#retail, Twitter, 3/2/2019 3:09:49 PM, 188836


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#retail_2019-03-02_00-15-50.xlsx
#retail_2019-03-02_00-15-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2019
Short Description:
#retail via NodeXL http://bit.ly/2TdnPsL
@amazon
@chidambara09
@kirkdborne
@retailminded
@suebrittonfgs
@treasuredata
@simoneknaap
@rtouchpoints
@millerzell
@shoptalk

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

Description:
Description
The graph represents a network of 3,272 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, 02 March 2019 at 08:16 UTC.

The requested start date was Thursday, 28 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, 40-minute period from Tuesday, 26 February 2019 at 18:20 UTC to Thursday, 28 February 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 : 3272
Unique Edges : 3335
Edges With Duplicates : 3184
Total Edges : 6519
Number of Edge Types : 3
Replies to : 44
Tweet : 3472
Mentions : 3003
Self-Loops : 3472
Reciprocated Vertex Pair Ratio : 0.028411214953271
Reciprocated Edge Ratio : 0.0552526354053072
Connected Components : 1281
Single-Vertex Connected Components : 809
Maximum Vertices in a Connected Component : 797
Maximum Edges in a Connected Component : 1629
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.519453
Graph Density : 0.000257037655502643
Modularity : 0.481213
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
[28] http://cpiresults.com/UiKTL/
[17] https://cloudservicesuniversity.com/intelepeer/intelepeer-resource/how-retail-businesses-can-use-cpaas/?platform=hootsuite
[15] https://www.myfrugalbusiness.com/2018/11/technologies-ecommerce-store-grow-sales.html
[14] http://www.cpgconnect.ca/news
[10] https://www-cmswire.simplermedia.com/cw-cp-arm-nur-es-2019-04.html
[9] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[9] https://www.myfrugalbusiness.com/2018/08/social-media-pushing-fashion-influencer-marketing.html
[8] https://www.myfrugalbusiness.com/2019/02/tips-improve-woocommerce-store-customer-experience.html
[7] https://www.mediapost.com/publications/article/332503/with-kristen-dax-walmart-cuddles-up-to-millenni.html

Top URLs in Tweet in G1:
[31] http://natsjobs.com/find-a-job
[7] https://cards.twitter.com/cards/18ce54ahmal/6rrux
[4] https://www.linkedin.com/pulse/democracy-coming-financial-fraud-near-you-how-rob-oleg-feldgajer/
[3] http://www.frontierfm.com
[3] https://vimeo.com/243606946
[2] https://www.enterprisetimes.co.uk/2019/02/20/new-cx-benchmarks-and-rankings-for-australian-online-fashion/
[2] https://www.enterprisetimes.co.uk/2019/02/21/nextech-launches-try-it-on-augmented-reality-experience-for-online-retail/
[2] https://adage.com/creativity/work/nordstrom-open-mind-best-look/1027981
[2] https://www.retaildive.com/news/home-depot-misses-estimates-despite-109-sales-increase/549233/
[2] https://www.bisnow.com/atlanta/news/mixed-use/gwinnett-place-mall-under-contract-for-future-cricket-stadium-97690?be=swebb@ackermanco.net&utm_source=Newsletter&utm_medium=email&utm_campaign=tue-26-feb-2019-000000-0500_atlanta-re

Top URLs in Tweet in G2:
[4] https://www-cmswire.simplermedia.com/cw-cp-arm-nur-es-2019-04.html
[3] http://www.zdnet.com/article/how-to-turn-business-intelligence-into-a-business-advantage/
[3] https://www.relationclientmag.fr/Thematique/techno-ux-1256/Breves/Comment-digitaliser-son-point-vente-334982.htm
[3] https://acuvate.com/blog/top-cpg-industry-trends-watch-2019/?utm_content=bufferc7779&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.instagram.com/p/BqNmLzwBLtv/
[2] https://www.instagram.com/p/BqNqoXLB2cV/
[2] https://www.instagram.com/p/BqNls7lBgHV/
[2] https://marketingemotionnel.com/2018/11/06/interview-emotionnelle-de-jerome-monange-labluxuryandretail/
[2] http://www.symag.com/fr/nous-suivre/blocksy-la-blockchain-par-symag
[2] https://group.bnpparibas/actualite/dernieres-tendances-retail

Top URLs in Tweet in G3:
[7] https://www.mediapost.com/publications/article/332503/with-kristen-dax-walmart-cuddles-up-to-millenni.html
[4] https://www.talkingretail.com/news/industry-news/preston-nisa-refreshes-store-look-25-02-2019/
[3] https://www.talkingretail.com/news/industry-news/retailers-unsure-tobacco-track-trace-research-reveals-27-02-2019/
[3] https://www.talkingretail.com/news/industry-news/spar-stores-hail-retail-club-success-26-02-2019/
[2] https://www.homeworldbusiness.com/target-launches-third-party-selling-platform/#prettyPhoto
[2] https://www.homeworldbusiness.com/despite-moderate-holiday-macys-sees-2018-improvement/#prettyPhoto
[2] https://www.homeworldbusiness.com/lowes-hit-by-charges-in-q4/#prettyPhoto
[2] https://www.homeworldbusiness.com/video/homeworld-highlights-march-1-2019/
[2] https://www.informabtl.com/marcas-moda-mejor-valoradas-2019/
[2] https://www.informabtl.com/the-home-depot-logistica-delivery-estados-unidos/

Top URLs in Tweet in G4:
[6] https://www-cmswire.simplermedia.com/cw-cp-arm-nur-es-2019-04.html
[4] https://www.vendhq.com/blog/retail-mistakes/
[4] https://www.nytimes.com/2019/02/26/health/boss-bullies-workplace-management.html?utm_content=buffer2496f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.usatoday.com/story/money/2019/02/26/costco-bests-amazon-internet-retail-satisfaction-survey-finds/2989478002/?utm_content=buffer6fc5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.uschamber.com/co/good-company/the-leap/mmlafleur-sarah-lafleur
[3] https://www.reuters.com/article/us-fedex-autonomous/fedex-partners-with-walmart-pizza-hut-to-test-last-mile-delivery-robot-idUSKCN1QG1M7?utm_content=buffer0338a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.marketwatch.com/story/macys-shares-rise-after-earnings-and-sales-beat-expectations-2019-02-26?utm_content=bufferb37bd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.npr.org/2019/02/25/696718872/walmart-is-eliminating-greeters-workers-with-disabilities-feel-targeted?utm_content=buffer89d32&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.retailwire.com/discussion/will-a-curated-marketplace-strategy-be-an-online-game-changer-for-target?utm_content=bufferefadd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.retailwire.com/discussion/walmart-says-goodbye-to-greeters-and-hello-to-controversy/?utm_content=buffer04734&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[3] https://blog.treasuredata.com/blog/2019/02/25/think-outside-the-funnel-how-to-create-a-custom-customer-journey-map/?utm_source=twitter&utm_medium=social&utm_campaign=2019.02-blog
[3] https://www.nbcnews.com/business/consumer/america-s-least-favorite-stores-are-n976376
[3] http://www.retail-merchandiser.com/special-focus/tradeshow-spotlights/3594-national-hardware-show-preview
[2] https://blog.treasuredata.com/blog/2018/12/18/personalizing-the-omnichannel-retail-experience/?ref=quuu&utm_source=quuu
[2] http://www.retail-merchandiser.com/2-uncategorised/3597-sickles-market
[1] https://www.nbcnews.com/business/business-news/when-stores-go-cashless-it-discrimination-n973676
[1] https://venturebeat.com/2019/02/25/roadie-raises-37-million-to-expand-peer-to-peer-package-delivery-service/
[1] https://www.calcalistech.com/ctech/articles/0,7340,L-3757100,00.html
[1] http://www.franchising-today.com/sections/columns/406-re-enfranchised-workers
[1] http://www.franchising-today.com/sections/columns/407-leadership-communication

Top URLs in Tweet in G6:
[5] https://www.therobinreport.com/shoptalk-reveals-75-ways-retail-will-change-in-the-next-decade/
[4] https://www.forbes.com/sites/christopherwalton/2019/02/27/the-10-must-do-activities-at-shoptalk-2019/
[2] https://www.ingenico.com/press-and-publications/press-releases/all/2019/02/ingenico-brings-secure-contactless-payment-acceptance-to-mobiles-and-tablets.html
[1] https://www.forbes.com/sites/christopherwalton/2018/07/14/amazon-alibaba-and-nike-all-point-to-the-next-innovation-in-retail-personalized-physical-spaces/#462ba9fc2e8c
[1] https://dy.si/F44dZN2
[1] https://dy.si/oxCAh
[1] https://dy.si/FzhcsU8
[1] https://www.forbes.com/sites/pamdanziger/2019/02/10/5-ways-to-program-the-human-dimension-into-digital-retail/?es_sh=8483971f8201d93f41689d8f8f5e8eb9&es_ad=144505#e5c6c762f710
[1] https://kibocommerce.com/shoptalk/
[1] https://www.manthan.com/product/customer-analytics?utm_source=Twitter

Top URLs in Tweet in G8:
[3] https://www.scmr.com/article/sustainability_transformation_was_key_issue_addressed_by_reverse_logistics?utm_source=twitter&utm_medium=social&utm_campaign=externalmedia
[2] https://bgr.com/2018/12/22/apple-vs-qualcomm-qorvo-chip-evidence/
[1] http://rltshows.com/hdwc19.php
[1] https://www.smartbrief.com/redirect.action?link=https%3A%2F%2Fwww.chainstoreage.com%2Fstore-spaces%2Fsamsung-to-open-experiential-stores-in-malls%2F&encoded=llbrCzAkbzDgzVhNCieGzvCicNkVky
[1] https://newsroom.intel.com/press-kits/2019-mwc/?spredfast-trk-id=sf208421239
[1] https://hubs.ly/H0gNMJT0
[1] https://www.linkedin.com/feed/update/urn:li:activity:6406716894916730880

Top URLs in Tweet in G9:
[15] https://www.myfrugalbusiness.com/2018/11/technologies-ecommerce-store-grow-sales.html
[9] https://www.myfrugalbusiness.com/2018/10/balance-retail-store-ecommerce-sales.html
[9] https://www.myfrugalbusiness.com/2018/08/social-media-pushing-fashion-influencer-marketing.html
[8] https://www.myfrugalbusiness.com/2019/02/tips-improve-woocommerce-store-customer-experience.html
[3] https://projectpeach.co.uk/ProjectPeach/Default/Static/def/blog_43.html
[3] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/O1vTZy
[2] https://www.youtube.com/watch?v=UgfPmSNlLqE

[2] https://www.myfrugalbusiness.com/2019/01/how-to-use-ecommerce-analytics-generate-more-sales.html
[1] https://www.perchinteractive.com/retail-marketing-innovation-blog/
[1] https://jingdaily.com/mac-cosmetics-experience-center/

Top URLs in Tweet in G10:
[4] https://www.retaildive.com/news/what-does-experiential-retail-even-mean-these-days/548666/
[3] https://www.retaildive.com/news/are-non-shoppable-showrooms-a-viable-concept-for-brands/549173/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-02-27%20Retail%20Dive%20Newsletter%20%5Bissue:19630%5D&utm_term=Retail%20Dive
[2] https://www.retaildive.com/news/whats-behind-the-rise-in-retailer-loyalty-program-revamps/549039/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202019-02-26%20Retail%20Dive%20Newsletter%20%5Bissue:19612%5D&utm_term=Retail%20Dive
[2] https://www.retaildive.com/news/mobile-powers-76-of-large-fashion-retailers-web-visits/549116/
[1] https://www.retaildive.com/news/amazon-exclusive-brands-now-outnumber-its-private-labels/548654/
[1] https://www.reuters.com/article/us-usa-retail-pickup-analysis/how-u-s-retailers-turn-their-bane-into-boon-with-click-and-collect-idUSKCN1QE1VE
[1] https://retailnext.net/en/blog/continually-chasing-shoppers-have-retailers-needing-to-go-beyond/?utm_source=social&utm_medium=twitter&utm_campaign=social-sharing&utm_content=retailers-go-beyond
[1] https://www.cnbc.com/2019/02/24/target-is-inviting-other-retailers-to-join-its-website.html?__source=sharebar|twitter&par=sharebar
[1] https://www.digitalcommerce360.com/2019/02/26/foot-locker-invests-12-5-million-in-rockets-of-awesome/
[1] https://hamacher.com/resolution-gain-a-foothold-in-a-new-retail-channel/

Top Domains
Top Domains in Tweet in Entire Graph:
[703] careerarc.com
[100] twitter.com
[92] lnkd.in
[52] natsjobs.com
[47] co.uk
[43] myfrugalbusiness.com
[40] talkingretail.com
[35] retaildive.com
[35] instagram.com
[31] thebrokerlist.com

Top Domains in Tweet in G1:
[656] careerarc.com
[52] natsjobs.com
[35] twitter.com
[34] lnkd.in
[22] ziprecruiter.com
[19] instagram.com
[18] co.uk
[14] linkedin.com
[13] work4labs.com
[12] readyforsocial.com

Top Domains in Tweet in G2:
[9] twitter.com
[7] ift.tt
[6] instagram.com
[5] relationclientmag.fr
[5] symag.com
[4] simplermedia.com
[3] zdnet.com
[3] acuvate.com
[2] marketingemotionnel.com
[2] mapic.com

Top Domains in Tweet in G3:
[39] talkingretail.com
[16] homeworldbusiness.com
[13] informabtl.com
[11] mediapost.com
[4] consumergoods.com
[3] digiday.com
[2] retaildive.com
[2] instagram.com
[1] businessinsider.com
[1] retailminded.com

Top Domains in Tweet in G4:
[19] retailwire.com
[11] zurl.co
[10] twitter.com
[7] dy.si
[6] simplermedia.com
[5] reuters.com
[4] vendhq.com
[4] nytimes.com
[4] usatoday.com
[4] uschamber.com

Top Domains in Tweet in G5:
[5] treasuredata.com
[5] retail-merchandiser.com
[4] nbcnews.com
[2] franchising-today.com
[2] retailtouchpoints.com
[2] sap.com
[2] twitter.com
[2] tradepub.com
[2] buff.ly
[2] shoppertrak.com

Top Domains in Tweet in G6:
[15] forbes.com
[7] dy.si
[5] therobinreport.com
[3] ingenico.com
[3] bit.ly
[2] ow.ly
[1] kibocommerce.com
[1] manthan.com
[1] voanews.com
[1] snip.ly

Top Domains in Tweet in G8:
[3] scmr.com
[2] bgr.com
[1] rltshows.com
[1] smartbrief.com
[1] intel.com
[1] hubs.ly
[1] linkedin.com

Top Domains in Tweet in G9:
[43] myfrugalbusiness.com
[3] co.uk
[3] po.st
[2] youtube.com
[2] t.co
[1] perchinteractive.com
[1] jingdaily.com
[1] cnn.com
[1] theguardian.com

Top Domains in Tweet in G10:
[22] retaildive.com
[2] hamacher.com
[2] twitter.com
[1] reuters.com
[1] retailnext.net
[1] cnbc.com
[1] digitalcommerce360.com
[1] drugstorenews.com
[1] wsj.com
[1] houstonchronicle.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4752] retail
[268] ecommerce
[127] ai
[117] business
[107] fashion
[104] marketing
[97] cre
[69] sales
[69] technology
[67] tech



Top Hashtags in Tweet in G1:
[2769] retail
[72] ecommerce
[52] newnatsjobs
[36] sales
[35] jobs
[33] business
[33] hiring
[31] cre
[31] anywhere
[28] marketing

Top Hashtags in Tweet in G2:
[146] retail
[38] iot
[34] robotics
[31] china
[26] ai
[26] blockchain
[24] bigdata
[24] mapic
[23] mwc19
[19] machinelearning

Top Hashtags in Tweet in G3:
[134] retail
[12] ecommerce
[11] artificialintelligence
[11] tech
[7] babies
[6] wholesale
[6] grocery
[5] tobacco
[4] reinventingretail
[4] pdv

Top Hashtags in Tweet in G4:
[119] retail
[16] ecommerce
[9] amazon
[7] cpg
[6] omnichannel
[6] customerservice
[6] bigdata
[6] personalization
[5] watsoncommerce
[5] shopping

Top Hashtags in Tweet in G5:
[48] retail
[9] bigbreakfast19
[6] hardware
[6] tinyhouse
[4] omnichannel
[4] customerexperience
[3] martech
[3] retailtrends
[3] supermarkets
[3] lasvegas

Top Hashtags in Tweet in G6:
[49] retail
[5] shoptalk
[5] technology
[4] retailtech
[4] ai
[4] robots
[4] cdwsocial
[3] amazon
[3] pbemp
[3] ecommerce

Top Hashtags in Tweet in G7:
[47] retail
[47] supplement
[47] partnership
[47] announcement
[1] business
[1] blockchain
[1] crypto
[1] deltadirect

Top Hashtags in Tweet in G8:
[35] 5g
[24] ai
[24] computervision
[20] retail
[12] mwc19
[5] media
[5] manufacturing
[2] executive
[2] lineup
[2] macys

Top Hashtags in Tweet in G9:
[70] retail
[49] ecommerce
[11] blockchain
[11] disruption
[11] overstock
[9] socialmedia
[8] woocommerce
[8] retailmarketing
[5] ai
[5] iot

Top Hashtags in Tweet in G10:
[34] retail
[5] ecommerce
[4] brand
[3] cpg
[3] millennials
[2] apparel
[2] naturalproducts
[2] wellness
[2] selfcare
[2] target

Top Words
Top Words in Tweet in Entire Graph:
[4401] Words in Sentiment List#1: Positive
[623] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[117626] Non-categorized Words
[122651] Total Words
[5449] retail
[1677] job
[1156] store
[1043] link
[1032] bio

Top Words in Tweet in G1:
[3194] retail
[1578] job
[1010] link
[1002] bio
[973] store
[842] click
[783] apply
[577] hiring
[513] see
[491] latest

Top Words in Tweet in G2:
[155] retail
[42] ronald_vanloon
[40] mt
[38] iot
[37] here
[37] les
[35] future
[34] gt
[34] robotics
[32] wef

Top Words in Tweet in G3:
[142] retail
[34] walmart
[15] up
[14] store
[14] ecommerce
[12] target
[12] acquires
[12] based
[12] american
[12] giant

Top Words in Tweet in G4:
[138] retail
[67] retailwire
[24] walmart
[23] sales
[22] s
[20] ecommerce
[18] amazon
[15] retailminded
[12] great
[12] kizerandbender

Top Words in Tweet in G5:
[51] retail
[19] more
[10] here
[10] new
[9] bigbreakfast19
[7] treasuredata
[7] customer
[7] big
[7] t
[6] want

Top Words in Tweet in G6:
[53] retail
[28] shoptalk
[16] forbes
[9] technology
[8] 2
[7] ecommerce
[7] more
[7] booth
[6] now
[6] ai

Top Words in Tweet in G7:
[47] wait
[47] lindaproject
[47] going
[47] announce
[47] retail
[47] supplement
[47] partnership
[47] announcement
[47] week
[46] davidglindateam

Top Words in Tweet in G8:
[39] intel
[35] 5g
[33] stores
[30] power
[30] autonomous
[26] experience
[24] make
[24] shopping
[24] smarter
[24] smoother

Top Words in Tweet in G9:
[89] retail
[51] ecommerce
[34] mikeschiemer
[32] store
[24] e
[24] commerce
[22] overstock
[22] blockchain
[16] woocommerce
[15] 9

Top Words in Tweet in G10:
[37] retail
[23] retaildive
[7] retailers
[6] brand
[5] experiential
[5] s
[5] retailnext
[5] new
[5] ecommerce
[4] brands

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1031] link,bio
[659] click,link
[441] retail,job
[396] shift,supervisor
[334] see,latest
[328] bio,apply
[286] cvs,health
[281] check,out
[274] barista,store
[246] great,fit

Top Word Pairs in Tweet in G1:
[1002] link,bio
[639] click,link
[424] retail,job
[380] shift,supervisor
[322] bio,apply
[318] see,latest
[273] cvs,health
[264] barista,store
[242] check,out
[234] great,fit

Top Word Pairs in Tweet in G2:
[32] future,retail
[31] retail,fact
[31] fact,already
[31] already,here
[31] here,china
[31] china,wef
[31] wef,mt
[31] mt,ronald_vanloon
[31] ronald_vanloon,topcybernews
[31] topcybernews,robotics

Top Word Pairs in Tweet in G3:
[12] walmart,acquires
[12] retail,giant
[11] american,retail
[11] giant,walmart
[11] acquires,israeli
[11] israeli,aspectiva
[11] aspectiva,developers
[11] developers,artificialintelligence
[11] artificialintelligence,based
[11] based,tech

Top Word Pairs in Tweet in G4:
[26] retailwire,retail
[11] retail,ecommerce
[8] retail,sales
[7] retail,cpg
[6] store,sales
[6] walmart,getting
[6] getting,rid
[6] rid,greeters
[6] greeters,people
[6] people,happy

Top Word Pairs in Tweet in G5:
[6] big,national
[6] national,hardware
[6] hardware,show
[6] show,isn
[6] isn,t
[6] t,afraid
[6] afraid,think
[6] think,small
[6] small,focus
[6] focus,spring

Top Word Pairs in Tweet in G6:
[5] wait,shoptalk
[5] shoptalk,démarre
[5] démarre,dimanche
[5] dimanche,et
[5] et,révèle
[5] révèle,les
[5] les,75
[5] 75,changements
[5] changements,à
[5] à,venir

Top Word Pairs in Tweet in G7:
[47] wait,lindaproject
[47] lindaproject,going
[47] going,announce
[47] announce,retail
[47] retail,supplement
[47] supplement,partnership
[47] partnership,announcement
[47] announcement,week
[46] davidglindateam,wait

Top Word Pairs in Tweet in G8:
[30] autonomous,stores
[24] make,shopping
[24] shopping,smarter
[24] smarter,smoother
[24] smoother,experience
[24] experience,5g
[24] 5g,ai
[24] ai,computervision
[24] computervision,power
[24] power,pop

Top Word Pairs in Tweet in G9:
[32] ecommerce,retail
[24] e,commerce
[24] commerce,store
[15] 9,ways
[15] ways,build
[15] build,e
[15] store,ecommerce
[14] mikeschiemer,9
[11] overstock,blockchain
[11] blockchain,company

Top Word Pairs in Tweet in G10:
[12] retaildive,retail
[5] experiential,retail
[4] retaildive,experiential
[3] non,shoppable
[3] shoppable,showrooms
[3] showrooms,viable
[3] viable,concept
[3] concept,brands
[3] brands,jansen_caroline
[3] jansen_caroline,retaildive

Top Replied-To
Top Replied-To in Entire Graph:
@akamai
@retaildive
@perchexperience
@forbesretail
@baldassholepgh
@reuters
@epancratz
@crej92
@arlenenewbigg
@domm

Top Replied-To in G2:
@arlenenewbigg
@costco

Top Replied-To in G3:
@epancratz

Top Replied-To in G4:
@lizsegran
@fastcompany

Top Replied-To in G6:
@forbesretail
@forbes

Top Replied-To in G8:
@samsung
@macys

Top Replied-To in G9:
@perchexperience

Top Replied-To in G10:
@retaildive
@laurenthomasx3

Top Mentioned
Top Mentioned in Entire Graph:
@retailwire
@lindaproject
@davidglindateam
@ronald_vanloon
@intel
@mikeschiemer
@aptos_retail
@wef
@alvinfoo
@topcybernews

Top Mentioned in G1:
@deborahmcollier
@smadesign
@fonolo
@boostfinances
@halecroftrec
@telecomreseller
@kbechnielsen
@kouriphoto
@raulsanchezgilo
@lantelligence1

Top Mentioned in G2:
@ronald_vanloon
@wef
@alvinfoo
@topcybernews
@mikequindazzi
@jbonnel
@fisher85m
@flureepbc
@nike
@kimberl87759219

Top Mentioned in G3:
@walmart
@aspectiva
@eladratson
@bestbuy
@target
@homedepot
@cgtmagazine
@walmartnews
@hellobello
@informabtl

Top Mentioned in G4:
@retailwire
@retailminded
@kizerandbender
@kirkdborne
@ibmcommerce
@asdshow
@t
@tonycdonofrio
@francescasn
@andrewbusby

Top Mentioned in G5:
@treasuredata
@rtouchpoints
@nbcnews
@salesforce
@sap_retail
@acostasales
@rtmixmktg
@theacsi
@nhs_show
@sap

Top Mentioned in G6:
@shoptalk
@forbes
@lfaguer
@omnitalk
@zd
@ingenico
@meloneewise
@mariyazoro
@anniemezzenga
@brittainladd

Top Mentioned in G7:
@lindaproject
@davidglindateam

Top Mentioned in G8:
@intel
@wpcareyschool
@apple
@ntechyel
@shoptalk
@rl_association
@homedeliveryusa
@samsung
@macys

Top Mentioned in G9:
@mikeschiemer
@avrohomg
@overstock
@drjdrooghaag
@mscloud
@perchexperience
@trevorsumner
@blockchic
@trendhunter

Top Mentioned in G10:
@retaildive
@retailnext
@jansen_caroline
@footlocker
@rayhartjen
@carasalpini
@rocketsofawesom
@linkageresearch
@avaloninsider
@niveditabalu

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@arkangelscrap
@sectest9
@nosqldigest
@janromes
@evankirstel
@digestwordpress
@3rdrockhome
@sheffieldis
@ratingsnetwork

Top Tweeters in G1:
@ratingsnetwork
@hashtagkcmo
@natsjobs
@grattongirl
@bsindia
@tecnbiz
@diversetechgeek
@retail_job
@jobclip_videos
@mlw975

Top Tweeters in G2:
@arkangelscrap
@sectest9
@evankirstel
@chidambara09
@fintechna
@machinelearnflx
@italiastartup_
@gvalan
@grattonboy
@yvesmulkers

Top Tweeters in G3:
@businessinsider
@walmart
@pizzahut
@calcaware
@mediapost
@ibuodimma1
@informabtl
@lowes
@macys
@google

Top Tweeters in G4:
@fastcompany
@dsw_us
@kirkdborne
@neilretail
@cmswire
@craigbrownphd
@manifattura40
@kdnuggets
@nvsdata
@bmoskwa

Top Tweeters in G5:
@cnbc
@nbcnews
@venturebeat
@elisadalbosco
@jmalonepr
@salesforce
@adobe
@rtouchpoints
@rtmixmktg
@sergioarandag

Top Tweeters in G6:
@forbes
@forbestech
@cdwgwagov
@cdw_jessica
@pierremetivier
@biztechmagazine
@jcgs68
@spotify
@wearemanthan
@jeremyharpham

Top Tweeters in G7:
@clwallacesr
@subnetzero
@reardondouglas
@7newworld_
@_crypto_life
@ciazekactrader
@electralindadgb
@robertbentvelz1
@funkydogcrypto
@cryptomarketspy

Top Tweeters in G8:
@pcrp_reform
@tntmtheshow
@silentseawolf
@jmkuhn99
@davidvorpe65
@sanjeev123gudia
@labourmovementg
@rossbutterfiel6
@harvard
@ntechyel

Top Tweeters in G9:
@thomaspower
@projectpeachuk
@debraruh
@cnni
@trendhunter
@mikeschiemer
@alternative200
@pearleco123
@ifrugalfitness
@maccosmetics

Top Tweeters in G10:
@reutersbiz
@footlocker
@kristinekirby
@toddperlee
@drugstorenews
@retaildive
@avaloninsider
@heathwallace
@retailnext
@a2r_mm