunnel

Top Tweeters in G10:
@ap
@dcarsoncpa_ma
@foodmfguk
@michael_mba
@vladobotsvadze
@abhinavpoonia
@kairyssdal
@misturyellow
@adobeexpcloud
@sergioarandag


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