#retail, Twitter, 2/16/2019 12:18:13 AM, 186857


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#retail_2019-02-15_15-51-54.xlsx
#retail_2019-02-15_15-51-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 16, 2019
Short Description:
#retail via NodeXL http://bit.ly/2SClKGd
@forbes
@mikequindazzi
@pbalakrishnarao
@ronald_vanloon
@arkangelscrap
@kroger
@homeworldnews
@shop
@retailnext
@gcpanel

Top hashtags:
#retail
#ecommerce
#ai
#innovation
#iot
#sales
#tech
#marketing
#cre
#fintech

Description:
Description
The graph represents a network of 3,351 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, 15 February 2019 at 23:53 UTC.

The requested start date was Friday, 15 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 1-day, 6-hour, 28-minute period from Wednesday, 13 February 2019 at 18:32 UTC to Friday, 15 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 : 3351
Unique Edges : 3295
Edges With Duplicates : 3037
Total Edges : 6332
Number of Edge Types : 3
Tweet : 3398
Mentions : 2896
Replies to : 38
Self-Loops : 3398
Reciprocated Vertex Pair Ratio : 0.0302091402013943
Reciprocated Edge Ratio : 0.0586466165413534
Connected Components : 1346
Single-Vertex Connected Components : 843
Maximum Vertices in a Connected Component : 714
Maximum Edges in a Connected Component : 1365
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.899054
Graph Density : 0.000236953103773879
Modularity : 0.485865
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[30] https://www.myfrugalbusiness.com/2019/02/tips-improve-woocommerce-store-customer-experience.html
[29] http://natsjobs.com/find-a-job
[25] https://www.myfrugalbusiness.com/2019/02/point-of-sales-pos-system-data-market-retail-ecommerce-biz.html
[17] http://dy.si/DMQWH
[17] https://www.myfrugalbusiness.com/2018/01/ecommerce-cart-abandonment-rate.html
[16] https://www.myfrugalbusiness.com/2018/10/how-improve-retail-customer-shopping-experience.html
[14] https://www.myfrugalbusiness.com/2018/11/technologies-ecommerce-store-grow-sales.html
[14] https://www.myfrugalbusiness.com/2019/02/must-haves-shipping-products-online-store-ecommerce-shop.html
[13] Dive
[12] http://QR.guru

Top URLs in Tweet in G1:
[29] http://natsjobs.com/find-a-job
[7] https://news.sky.com/story/london-retail-landmark-liberty-explores-300m-sale-11635159
[4] https://chinadeep.info/top-10-department-store-stocks-by-market-cap/
[4] https://mindyourownbusiness.podbean.com/
[3] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/EEpBDU
[2] https://insights.abnamro.nl/2019/02/gratis-bezorgen-binnen-een-dag-maar-tegen-welke-prijs/?utm_source=twitter&utm_medium=social&utm_content=gratis-bezorgen-binnen-een-dag-maar-tegen-welke-prijs&utm_campaign=share-insights
[2] https://butterflypublisher.com/b/page/page.php?u=bletnitsky&i=446045
[2] https://www.refinery29.com/en-us/2019/02/223799/retail-renaissance-workers-millennial
[2] to
[2] https://www.retaildive.com/news/6-key-components-of-the-store-of-the-future/548194/

Top URLs in Tweet in G2:
[2] https://www.inc.com/joe-galvin/yes-you-can-use-artificial-intelligence-at-your-company-here-are-5-tips-to-get-started.html?twitter=@aneeshnair
[2] https://www.lesechos.fr/industrie-services/conso-distribution/0600691727476-ikea-reflechit-a-vendre-en-ligne-des-produits-de-ses-concurrents-2244515.php#xtor=CS1-33
[1] https://howmuch.net/articles/the-worlds-most-valuable-retail-brands-2018
[1] https://www.youtube.com/watch?v=59zi46fliYM

[1] https://www.chainstoreage.com/finance-0/jll-big-chunk-of-holiday-spending-still-up-for-grabs/
[1] https://www.forbes.com/sites/danielnewman/2019/01/14/top-five-digital-transformation-trends-at-nrf-2019/#2c584c4639c3
[1] https://www.powerretail.com.au/sponsored-post/omnichannel-inventory-insight/
[1] https://www.mediapost.com/publications/article/329844/retailers-adopting-artificial-intelligence-virtua.html
[1] https://twitter.com/pbalakrishnarao/status/1095876382465216512
[1] https://www.chainstoreage.com/real-estate/cannabis-brand-to-open-at-108-simon-locations/

Top URLs in Tweet in G3:
[4] https://www.retaildive.com/news/6-key-components-of-the-store-of-the-future/548194/
[3] https://www.socialmediatoday.com/news/21-instagram-facts-that-all-ecommerce-businesses-should-know-infographic/548064/
[2] https://www.forbes.com/sites/forbestechcouncil/2019/02/14/four-retail-tech-expectations-for-2019/#4b348f415d88
[2] https://www.forbes.com/sites/sanfordstein/2019/02/10/how-could-changing-consumer-trends-affect-fast-fashion-leaders-hm-and-zara/
[2] https://www.retaildive.com/news/amazon-lockers-to-debut-at-coachella/548353/
[2] https://www.retaildive.com/news/the-plus-size-era-is-over-before-it-began/547938/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-02-13%20Retail%20Dive:%20Marketing%20%5Bissue:19418%5D&utm_term=Retail%20Dive:%20Marketing
[1] https://www.retaildive.com/news/rei-ceo-resigns-over-undisclosed-relationship/548357/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-02-13%20HR%20Dive:%20Talent%20%5Bissue:19400%5D&utm_term=HR%20Dive:%20Talent
[1] https://www.retaildive.com/news/6-key-components-of-the-store-of-the-future/548194/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-02-12%20Retail%20Dive%20Newsletter%20%5Bissue:19376%5D&utm_term=Retail%20Dive
[1] https://www.forbes.com/sites/charlesrtaylor/2019/02/13/reaching-women-and-men-on-valentines-day-the-role-of-brand-advocates/#228bf18239bd
[1] https://bit.ly/2MNzckN?utm_content=85010628&utm_medium=social&utm_source=twitter&hss_channel=tw-3166003185

Top URLs in Tweet in G5:
[4] https://www.pwc.com/gx/en/retail-consumer/assets/artificial-intelligence-global-consumer-insights-survey.pdf
[2] https://www.pwc.nl/nl/assets/documents/pwc-gcis2018-transport.pdf
[2] https://www.computerweekly.com/news/252456870/Fundamentals-of-retail-wont-change-despite-tech-disruption-say-experts
[2] https://www.figure-eight.com/why-great-images-are-the-key-to-a-better-search-experience/
[2] https://kr-asia.com/southeast-asias-online-retail-market-to-reach-53b-in-2023
[1] http://www.intelligentworld.institute/LandingPageUTM?SFLPId=a160Y000002E0yDQAS&utm_campaign=7010Y000000IgpkQAC
[1] https://www.forbes.com/sites/nikkibaird/2019/02/14/snapshot-2019-the-state-of-ai-in-retail/#4dbf1bab773b
[1] https://www.flow.io/blog/managing-international-shipping-surcharges-what-they-are-why-they-happen-and-how-to-manage-them/
[1] https://www.flow.io/blog/cross-docking-or-direct-shipping-which-one-is-right-for-cross-border-ecommerce/
[1] https://datamakespossible.westerndigital.com/3-ways-ai-makes-shopping-more-personalized/

Top URLs in Tweet in G6:
[1] https://www.trinet.com/industry-solutions/retail

Top URLs in Tweet in G7:
[3] https://twitter.com/chathevenot/status/1095675463140286465
[2] https://www.usatoday.com/story/money/2019/02/13/cvs-concept-store-introduced-space-health-care-services/2845846002/
[1] https://www.cnbc.com/2019/02/13/shark-tank-star-kevin-oleary-on-millennial-money-habits.html?__source=sharebar%7Ctwitter&par=sharebar
[1] https://www.cnbc.com/2019/02/14/amazon-says-it-will-not-build-a-headquarters-in-new-york-after-mounting-opposition-reuters-reports.html?__source=sharebar%7Ctwitter&par=sharebar
[1] http://www.dbusiness.com/daily-news/Annual-2019/Beaumont-Health-Announces-Retailers-for-Royal-Oaks-Woodward-Corners/?utm_campaign=Newsletter%20-%20DBusiness%20Daily%20News&utm_source=hs_email&utm_medium=email&utm_content=69928338&_hsenc=p2ANqtz-8tGwRkEK3jLr5m46zcB0JrJJ7h_7_tSpoBSug9X5EW4_1WozID7s5aC4qa6Ti_VMIlodVCLnnY_HeGa56xZ5YY744jrqw&_hsmi=69928338
[1] https://twitter.com/leslipfrancais/status/1096050202933366784
[1] https://twitter.com/HUBInstitute/status/1096033980300886017
[1] https://www.usatoday.com/story/money/2019/02/13/cvs-concept-store-introduced-space-health-care-services/2845846002/?utm_campaign=Blog%20-%20News%20-%20Insights&utm_content=85021863&utm_medium=social&utm_source=twitter&hss_channel=tw-348502767
[1] https://www.millerzell.com/news-insights/are-your-bank-branches-boring?utm_campaign=Blog%20-%20News%20-%20Insights&utm_content=85020708&utm_medium=social&utm_source=twitter&hss_channel=tw-348502767
[1] https://csnews.com/pilot-flying-j-makes-hospitality-major-focus?utm_campaign=Blog%20-%20News%20-%20Insights&utm_content=84958325&utm_medium=social&utm_source=twitter&hss_channel=tw-348502767

Top URLs in Tweet in G8:
[2] https://www.constructiondive.com/news/boston-area-medical-center-will-anchor-housing-office-and-retail-developme/548223/
[2] https://dy.si/jatuat
[2] https://www.gartner.com/smarterwithgartner/the-cios-guide-to-artificial-intelligence/
[1] https://dy.si/Rh7yrF2
[1] https://dy.si/yZys2
[1] https://dy.si/RKAGe
[1] https://dy.si/jG1bd
[1] https://dy.si/wUcfJ
[1] https://dy.si/frj8B
[1] https://www.mobilemarketer.com/news/breaking-amazon-seeks-a-better-way-to-do-loyalty-rewards-with-new-moments/548410/

Top URLs in Tweet in G9:
[8] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/EEpBDU
[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://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/VJgaJ8
[3] https://www.mediapost.com/publications/article/331913/consumers-yawn-at-v-day-jewelry-loses-shine.html
[2] https://www.mediapost.com/publications/article/331995/how-third-love-is-reshaping-customer-experience.html
[1] https://www.wsj.com/articles/inside-the-box-subscription-e-commerce-startups-show-resilience-11550094637
[1] https://omnitalk.blog/2019/02/14/in-a-wifi-enabled-world-shopping-buying-are-two-different-things-socialsign-in/
[1] https://www.forbes.com/sites/christopherwalton/2019/02/11/retailers-should-pay-extra-special-attention-to-krogers-shelf-labeling-plans-with-microsoft/
[1] https://chargeitspot.com/top-retail-tech-influencers-to-follow-on-twitter-in-2019/
[1] https://twitter.com/NevilleRay/status/1096125758429249536

Top URLs in Tweet in G10:
[3] https://bgr.com/2018/12/22/apple-vs-qualcomm-qorvo-chip-evidence/
[2] https://www.homeworldbusiness.com/ulta-beauty-raises-funds-to-support-bcrf/#prettyPhoto
[2] https://www.homeworldbusiness.com/macys-names-ongman-chief-merchandising-officer/#prettyPhoto
[2] https://www.retailcustomerexperience.com/blogs/leaders-vs-explorers-who-is-winning-retails-race-to-digital-transformation/
[2] http://customer-insight-consulting.com/macys-augmente-ventes-recrutant-interne-meilleurs-influenceurs-solution-cles-main-de-tvpage/
[1] https://www.homeworldbusiness.com/euromonitor-digital-retail-becoming-more-diverse/#prettyPhoto
[1] https://www.homeworldbusiness.com/publix-names-vp-manufacturing/#prettyPhoto
[1] https://www.homeworldbusiness.com/kroger-introduces-mobile-payment-program/#prettyPhoto
[1] https://www.homeworldbusiness.com/amazon-cancels-plans-for-new-york-city-headquarters/#prettyPhoto
[1] https://www.homeworldbusiness.com/crate-barrel-teams-with-handy-for-furniture-assembly-services/#prettyPhoto

Top Domains
Top Domains in Tweet in Entire Graph:
[781] careerarc.com
[126] myfrugalbusiness.com
[71] twitter.com
[53] natsjobs.com
[50] forbes.com
[48] dy.si
[47] lnkd.in
[45] co.uk
[41] retaildive.com
[41] instagram.com

Top Domains in Tweet in G1:
[758] careerarc.com
[53] natsjobs.com
[33] instagram.com
[32] lnkd.in
[22] twitter.com
[17] forbes.com
[12] work4labs.com
[12] perishablenews.com
[9] readyforsocial.com
[9] co.uk

Top Domains in Tweet in G2:
[4] chainstoreage.com
[2] com.au
[2] twitter.com
[2] inc.com
[2] lesechos.fr
[1] howmuch.net
[1] youtube.com
[1] forbes.com
[1] mediapost.com
[1] retaildive.com

Top Domains in Tweet in G3:
[18] retaildive.com
[13] forbes.com
[3] bit.ly
[3] twitter.com
[3] socialmediatoday.com
[3] digiday.com
[2] pardot.com
[1] customerthink.com
[1] sdcexec.com
[1] intelligentworld.institute

Top Domains in Tweet in G5:
[4] pwc.com
[2] pwc.nl
[2] computerweekly.com
[2] figure-eight.com
[2] flow.io
[2] kr-asia.com
[1] intelligentworld.institute
[1] forbes.com
[1] westerndigital.com

Top Domains in Tweet in G6:
[1] trinet.com

Top Domains in Tweet in G7:
[8] twitter.com
[5] cnbc.com
[4] usatoday.com
[2] reuters.com
[1] dbusiness.com
[1] millerzell.com
[1] csnews.com
[1] hubinstitute.com
[1] foodinstitute.com
[1] venturebeat.com

Top Domains in Tweet in G8:
[8] dy.si
[2] constructiondive.com
[2] gartner.com
[1] mobilemarketer.com

Top Domains in Tweet in G9:
[12] po.st
[6] mediapost.com
[5] danitablackwood.com
[2] wsj.com
[2] twitter.com
[1] omnitalk.blog
[1] forbes.com
[1] chargeitspot.com
[1] cbslocal.com
[1] lnkd.in

Top Domains in Tweet in G10:
[12] homeworldbusiness.com
[7] retailcustomerexperience.com
[3] bgr.com
[2] kioskmarketplace.com
[2] customer-insight-consulting.com
[1] bit.ly
[1] softwareag.com
[1] costar.com
[1] icsc.org
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4772] retail
[440] ecommerce
[256] ai
[129] innovation
[120] iot
[112] sales
[109] tech
[97] marketing
[91] cre
[91] fintech



Top Hashtags in Tweet in G1:
[2763] retail
[72] ecommerce
[53] newnatsjobs
[42] sales
[37] shopping
[35] business
[33] marketing
[30] fashion
[30] valentinesday
[29] anywhere

Top Hashtags in Tweet in G2:
[84] retail
[61] retailtech
[57] ai
[55] innovation
[54] future
[53] tech
[53] iot
[53] fintech
[53] hrtech
[10] shopping

Top Hashtags in Tweet in G3:
[75] retail
[14] ecommerce
[10] ai
[10] iot
[10] digitaltransformation
[9] innovation
[7] tech
[7] marketing
[6] robots
[6] robotics

Top Hashtags in Tweet in G4:
[74] saudiarabia
[74] retail
[1] partner
[1] oott

Top Hashtags in Tweet in G5:
[76] ecommerce
[67] pwc
[60] ai
[46] artificialinteligence
[39] retail
[18] cybersecurity
[17] cyberattack
[17] smb
[17] enterprise
[17] cybercrime

Top Hashtags in Tweet in G6:
[1] trinetmainstreet
[1] retail

Top Hashtags in Tweet in G7:
[49] retail
[19] hubday
[10] ecommerce
[4] mbadmb
[4] reinventingretail
[3] walmart
[3] google
[3] transfonum
[2] millennials
[2] usa

Top Hashtags in Tweet in G8:
[38] retail
[10] iot
[10] cx
[9] manufacturing
[8] boston
[8] himss19
[7] insurance
[7] healthcare
[7] cpg
[7] ai

Top Hashtags in Tweet in G9:
[44] retail
[5] health
[5] smallbusiness
[5] pets
[5] grocery
[5] privatelabel
[4] mobile
[4] valentinesday
[3] iot
[3] payments

Top Hashtags in Tweet in G10:
[44] retail
[7] digital
[7] customerexperience
[6] macys
[4] commerce
[3] qualcomm
[3] legal
[3] tactics
[3] iphone
[3] germany

Top Words
Top Words in Tweet in Entire Graph:
[4196] Words in Sentiment List#1: Positive
[646] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[114630] Non-categorized Words
[119472] Total Words
[5450] retail
[1598] job
[1042] store
[982] link
[976] bio

Top Words in Tweet in G1:
[3168] retail
[1524] job
[945] link
[941] bio
[857] store
[829] click
[658] apply
[589] hiring
[550] see
[512] latest

Top Words in Tweet in G2:
[85] retail
[66] shopping
[61] retailtech
[60] future
[58] pbalakrishnarao
[57] ai
[55] innovation
[54] smart
[54] carts
[54] enabling

Top Words in Tweet in G3:
[79] retail
[24] ronald_vanloon
[23] forbes
[21] retaildive
[18] à
[16] tech
[15] ecommerce
[14] s
[13] uber
[11] 6

Top Words in Tweet in G4:
[74] proud
[74] total
[74] becomes
[74] 1st
[74] energy
[74] major
[74] enter
[74] saudiarabia
[74] s
[74] fuel

Top Words in Tweet in G5:
[420] gt
[114] mikequindazzi
[76] ecommerce
[67] pwc
[63] ai
[54] attributes
[54] early
[54] adopters
[54] shoppers
[46] artificialinteligence

Top Words in Tweet in G6:
[148] hr
[147] trinet
[74] provides
[74] integrated
[74] solution
[74] combining
[74] workers
[74] compensation
[74] payroll
[74] benefits

Top Words in Tweet in G7:
[54] retail
[25] hubday
[20] au
[14] et
[13] amazon
[11] les
[11] hubinstitute
[11] ecommerce
[11] vous
[7] plus

Top Words in Tweet in G8:
[48] retail
[14] evankirstel
[10] analytics
[10] iot
[10] cx
[9] manufacturing
[9] antgrasso
[8] boston
[8] area
[8] medical

Top Words in Tweet in G9:
[47] retail
[17] ceo
[15] walmart
[14] out
[13] business
[13] find
[13] doug
[13] mcmillon
[13] considers
[13] giant

Top Words in Tweet in G10:
[50] retail
[12] macys
[10] s
[8] trends
[8] digital
[8] more
[7] retexperience
[7] customerexperience
[5] euromonitor
[5] top

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[974] link,bio
[620] click,link
[459] retail,job
[373] shift,supervisor
[319] gt,gt
[314] see,latest
[283] bio,apply
[281] check,out
[247] great,fit
[229] cvs,health

Top Word Pairs in Tweet in G1:
[941] link,bio
[598] click,link
[446] retail,job
[354] shift,supervisor
[308] see,latest
[269] bio,apply
[248] check,out
[229] great,fit
[222] bio,see
[222] cvs,health

Top Word Pairs in Tweet in G2:
[57] pbalakrishnarao,future
[54] future,retail
[54] retail,smart
[54] smart,shopping
[54] shopping,carts
[54] carts,enabling
[54] enabling,'grab
[54] 'grab,n
[54] n,go'
[53] innovation,tech

Top Word Pairs in Tweet in G3:
[12] retaildive,retail
[10] read,full
[10] full,article
[9] digitaltransformation,requires
[9] requires,data
[9] data,driven
[9] driven,culture
[9] culture,ronald_vanloon
[9] ronald_vanloon,read
[9] article,here

Top Word Pairs in Tweet in G4:
[74] proud,total
[74] total,becomes
[74] becomes,1st
[74] 1st,energy
[74] energy,major
[74] major,enter
[74] enter,saudiarabia
[74] saudiarabia,s
[74] s,fuel
[74] fuel,retail

Top Word Pairs in Tweet in G5:
[280] gt,gt
[67] gt,pwc
[67] mikequindazzi,gt
[58] pwc,mikequindazzi
[54] attributes,early
[54] early,ai
[54] ai,adopters
[54] adopters,ecommerce
[54] ecommerce,shoppers
[54] shoppers,gt

Top Word Pairs in Tweet in G6:
[74] trinet,provides
[74] provides,integrated
[74] integrated,hr
[74] hr,solution
[74] solution,combining
[74] combining,workers
[74] workers,compensation
[74] compensation,payroll
[74] payroll,benefits
[74] benefits,hr

Top Word Pairs in Tweet in G7:
[11] au,hubday
[6] hubday,retail
[5] retail,ecommerce
[4] reinventingretail,retail
[4] stratégie,retail
[4] future,retail
[4] aujourd,hui
[4] hui,au
[3] wollnerludivine,hubday
[3] retail,hubinstitute

Top Word Pairs in Tweet in G8:
[8] boston,area
[8] area,medical
[8] medical,center
[8] center,anchor
[8] anchor,housing
[8] housing,office
[8] office,retail
[8] retail,development
[8] development,himss19
[8] himss19,retail

Top Word Pairs in Tweet in G9:
[13] find,out
[13] out,walmart
[13] walmart,ceo
[13] ceo,doug
[13] doug,mcmillon
[13] mcmillon,considers
[13] considers,retail
[13] retail,giant
[13] giant,technology
[13] technology,company

Top Word Pairs in Tweet in G10:
[4] join,euromonitor
[4] euromonitor,next
[4] next,week
[4] week,explore
[4] explore,top
[4] top,5
[4] 5,digital
[4] digital,trends
[4] trends,redefine
[4] redefine,commerce

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mikeschiemer
@total
@ppouyanne
@trinet
@pbalakrishnarao
@mikequindazzi
@retailwire
@forbes
@guruqr
@otcsmkg

Top Mentioned in G1:
@eqibeat
@stevenepsrealty
@thurretail
@haccpcanada
@myobthe
@apostolos_kl
@albertjanswart
@cartstack

Top Mentioned in G2:
@pbalakrishnarao
@chainstoreage
@mvollmer1
@sap_retail
@aneeshnair
@howmuch_net
@brandfinance
@jblefevre60
@margo_group
@mikequindazzi

Top Mentioned in G3:
@forbes
@retaildive
@ronald_vanloon
@flashtweet
@mattgjfield
@nowthisnews
@sebasincha
@corinnesusan
@bernardmarr
@makersights

Top Mentioned in G4:
@total
@ppouyanne
@saudi_aramco

Top Mentioned in G5:
@mikequindazzi
@fisher85m
@jeanyvesgonin
@claudiomkd
@figureeightinc
@girardmaxime33
@flowcommerce
@pbalakrishnarao
@zonosapp
@mrpeterivan

Top Mentioned in G6:
@trinet

Top Mentioned in G7:
@hubinstitute
@amazon
@hubday
@usatoday
@wollnerludivine
@emmanuelvivier
@sibueta
@cnbc
@labordeolivier
@vincent_ducrey

Top Mentioned in G8:
@evankirstel
@antgrasso
@kimslowey
@constructdive
@lisamloftis
@cwchasejr
@johnmaynardcpa
@t
@paula_piccard
@futurism

Top Mentioned in G9:
@walmart
@kroger
@mscloud
@danitablackwood
@omnitalk
@forbes
@microsoft
@nrfnews
@pgrocer
@chuckmartin

Top Mentioned in G10:
@retexperience
@macys
@euromonitor
@ntechyel
@mevans14
@shoptalk
@homeworldnews
@ultabeauty
@bcrfcure
@aldiusa

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@movistararg
@personalar
@arkangelscrap
@sectest9
@independent
@evankirstel
@digestwordpress
@hellrazersss
@hashtagkcmo

Top Tweeters in G1:
@hashtagkcmo
@gpwriter
@rickydavista
@natsjobs
@projectpeachuk
@infopronetwork
@quick13
@talkmarkets
@drfeelgoodjobs
@snapsty

Top Tweeters in G2:
@fintechna
@lesechos
@gvalan
@grattonboy
@inc
@grattongirl
@jblefevre60
@dinisguarda
@mclynd
@waynepdd

Top Tweeters in G3:
@arkangelscrap
@kandy20x
@7wdata
@forbes
@2601manish
@socialmedia2day
@nowthisnews
@wolfgin
@lesguer_lionel
@flashtweet

Top Tweeters in G4:
@hellrazersss
@in_zx
@soma_juve_1993
@aza_ksa
@t3op9
@shittu10
@oneokmariam
@waazaaw
@bandooor88
@emsalmadani

Top Tweeters in G5:
@machinelearnflx
@machinelearn_d
@rossjaklik
@tonyvidler
@tachouhoner
@nelsonb
@maxim_mla
@thechrischua
@gcpanel
@simplivllc

Top Tweeters in G6:
@trinet
@belindaofmyb
@georgeseybold
@edney_steve
@davidsonh87
@ericlinatl
@mikenolen1
@zigebers
@lainemelendy
@danp_trinet

Top Tweeters in G7:
@business
@reuters
@patriciaahenso1
@usatoday
@cnbc
@tedrubin
@venturebeat
@csantanabauza
@iangertler
@cvspharmacy

Top Tweeters in G8:
@sectest9
@evankirstel
@richsimmondsza
@colorstreamedia
@padididit
@thehipposhoe
@lovegoldenheart
@topcybernews
@tamaramccleary
@paula_piccard

Top Tweeters in G9:
@billnigh
@walmart
@tmobile
@trippbraden
@twilli2861
@wsj
@mediapost
@danitablackwood
@curtisschin
@francoleuzzi

Top Tweeters in G10:
@nordstrom
@davidstea
@fmfrancoise
@publix
@macys
@moqil
@ultabeauty
@euromonitor
@harvard
@bizjournals


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