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#retail_2019-03-16_11-44-35.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 16, 2019
Short Description:
#retail via NodeXL http://bit.ly/2F1yrAM
@homeworldnews
@neimanmarcus
@unishopit
@smr_foundation
@pbalakrishnarao
@amazon
@simoneknaap
@knightsbridge_e
@chidambara09
@risnewsinsights

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

Description:
Description
The graph represents a network of 3,403 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, 16 March 2019 at 18:46 UTC.

The requested start date was Saturday, 16 March 2019 at 00:01 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, 57-minute period from Thursday, 14 March 2019 at 18:02 UTC to Saturday, 16 March 2019 at 00:00 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 : 3403
Unique Edges : 3183
Edges With Duplicates : 3172
Total Edges : 6355
Number of Edge Types : 3
Tweet : 3503
Mentions : 2815
Replies to : 37
Self-Loops : 3503
Reciprocated Vertex Pair Ratio : 0.0350737345555998
Reciprocated Edge Ratio : 0.0677705044281864
Connected Components : 1368
Single-Vertex Connected Components : 848
Maximum Vertices in a Connected Component : 736
Maximum Edges in a Connected Component : 1200
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 10.492169
Graph Density : 0.00022432397460967
Modularity : 0.476577
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] http://natsjobs.com/find-a-job
[12] https://www.myfrugalbusiness.com/2018/10/how-improve-retail-customer-shopping-experience.html
[11] https://www.inc.com/justin-bariso/amazon-was-killing-kohls-online-then-kohls-did-something-completely-brilliant.html
[10] Dive
[9] https://www.talkingretail.com/news/industry-news/co-op-joins-forces-kent-university-14-03-2019/
[9] https://www.myfrugalbusiness.com/2019/03/coupon-marketing-strategy-promo-discount-codes.html
[9] https://goo.gl/xWk1wk
[8] https://www.themercury.com.au/news/opinion/news-story/014ccf7f2ddc015fe0691e919dfbe808
[6] Retail
[6] http://educationinformation786.blogspot.com/p/news.html?m=1

Top URLs in Tweet in G1:
[31] http://natsjobs.com/find-a-job
[4] http://educationinformation786.blogspot.com/p/news.html?m=1
[4] http://educationinformation786.blogspot.com/p/viral-videos.html?m=1
[3] https://techhq.com/2019/03/personalized-retail-to-drive-ai-solutions-spend/
[3] Media
[3] https://www.lmfasia.com/registration/
[3] https://www.bizcommunity.com/shorturlclick.aspx?url=http%3a%2f%2fbizcom.to%3a80%2f61%2fij8&referrer=
[3] https://www.tokinomo.com/
[3] http://natsjobs.com/find-a-job/?search_location=New
[2] https://www-01.ibm.com/events/wwe/grp/grp309.nsf/Agenda.xsp?openform&seminar=Q52FMEES&locale=fr_FR&cm_mmc=OSocial_Twitter-_-Industry+Marketing_Distribution+Sector-_-IFR_IFR-_-NRF1903-Twitter&cm_mmca1=000034FX&cm_mmca2=10001376

Top URLs in Tweet in G2:
[1] http://bit.ly/ShopinRIDE

Top URLs in Tweet in G3:
[4] http://www.olapic.com/resources/overheard-shoptalk-4-key-trends-future-retail/?utm_source=twitter.com&utm_medium=social&utm_content=article&utm_campaign=shoptalk-2019-recap
[3] https://hbr.org/cover-story/2019/03/how-employers-are-fixing-health-care?utm_content=buffer5e892&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.retailwire.com/discussion/new-shoppable-ad-tech-creates-opportunities-across-ar-search-and-voice/?utm_content=buffer741de&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.retailwire.com/discussion/pets-rule-the-retail-roost/?utm_content=buffer0dd1d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.saksoft.com/how-omnichannel-analytics-gives-shape-to-customer-envisioned-
[2] https://www.apptentive.com/blog/2019/03/14/6-customer-feedback-lessons-from-top-retail-apps/
[2] https://news.microsoft.com/europe/features/the-future-of-fashion-and-retail/
[2] https://www.retailwire.com/discussion/will-walmarts-new-tablet-burn-into-amazon-fires-market-share/?utm_content=bufferb11b9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.retailwire.com/discussion/pets-rule-the-retail-roost/?utm_content=buffer581cc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.retailwire.com/discussion/will-customer-hosts-raise-the-shopping-experience-bar-at-walmart/?utm_content=bufferd276f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[4] https://connectedworld.com/vertical-makeovers-with-tech/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=190340
[1] https://twitter.com/retailgeek/status/1106588619265974273
[1] https://okt.to/mD4jrv
[1] https://www.crainsnewyork.com/real-estate/hudson-yards-bets-2-billion-new-manhattan-mall-can-succeed
[1] https://www.forbes.com/sites/deborahsweeney/2019/03/15/lori-twomey-reveals-how-zulily-builds-a-better-shopping-experience-daily/#9627d44469f3
[1] http://www.refinitiv.com/
[1] https://turnaround.org/news/scott-stuart-quoted-thomson-reuters-refinitivcom
[1] https://www.forbes.com/sites/victoriapavlova/2019/02/04/bridging-the-gap-5-online-to-offline-retail-innovations-reviving-the-store/
[1] https://www.linney.com/careers/

Top URLs in Tweet in G5:
[9] https://www.inc.com/justin-bariso/amazon-was-killing-kohls-online-then-kohls-did-something-completely-brilliant.html
[3] https://adage.com/article/digital/shopify-embarks-retail-partnership/316977/
[3] https://youtu.be/7_kWdwzvdK4
[2] https://www.crainsdetroit.com/retail/retail-magnet-birmingham-use-data-pull-national-regional-stores
[2] https://www.supermarketnews.com/marketing/kroger-forms-partnership-pinterest
[2] https://www.luxurydaily.com/majority-of-affluent-consumers-unswayed-by-advertising/?utm_content=87134288&utm_medium=social&utm_source=twitter&hss_channel=tw-2950625195
[1] https://channels.theinnovationenterprise.com/articles/how-marketers-need-to-tackle-multi-channel-retail-in-2019
[1] https://progressivegrocer.com/walmart-kroger-execs-speak-retail-consumer-goods-analytics-summit
[1] http://www.adweek.com/?p=1030408
[1] https://www.fool.com/investing/2019/03/14/amazon-moves-to-make-retail-a-profit-center.aspx

Top URLs in Tweet in G6:
[6] https://blog.adverity.com/crunching-data
[4] https://www.raange.com/eguide-customer-database-growth/
[3] https://www.coindesk.com/you-can-now-pre-order-this-15000-crypto-powered-beer-vending-machine
[3] https://acuvate.com/blog/fmcg-sales-success-using-intelligent-bi-taking-faster-accurate-decisions/?utm_content=bufferafafb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.cpgconnect.ca/news
[3] https://www.raange.com/blog-top-5-campaign-to-fill-your-customer-database/
[2] https://www.afr.com/business/retail/just-water-launch-steps-up-pressure-on-cocacola-amatil-20190314-h1cd38
[2] https://www.kudyunusbislar.com.ng/
[2] https://lnkd.in/f9-8TVu
[2] https://lnkd.in/fwW2PD6

Top URLs in Tweet in G7:
[3] https://a2r.ca/helpdesk/
[3] https://www.retaildive.com/news/retail-therapy-williams-sonoma-interrupts-easter-dinner-plans/550597/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-03-15%20Retail%20Dive%20Newsletter%20%5Bissue:19920%5D&utm_term=Retail%20Dive
[2] https://www.retaildive.com/news/inditex-profits-take-a-hit-as-sales-soar/550494/
[2] https://www.retaildive.com/news/showfields-debuts-brick-and-mortar-space-for-online-brands/550607/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-03-15%20Retail%20Dive%20Newsletter%20%5Bissue:19920%5D&utm_term=Retail%20Dive
[2] https://www.theatlantic.com/magazine/archive/2019/04/uniqlo-millennials-gap/583219/?utm_source=twitter&utm_medium=social&utm_campaign=share
[2] https://digiday.com/retail/target-getting-dtc-brands-sell-stores/
[2] https://www.ft.com/content/e123d240-1e6b-11e9-a46f-08f9738d6b2b?utm_campaign=Issue:%202019-03-15%20Retail%20Dive%20Newsletter%20%5Bissue:19920%5D&utm_medium=email&utm_source=Sailthru&utm_term=Retail%20Dive
[2] https://www.bloomberg.com/news/articles/2019-03-07/kroger-s-revival-hits-a-snag-as-forecast-disappoints-investors
[1] https://econsultancy.com/i-beg-you-retailers-don-t-digitize-the-in-store-customer-experience/?utm_campaign=Blog%20-%20News%20-%20Insights&utm_content=87228161&utm_medium=social&utm_source=twitter&hss_channel=tw-348502767
[1] https://www.retaildive.com/news/old-sears-sues-new-sears/550445/?utm_campaign=Blog%20-%20News%20-%20Insights&utm_content=87204977&utm_medium=social&utm_source=twitter&hss_channel=tw-348502767

Top URLs in Tweet in G8:
[3] http://r.socialstudio.radian6.com/4818d712-099a-4753-a835-9d2272dbc607
[2] https://www.jabil.com/insights/blog-main/retail-customer-experience.html
[1] https://sloanreview.mit.edu/article/machine-learning-in-the-retail-industry-making-a-strategic-investment-in-technology/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[1] https://www.jabil.com/insights/blog-main/retail-customer-experience.html?utm_medium=social&utm_source=twitter&utm_campaign=tl-retail-comms-esg&utm_type=organic
[1] https://www.nanalyze.com/2019/03/latest-trends-artificial-intelligence/
[1] https://www.pwc.com/gx/en/industries/consumer-markets/consumer-insights-survey/artificial-intelligence.html

Top URLs in Tweet in G9:
[3] https://www.gq.com/story/hudson-yards-opening
[1] https://www.fastcompany.com/90313448/glossiers-top-secret-new-brand-play-is-here?partner=rss&utm_source=twitter.com&utm_medium=social&utm_campaign=rss%20fastcompany&utm_content=rss
[1] https://www.retaildive.com/news/is-search-about-to-get-too-good-to-be-good-for-retail/549841/
[1] https://www.fastcompany.com/90318918/a-first-look-at-hudson-yards-nycs-new-25-billion-neighborhood?partner=rss&utm_source=facebook.com&utm_medium=social&utm_campaign=rss+fastcompany&utm_content=rss&fbclid=IwAR1Thh4dUIlwkXOtu-rbUNKzEMnK7O-LXMlxR_TqHp_izv7desBYHN8VXkw
[1] https://www.wsj.com/articles/amazon-to-shut-all-u-s-pop-up-stores-as-it-rethinks-physical-retail-strategy-11551902178?mod=hp_listb_pos1
[1] https://www.retaildive.com/news/dtc-brand-shoes-of-prey-shutters/550544/
[1] https://www.wsj.com/articles/retail-technology-provider-narvar-raises-30-million-in-new-funding-1535450461
[1] https://buff.ly/2KsfiOb
[1] https://www.bloomberg.com/opinion/articles/2018-03-21/ascena-putting-ann-taylor-s-parent-on-retail-death-watch
[1] https://www.wsj.com/articles/walmart-turns-to-food-delivery-to-fend-off-amazon-11552555801

Top URLs in Tweet in G10:
[5] https://www.surveymonkey.com/r/DP592CM
[3] https://www.wvtm13.com/article/dollar-general-will-open-975-stores-this-year/26821303
[2] https://www.homeworldbusiness.com/dollar-general-produces-higher-q4-sales-growth/#prettyPhoto
[2] https://www.mediapost.com/publications/article/333280/ulta-soars-on-the-kylie-factor.html
[2] https://www.cnbc.com/2019/03/11/the-gap-between-retail-winners-and-losers-is-growing-jerry-storch.html?platform=hootsuite
[2] https://www.retailcustomerexperience.com/articles/5g-is-here-and-promises-to-revolutionize-retail/?platform=hootsuite
[2] https://www.cnbc.com/2019/03/14/hudson-yards-just-opened-in-new-york-heres-a-look-inside.html
[1] https://www.orderdynamics.com/blog/retail-trends-going-cashless/?utm_campaign=Blog%20Posts&utm_content=87171619&utm_medium=social&utm_source=twitter&hss_channel=tw-2285495274
[1] https://www.retailcustomerexperience.com/articles/beyond-bricks-versus-clicks-makings-of-a-new-retail-model/?utm_campaign=OD%20-%20Curated&utm_content=87256653&utm_medium=social&utm_source=twitter&hss_channel=tw-2285495274
[1] https://www.homeworldbusiness.com/kirklands-sales-soft-in-q4/#prettyPhoto

Top Domains
Top Domains in Tweet in Entire Graph:
[765] careerarc.com
[91] lnkd.in
[84] twitter.com
[60] natsjobs.com
[52] co.uk
[40] talkingretail.com
[38] instagram.com
[37] retaildive.com
[28] forbes.com
[28] myfrugalbusiness.com

Top Domains in Tweet in G1:
[753] careerarc.com
[60] natsjobs.com
[49] lnkd.in
[21] twitter.com
[21] instagram.com
[19] co.uk
[14] work4labs.com
[14] forbes.com
[14] grupomercadeo.com
[12] dlvr.it

Top Domains in Tweet in G2:
[1] bit.ly

Top Domains in Tweet in G3:
[23] retailwire.com
[7] goo.gl
[5] saksoft.com
[4] olapic.com
[3] chainstoreage.com
[3] retaildive.com
[3] microsoft.com
[3] twitter.com
[3] hbr.org
[3] revtrax.com

Top Domains in Tweet in G4:
[6] forbes.com
[4] connectedworld.com
[3] twitter.com
[2] retail4growth.com
[2] nodexlgraphgallery.org
[1] okt.to
[1] crainsnewyork.com
[1] refinitiv.com
[1] turnaround.org
[1] linney.com

Top Domains in Tweet in G5:
[9] inc.com
[3] adage.com
[3] fool.com
[3] supermarketnews.com
[3] youtu.be
[3] luxurydaily.com
[3] retaildive.com
[3] youtube.com
[2] crainsdetroit.com
[2] shoppermarketingmag.com

Top Domains in Tweet in G6:
[8] raange.com
[7] lnkd.in
[6] adverity.com
[5] co.uk
[4] acuvate.com
[3] afr.com
[3] coindesk.com
[3] cpgconnect.ca
[2] com.ng
[1] couchbase.com

Top Domains in Tweet in G7:
[20] retaildive.com
[4] businessinsider.com
[4] digiday.com
[3] a2r.ca
[3] bloomberg.com
[2] hubs.ly
[2] retailnext.net
[2] theatlantic.com
[2] ft.com
[1] econsultancy.com

Top Domains in Tweet in G8:
[3] jabil.com
[3] radian6.com
[1] mit.edu
[1] nanalyze.com
[1] pwc.com

Top Domains in Tweet in G9:
[5] wsj.com
[3] gq.com
[2] fastcompany.com
[2] retaildive.com
[2] bloomberg.com
[1] buff.ly
[1] nreionline.com
[1] afr.com
[1] patheos.com
[1] ypo.org

Top Domains in Tweet in G10:
[9] homeworldbusiness.com
[6] retailcustomerexperience.com
[6] cnbc.com
[5] surveymonkey.com
[3] wvtm13.com
[3] lnkd.in
[2] shoppertrak.com
[2] risnews.com
[2] mailchi.mp
[2] mediapost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4711] retail
[250] ecommerce
[168] ai
[111] business
[100] marketing
[96] tech
[88] sales
[74] cx
[74] cre
[73] innovation



Top Hashtags in Tweet in G1:
[2939] retail
[60] newnatsjobs
[58] ecommerce
[55] sales
[49] business
[34] ai
[33] inventory
[32] marketing
[32] fashion
[31] anywhere

Top Hashtags in Tweet in G2:
[1] decentralization
[1] amazon
[1] shopin
[1] retail
[1] bigdata

Top Hashtags in Tweet in G3:
[123] retail
[29] ecommerce
[15] retailperú
[11] shoptalk2019
[11] shoptalk19
[10] omnichannel
[9] tech
[8] fashion
[8] customerexperience
[7] cx

Top Hashtags in Tweet in G4:
[43] retail
[15] retailtech
[14] ai
[13] innovation
[12] tech
[12] robots
[10] robotics
[9] warehouse
[9] future
[8] cybersecurity

Top Hashtags in Tweet in G5:
[45] retail
[7] ecommerce
[5] brickandmortar
[4] consumergoods
[4] luxury
[4] grocery
[4] innovation
[3] stocks
[3] cryptocurrency
[3] amazon

Top Hashtags in Tweet in G6:
[60] retail
[19] fmcg
[19] ai
[15] fintech
[15] tech
[10] machinelearning
[9] bigdata
[9] iot
[9] cpg
[9] innovation

Top Hashtags in Tweet in G7:
[51] retail
[6] reinventingretail
[5] ecommerce
[4] fastfashion
[4] smartstore
[4] connectedjourney
[3] support
[2] clothing
[2] fashion
[2] inditex

Top Hashtags in Tweet in G8:
[11] retail
[9] ml
[6] ai
[6] machinelearning
[5] bigdata
[3] cx
[3] iot
[3] mobile
[3] healthcare
[3] artificialintelligence

Top Hashtags in Tweet in G9:
[26] retail
[8] cre
[4] facilities
[3] keyless
[3] homedepot
[3] hvac
[3] restaurants
[3] greenenergy
[1] green
[1] saveenergy

Top Hashtags in Tweet in G10:
[47] retail
[5] business
[5] customerexperience
[4] ecommerce
[3] neimanmarcus
[3] retailinnovation
[3] retailtech
[3] marketing
[3] beauty
[3] cx

Top Words
Top Words in Tweet in Entire Graph:
[4638] Words in Sentiment List#1: Positive
[663] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[118088] Non-categorized Words
[123389] Total Words
[5625] retail
[1642] job
[1155] store
[1060] link
[1055] bio

Top Words in Tweet in G1:
[3407] retail
[1604] job
[1037] link
[1034] bio
[987] store
[911] click
[787] apply
[651] hiring
[557] latest
[546] see

Top Words in Tweet in G2:
[81] shopin
[81] retail
[80] announcement
[80] updates
[80] first
[80] product
[80] intelligence
[80] data
[80] engine
[80] live

Top Words in Tweet in G3:
[144] retail
[33] retailwire
[29] ecommerce
[22] s
[21] shoptalk
[18] walmart
[16] marketerospe
[15] retailperú
[13] business
[13] big

Top Words in Tweet in G4:
[55] retail
[15] retailtech
[15] ai
[13] innovation
[12] tech
[12] robots
[10] pbalakrishnarao
[10] robotics
[10] store
[10] more

Top Words in Tweet in G5:
[58] retail
[22] amazon
[13] kohls
[11] kroger
[9] s
[9] something
[9] brilliant
[9] justinjbariso
[7] stores
[7] grocery

Top Words in Tweet in G6:
[70] retail
[22] ai
[21] more
[20] gt
[20] cstorenews_
[19] fmcg
[16] future
[15] fintech
[15] cpg
[15] tech

Top Words in Tweet in G7:
[66] retail
[22] retaildive
[13] retailnext
[8] brick
[8] mortar
[7] retailers
[7] corinnesusan
[7] fashion
[6] stores
[6] store

Top Words in Tweet in G8:
[63] retail
[39] antgrasso
[24] executives
[24] believe
[13] achieved
[13] customer
[13] experience
[13] experiences
[13] loyalty
[12] marketing

Top Words in Tweet in G9:
[32] retail
[8] cre
[6] fastcompany
[6] wsj
[4] homedepot
[4] facilities
[4] walmart
[4] amazon
[4] hudson
[4] yards

Top Words in Tweet in G10:
[57] retail
[10] new
[8] dollargeneral
[7] retexperience
[7] 10
[7] customer
[6] nomniate
[6] executive
[6] analyst
[6] solutions

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1053] link,bio
[681] click,link
[468] retail,job
[400] shift,supervisor
[337] bio,apply
[329] see,latest
[324] check,out
[278] cvs,health
[243] barista,store
[239] job,opening

Top Word Pairs in Tweet in G1:
[1034] link,bio
[666] click,link
[453] retail,job
[392] shift,supervisor
[333] bio,apply
[318] see,latest
[281] check,out
[278] cvs,health
[237] job,opening
[234] barista,store

Top Word Pairs in Tweet in G2:
[80] shopin,announcement
[80] announcement,updates
[80] updates,first
[80] first,product
[80] product,retail
[80] retail,intelligence
[80] intelligence,data
[80] data,engine
[80] engine,live
[80] live,testing

Top Word Pairs in Tweet in G3:
[10] retail,ecommerce
[8] crecimiento,ecommerce
[8] ecommerce,parte
[8] parte,total
[8] total,ventas
[8] ventas,retail
[8] retail,viene
[8] viene,creciendo
[8] creciendo,doble
[8] doble,dígito

Top Word Pairs in Tweet in G4:
[9] robotics,warehouse
[9] warehouse,future
[9] future,1100
[9] 1100,whizzing
[9] whizzing,robots
[9] robots,revolutionizing
[9] revolutionizing,retail
[9] retail,innovation
[9] innovation,tech
[8] pbalakrishnarao,robotics

Top Word Pairs in Tweet in G5:
[9] something,brilliant
[7] dying,slow
[7] slow,death
[7] death,kohls
[7] kohls,something
[7] brilliant,partnered
[7] partnered,amazon
[7] amazon,justinjbariso
[6] tamaramccleary,dying
[6] retail,apocalypse

Top Word Pairs in Tweet in G6:
[13] gt,gt
[9] cpg,retail
[9] retail,news
[8] innovation,tech
[7] ai,machinelearning
[6] future,retail
[6] retail,smart
[6] smart,shopping
[6] shopping,carts
[6] carts,enabling

Top Word Pairs in Tweet in G7:
[14] retaildive,retail
[8] brick,mortar
[6] reinventingretail,retail
[5] jansen_caroline,retaildive
[4] corinnesusan,retaildive
[4] fast,fashion
[4] clothing,retail
[4] uniqlo,become
[4] become,unofficial
[4] unofficial,clothier

Top Word Pairs in Tweet in G8:
[13] customer,experience
[12] antgrasso,retail
[12] retail,marketing
[12] marketing,executives
[12] executives,72
[12] 72,believe
[12] believe,current
[12] current,functional
[12] functional,kpis
[12] kpis,better

Top Word Pairs in Tweet in G9:
[7] retail,cre
[4] hudson,yards
[3] cover,thermostat
[3] thermostat,prevent
[3] prevent,tampering
[3] tampering,keyless
[3] keyless,homedepot
[3] homedepot,hvac
[3] hvac,facilities
[3] facilities,retail

Top Word Pairs in Tweet in G10:
[6] nomniate,retail
[6] retail,executive
[6] executive,analyst
[6] analyst,solutions
[6] solutions,provider
[5] fourth,quarter
[5] top,10
[5] 10,movers
[5] provider,now
[4] movers,shakers

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@eraneyal
@antgrasso
@retailwire
@retaildive
@shoptalk
@amazon
@jacqueline_gold
@mikeschiemer
@olivettionline
@retailweek

Top Mentioned in G1:
@rotulostfe
@wifeyuniversity
@bombshelldaily
@shirleyfrazier
@pe0pleandc0
@innovatorsbay
@enlumeinc
@amytsawant

Top Mentioned in G2:
@eraneyal

Top Mentioned in G3:
@retailwire
@shoptalk
@marketerospe
@saksoftltd
@seminariumperu
@schmetail
@retailprophet
@revtrax
@bthau
@birchbox

Top Mentioned in G4:
@pbalakrishnarao
@neimanmarcus
@forbes
@sstoesser
@connectedwmag
@mariyazoro
@rtih_retailtech
@jblefevre60
@diioannid
@crainsnewyork

Top Mentioned in G5:
@amazon
@kohls
@kroger
@justinjbariso
@tamaramccleary
@youtube
@cgtmagazine
@themotleyfool
@shopify
@inc

Top Mentioned in G6:
@cstorenews_
@kirkdborne
@kathmandugear
@raange
@mailguard
@ai_nelsonhall
@cpgconnect
@homebargains
@techcrunch
@bitcoinsngravy

Top Mentioned in G7:
@retaildive
@retailnext
@corinnesusan
@businessinsider
@jansen_caroline
@business
@a2r_inc
@daphnehowland
@gillianbwhite
@carasalpini

Top Mentioned in G8:
@antgrasso
@fisher85m
@jabil
@mikequindazzi
@wiprodigital
@solarcycle28
@rsasecurity
@mitsmr
@serve4impact
@martingaedt

Top Mentioned in G9:
@fastcompany
@wsj
@walmart
@statguardplus
@airbnb
@amazon
@retaildive
@amitbol
@narvarinc
@ryanjsweeney

Top Mentioned in G10:
@retexperience
@dollargeneral
@ultabeauty
@cnbc
@wvtm13
@risnewsinsights
@simoneknaap
@timdenman
@joeskorupa
@kyliecosmetics

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@sectest9
@javascriptd
@robre62
@lethumanismring
@4prina
@evankirstel
@ratingsnetwork
@railminindia
@gamergeeknews

Top Tweeters in G1:
@ratingsnetwork
@natsjobs
@infopronetwork
@deals4every
@drfeelgoodjobs
@rmrealtor
@bigdatabatman
@tecnbiz
@smesecurity
@retail_job

Top Tweeters in G2:
@eraneyal
@gladist94316138
@kerensirois5
@soonnicholson7
@johnnausher3
@stevenh05590904
@loreenbarbier18
@shantifranchin7
@aimeethorpe5
@lynnshe86384904

Top Tweeters in G3:
@nordstrom
@fashionandyou24
@macys
@birchbox
@thelifeoflia
@walgreens
@daveiam
@renatoloureiro3
@miguelhiga7
@poshmarkapp

Top Tweeters in G4:
@evankirstel
@gvalan
@grattonboy
@grattongirl
@forbes
@machinelearn_d
@jblefevre60
@jldercle
@dinisguarda
@mclynd

Top Tweeters in G5:
@trippbraden
@inc
@kohls
@tamaramccleary
@crainsdetroit
@hiphopmarijuana
@kroger
@businesscourier
@jbarbosapr
@cyprus_reporter

Top Tweeters in G6:
@sectest9
@techcrunch
@santchiweb
@foodmfguk
@cstorenews_
@kirkdborne
@adweek
@thechrischua
@gdpr25thmay18
@machine_ml

Top Tweeters in G7:
@businessinsider
@business
@nytimes
@financialtimes
@cnet
@theatlantic
@digiday
@econsultancy
@adroitjobs
@technology

Top Tweeters in G8:
@gamergeeknews
@timothy_hughes
@martingaedt
@serve4impact
@psb_dc
@dme_jun
@mikequindazzi
@mitsmr
@guzmand
@cioamaro

Top Tweeters in G9:
@lethumanismring
@walmart
@mcdonalds
@jimmyjohns
@wsj
@fastcompany
@lowes
@michael_mba
@panerabread
@subway

Top Tweeters in G10:
@twilli2861
@cnbc
@wvtm13
@mediapost
@katenasser
@danitablackwood
@cmswire
@billquiseng
@hyken
@ultabeauty