#retailtech, Twitter, 12/29/2018 9:58:19 PM, 180037


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#retailtech_2018-12-29_13-28-20.xlsx
#retailtech_2018-12-29_13-28-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2018
Short Description:
#retailtech via NodeXL http://bit.ly/2CDT1HI
@evankirstel
@thefuturist007
@jblefevre60
@paula_piccard
@rtih_retailtech
@vladobotsvadze
@pbalakrishnarao
@antgrasso
@mikequindazzi
@cstorenews_

Top hashtags:
#retailtech
#retail
#ai
#tech
#ar
#iot
#ecommerce
#robotics

Description:
Description
The graph represents a network of 1,483 Twitter users whose tweets in the requested range contained "#retailtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 29 December 2018 at 21:28 UTC.

The requested start date was Saturday, 29 December 2018 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 13-day, 23-hour, 42-minute period from Saturday, 15 December 2018 at 01:04 UTC to Saturday, 29 December 2018 at 00:47 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 : 1483
Unique Edges : 2883
Edges With Duplicates : 1228
Total Edges : 4111
Number of Edge Types : 3
Mentions : 3531
Tweet : 565
Replies to : 15
Self-Loops : 565
Reciprocated Vertex Pair Ratio : 0.0288919102651258
Reciprocated Edge Ratio : 0.0561612157251404
Connected Components : 167
Single-Vertex Connected Components : 91
Maximum Vertices in a Connected Component : 1114
Maximum Edges in a Connected Component : 3575
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.165083
Graph Density : 0.00137728261730107
Modularity : 0.547133
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[89] https://www.raconteur.net/infographics/smart-shopping
[25] https://101blockchains.com/enterprises-implementing-blockchain/
[20] http://MarcRudov.com
[12] http://www.cosign.in/
[11] https://nadimo.com/2018/12/07/088-generational-loyalty-in-ecommerce-and-does-it-matter/
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178624
[8] https://www.youtube.com/watch?v=lmICMmh65XE&feature=youtu.be

[8] https://www.retail-insight-network.com/features/biggest-influencers-in-retail-tech/
[7] https://medium.com/mcartprotocol/mcart-at-icsc-new-york-deal-making-8c98ad899208
[7] https://thesiliconreview.com/magazines/susan-akbarpour-we-created-the-c-commerce-philosophy/

Top URLs in Tweet in G1:
[24] https://101blockchains.com/enterprises-implementing-blockchain/
[4] https://www.simpliv.com/instructor-led-courses/blockchain-certification-training/?twitter-*SEO
[4] https://www.raconteur.net/infographics/smart-shopping
[3] http://www.aeris.com/?utm_campaign=Aeris
[3] Infographics
[3] August
[3] 2018&utm_content=81614718&utm_medium=social&utm_source=twitter&hss_channel=tw-137776122
[2] https://twitter.com/paula_piccard/status/1074700759227351040
[2] https://www.businessinsider.fr/amazon-va-echouer-et-faire-faillite-un-jour-dit-jeff-bezos
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178624

Top URLs in Tweet in G2:
[20] https://www.raconteur.net/infographics/smart-shopping
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178624
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178766
[4] https://info.ipsos-retailperformance.com/customer-insights-at-nrf-2019?utm_campaign=NRF
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=179187
[3] https://fashnerd.com/trending-tech-page/
[2] https://retailtechinnovationhub.com/home/2018/12/14/starbucks-develops-unified-china-virtual-store-via-alibaba-tech
[2] https://retailtechinnovationhub.com/home/2018/12/21/infosys-consulting-stresses-importance-of-bricks-and-clicks
[2] https://www.springwise.com/innovations/top-7-innovators-embracing-experiential-retail/?utm_content=81258957&utm_medium=social&utm_source=twitter&hss_channel=tw-508922594
[1] https://venturebeat.com/2018/11/15/amazon-go-competitor-standard-cognition-raises-40-million-to-expand-its-cashierless-store-solution/

Top URLs in Tweet in G3:
[60] https://www.raconteur.net/infographics/smart-shopping
[20] http://MarcRudov.com
[7] https://medium.com/mcartprotocol/mcart-at-icsc-new-york-deal-making-8c98ad899208
[7] https://thesiliconreview.com/magazines/susan-akbarpour-we-created-the-c-commerce-philosophy/
[7] https://www.retail-insight-network.com/features/biggest-influencers-in-retail-tech/
[6] http://www.usatoday.com/story/money/20
[4] https://medium.com/mcartprotocol/why-do-hollywood-and-macro-influencers-need-mcart-7ccec8feb57b
[4] https://www.linkedin.com/pulse/5-retail-trends-happening-right-now-sam-cabrera/?published=t
[4] https://www.wsj.com/articles/grocers-enlist-robots-to-chase-e-commerce-1540814521
[3] https://mavatar.attach.io/SkjCtRJR~

Top URLs in Tweet in G4:
[4] https://twitter.com/mikequindazzi/status/1077399142069084161
[4] https://paymentdepot.com/4-noteworthy-technologies-making-waves-retail-space/
[2] https://www.raconteur.net/infographics/smart-shopping
[1] https://twitter.com/wef/status/1077141838211891201
[1] https://twitter.com/digitalistmag/status/1075019101142175749
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178624
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=179187
[1] https://twitter.com/rajat_shrimal/status/1065093353791004673
[1] https://twitter.com/marcusborba/status/1070079131520516096
[1] https://twitter.com/Fabriziobustama/status/1077937221402021893

Top URLs in Tweet in G5:
[3] https://www.displaydata.com/who-are-you/?utm_campaign=Website%20page&utm_source=Who%20are%20you%20web%20page
[3] https://www.salesforce.com/blog/2018/12/deliver-personalization-promise-2019.html
[3] https://retailapp.com/five-trends-shaping-the-future-of-retail/
[2] https://shar.es/a1T7YY
[2] https://shar.es/a1T7J2
[2] https://shar.es/a1T7kS
[2] https://shar.es/a1T7F1
[2] https://shar.es/a1T7Tx
[2] https://shar.es/a1Pfr6
[2] https://www.bestofx.org/blog

Top URLs in Tweet in G6:
[1] http://www.scmr.com/article/a_new_day_for_picking_robots
[1] https://www.raconteur.net/infographics/smart-shopping

Top URLs in Tweet in G7:
[3] https://www.retaildive.com/news/45-of-online-shoppers-complete-purchases-via-mobile/544378/
[3] https://www.forbes.com/sites/forbesagencycouncil/2018/10/02/seven-tips-to-leverage-augmented-reality-for-your-brand/
[2] https://www.accustore.com/bigshow-2019/?utm_source=linkedin&utm_medium=social&utm_campaign=press-release
[2] https://marketscale.com/industries/retail/walking-the-line-between-creepy-and-helpful-the-challenge-for-digital-marketers-with-trevor-sumner-of-perch-interactive/
[2] https://biztechmagazine.com/article/2018/03/what-retailers-must-know-successfully-launch-ai-and-ar
[2] https://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waizKdvQ4gCV8Lcp0/KUGwEa
[2] https://www.orderdynamics.com/blog/what-to-see-at-nrf-2019/?utm_campaign=Blog%20Posts&utm_content=81564763&utm_medium=social&utm_source=twitter&hss_channel=tw-2285495274
[1] https://www.perchinteractive.com/retail-marketing-blog/2018/4/20/why-retailers-are-acquiring-companies-at-a-breakneck-pace-infographic
[1] https://twitter.com/advancingretail/status/1060034486920826880
[1] https://www.pymnts.com/news/omnicommerce/2018/perch-connected-commerce-ar/?avn

Top URLs in Tweet in G8:
[4] https://risnews.com/next-stop-nrf-big-show
[4] https://risnews.com/mastering-power-synchronized-retailing
[3] https://risnews.com/2018-mobile-products-and-solutions-guide-mobile-first-enterprise
[3] https://risnews.com/experiential-retailing-mobiles-role-connecting-consumer
[2] https://risnews.com/2019-ris-software-leaderboard
[2] https://risnews.com/ris-top-10-retail-technology-articles-2018
[2] https://risnews.com/top-7-retail-technology-trends-watch-2019
[2] https://risnews.com/unified-commerce-drives-faster-fulfillment
[2] https://risnews.com/2019-retail-tech-innovators
[2] https://risnews.com/raising-your-price-strategy-iq-0

Top URLs in Tweet in G9:
[2] https://www.retailtechnews.com/2018/12/10/retail-tech-landscape-nmpi/
[1] https://www.twice.com/retailing/jd-com-is-out-to-rescue-retail
[1] https://www.thedrum.com/industryinsights/2018/12/20/the-year-retail-reimagination-and-transformation
[1] https://www.retailtechnews.com/2018/12/18/human-interaction-key-customer-satisfaction/
[1] https://www.bloomberg.com/news/articles/2018-12-15/meet-millie-the-avatar-she-d-like-to-sell-you-a-pair-of-sunglasses
[1] https://www.forbes.com/sites/michellegrant/2018/12/14/where-retailers-are-placing-their-omnichannel-bets-in-2019/#6a292c3b7e29
[1] https://www.theverge.com/2018/12/21/18151738/walmart-eavesdrop-patent-customer-employee-privacy?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://magic-leap.reality.news/news/lowes-unleashes-its-magic-leap-one-app-time-for-holiday-shopping-season-0191517/
[1] https://www.wsj.com/articles/amazon-targets-unprofitable-items-with-a-sharper-focus-on-the-bottom-line-11544965201
[1] https://techcrunch.com/2018/12/17/careem-launches-delivery-service-as-it-nears-closing-a-massive-round/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+Techcrunch+(TechCrunch)

Top URLs in Tweet in G10:
[2] https://www.forbes.com/sites/danielnewman/2018/12/16/top-4-digital-transformation-trends-in-retail-for-2019/#5611af72aa2b
[2] https://www.essentialretail.com/comments/john-lewis-on-retail-technology/
[1] https://www.fastcompany.com/90285098/canada-gooses-cold-room-was-the-best-retail-experience-i-had-this-year?partner=rss&utm_source=rss&utm_medium=feed&utm_campaign=rss+fastcompany&utm_content=rss
[1] https://www.axios.com/retail-robots-delivery-shelves--9a760d08-90a3-4661-8604-93ae38eea37b.html
[1] https://dy.si/KW8g9C
[1] https://www.linkedin.com/pulse/digital-transformation-retail-using-technology-way-we-fitzpatrick/
[1] https://www.essentialretail.com/news/editors-letter-a-look-back-at-2018
[1] https://retailtechinnovationhub.com/home/2018/12/14/starbucks-develops-unified-china-virtual-store-via-alibaba-tech
[1] https://www.paymentscardsandmobile.com/payments-predictions-for-2019/
[1] http://www.retail-systems.com/rs/Zalando_Smart_Door_Technology_Test.php

Top Domains
Top Domains in Tweet in Entire Graph:
[89] raconteur.net
[69] twitter.com
[35] risnews.com
[27] marcrudov.com
[25] 101blockchains.com
[23] forbes.com
[22] retailtechinnovationhub.com
[21] youtube.com
[19] medium.com
[19] nodexlgraphgallery.org

Top Domains in Tweet in G1:
[24] 101blockchains.com
[4] simpliv.com
[4] raconteur.net
[4] twitter.com
[3] aeris.com
[2] nodexlgraphgallery.org
[2] businessinsider.fr

Top Domains in Tweet in G2:
[20] raconteur.net
[18] retailtechinnovationhub.com
[15] nodexlgraphgallery.org
[8] ailatech.com
[6] ipsos-retailperformance.com
[4] nrf.com
[3] fashnerd.com
[3] springwise.com
[2] calendly.com
[2] twitter.com

Top Domains in Tweet in G3:
[60] raconteur.net
[31] twitter.com
[27] marcrudov.com
[18] medium.com
[7] thesiliconreview.com
[7] retail-insight-network.com
[7] usatoday.com
[6] worldlinkintegration.com
[5] forbes.com
[5] lsretail.com

Top Domains in Tweet in G4:
[10] twitter.com
[4] paymentdepot.com
[2] nodexlgraphgallery.org
[2] raconteur.net

Top Domains in Tweet in G5:
[14] shar.es
[8] twitter.com
[7] lnkd.in
[6] forbes.com
[5] geoblink.com
[4] retailapp.com
[3] co.uk
[3] displaydata.com
[3] techcrunch.com
[3] salesforce.com

Top Domains in Tweet in G6:
[1] scmr.com
[1] raconteur.net

Top Domains in Tweet in G7:
[8] forbes.com
[4] retaildive.com
[3] perchinteractive.com
[2] accustore.com
[2] marketscale.com
[2] youtube.com
[2] biztechmagazine.com
[2] po.st
[2] orderdynamics.com
[1] twitter.com

Top Domains in Tweet in G8:
[31] risnews.com
[4] pardot.com
[2] shelvspace.com
[2] retailwire.com
[2] displaydata.com
[2] buff.ly
[1] revionics.com
[1] techcrunch.com
[1] trib.al
[1] jet.com

Top Domains in Tweet in G9:
[4] techcrunch.com
[3] retailtechnews.com
[1] twice.com
[1] thedrum.com
[1] bloomberg.com
[1] forbes.com
[1] theverge.com
[1] reality.news
[1] wsj.com
[1] thecurrentdaily.com

Top Domains in Tweet in G10:
[5] essentialretail.com
[4] retail-systems.com
[4] retaildive.com
[3] retailtechinnovationhub.com
[2] forbes.com
[1] fastcompany.com
[1] axios.com
[1] dy.si
[1] linkedin.com
[1] paymentscardsandmobile.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1472] retailtech
[839] retail
[458] ai
[377] tech
[357] ar
[354] iot
[306] ecommerce
[233] robotics
[228] innovation
[228] marketing



Top Hashtags in Tweet in G1:
[123] retailtech
[88] retail
[86] ar
[83] ai
[83] iot
[70] artificialintelligence
[50] fintech
[46] blockchain
[29] tech
[27] technology

Top Hashtags in Tweet in G2:
[269] retailtech
[217] retail
[108] ar
[82] nrf2019
[78] ecommerce
[73] ai
[68] tech
[65] marketing
[64] japan
[60] brand

Top Hashtags in Tweet in G3:
[380] retailtech
[192] retail
[161] tech
[155] ai
[141] fintech
[122] marketing
[106] ecommerce
[102] media
[101] radio
[101] tv

Top Hashtags in Tweet in G4:
[152] retailtech
[132] retail
[42] alibaba
[38] amazongo
[36] ar
[36] tech
[30] china
[29] vr
[27] ebay
[21] christmas

Top Hashtags in Tweet in G5:
[124] retailtech
[50] retail
[16] ai
[16] ecommerce
[10] technology
[8] customerexperience
[8] marketingtechnology
[8] iot
[8] retailtrends
[8] bigdata

Top Hashtags in Tweet in G6:
[72] innovation
[61] robotics
[55] robots
[55] tech
[55] ai
[52] iot
[35] efficiency
[26] robotic
[16] robot
[16] dog

Top Hashtags in Tweet in G7:
[51] retailtech
[31] retail
[10] augmentedreality
[10] ar
[9] ai
[8] tech
[5] cx
[5] retailers
[5] omnichannel
[4] nrf2019

Top Hashtags in Tweet in G8:
[49] retailtech
[28] retail
[6] nrf2019
[6] ai
[4] mobile
[4] cpg
[4] fmcg
[4] shelvspace
[3] ebook
[3] customerexperience

Top Hashtags in Tweet in G9:
[17] retailtech
[8] retail
[8] retailtrends
[3] ecommerce
[3] logistical
[3] supplychain
[3] data
[3] marketing
[3] prowess
[3] us

Top Hashtags in Tweet in G10:
[35] retailtech
[11] retailexpo19
[5] ai
[4] payments
[4] retailtrends
[3] cx
[3] retailpredictions
[2] blockchain
[2] personalisation
[2] rbte2019

Top Words
Top Words in Tweet in Entire Graph:
[1573] Words in Sentiment List#1: Positive
[280] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[45109] Non-categorized Words
[46962] Total Words
[1479] retailtech
[1325] retail
[478] ai
[435] tech
[362] ar

Top Words in Tweet in G1:
[170] thefuturist007
[123] retailtech
[106] jblefevre60
[94] retail
[86] ar
[85] spirosmargaris
[83] ai
[83] iot
[79] robots
[72] warehouse

Top Words in Tweet in G2:
[331] retail
[270] retailtech
[199] evankirstel
[111] ar
[84] marketing
[82] nrf2019
[78] tech
[78] ecommerce
[75] ai
[72] store

Top Words in Tweet in G3:
[383] retailtech
[377] retail
[178] tech
[161] ai
[141] fintech
[126] marketing
[123] gt
[116] more
[110] startups
[106] media

Top Words in Tweet in G4:
[152] retailtech
[142] retail
[132] mikequindazzi
[111] mvollmer1
[104] paula_piccard
[80] robotic
[78] checkout
[78] scan
[78] bag
[78] groceries

Top Words in Tweet in G5:
[124] retailtech
[96] retail
[23] ai
[20] technology
[18] ecommerce
[18] more
[14] shopping
[14] store
[14] digital
[13] 2019

Top Words in Tweet in G6:
[72] innovation
[61] robotics
[61] system
[61] robots
[55] tech
[55] ai
[52] iot
[35] pbalakrishnarao
[35] delivery
[35] cuts

Top Words in Tweet in G7:
[51] retailtech
[45] retail
[15] retailers
[14] trevorsumner
[13] tech
[13] forbes
[12] products
[12] out
[11] perchexperience
[10] augmentedreality

Top Words in Tweet in G8:
[49] retailtech
[38] retail
[10] new
[9] miss
[9] 2019
[9] mobile
[8] risnewsinsights
[8] cstorenews_
[7] top
[7] shelvspace

Top Words in Tweet in G9:
[17] retailtech
[9] retail
[8] retailtrends
[5] jd_corporate
[4] w
[4] help
[4] techcrunch
[3] retailtech_news
[3] ecommerce
[3] bringing

Top Words in Tweet in G10:
[35] retailtech
[19] retail
[14] trends
[11] retailexpo19
[9] 2019
[9] tech
[9] payments
[9] rbtexpo
[8] more
[8] payment

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[309] retail,retailtech
[207] retailtech,retail
[137] marketing,ecommerce
[129] retail,brand
[129] brand,marketing
[119] future,retail
[110] robotic,checkout
[106] ecommerce,robotics
[104] warehouse,run
[104] run,60

Top Word Pairs in Tweet in G1:
[72] warehouse,run
[72] run,60
[70] watch,happens
[70] happens,place
[70] place,order
[70] order,warehouse
[70] 60,ultra
[70] ultra,efficient
[70] efficient,robots
[70] robots,artificialintelligence

Top Word Pairs in Tweet in G2:
[104] retailtech,retail
[61] marketing,ecommerce
[60] retail,brand
[60] brand,marketing
[49] ecommerce,robotics
[38] retail,ai
[36] future,retail
[36] ai,tech
[35] retail,retailtech
[35] tech,japan

Top Word Pairs in Tweet in G3:
[102] fintech,retailtech
[101] radio,tv
[101] tv,csuite
[101] csuite,vc
[101] vc,privateequity
[101] privateequity,media
[101] media,fintech
[101] retailtech,founder
[99] cxo,radio
[98] chiefexecutive,f500

Top Word Pairs in Tweet in G4:
[82] retail,retailtech
[78] robotic,checkout
[78] checkout,scan
[78] scan,bag
[78] bag,groceries
[78] groceries,retail
[70] retailtech,mikequindazzi
[70] mikequindazzi,jeffreyhayzlett
[69] paula_piccard,robotic
[67] jeffreyhayzlett,mvollmer1

Top Word Pairs in Tweet in G5:
[23] retail,retailtech
[7] retail,technology
[6] pos,system
[5] digital,signage
[5] ecommerce,onlineshopping
[4] future,retail
[4] video,retail
[4] system,marketingtechnology
[4] marketingtechnology,possystem
[4] retailtech,retailit

Top Word Pairs in Tweet in G6:
[52] tech,iot
[52] iot,ai
[37] robots,tech
[35] robotics,delivery
[35] delivery,system
[35] system,cuts
[35] cuts,labor
[35] labor,costs
[35] costs,increases
[35] increases,efficiency

Top Word Pairs in Tweet in G7:
[10] check,out
[7] retail,retailtech
[6] great,post
[6] post,bcgpr
[6] bcgpr,happening
[6] happening,retail
[6] retail,driven
[6] driven,enabling
[6] enabling,retailtech
[6] retailtech,skillsets

Top Word Pairs in Tweet in G8:
[20] retail,retailtech
[5] retail,technology
[4] nrf2019,retail
[4] new,targeted
[4] targeted,research
[4] research,mastering
[4] mastering,power
[4] power,synchronized
[4] synchronized,retailing
[4] cstorenews_,credit

Top Word Pairs in Tweet in G9:
[4] retail,retailtech
[3] jd_corporate,bringing
[3] bringing,two
[3] two,decades
[3] decades,logistical
[3] logistical,supplychain
[3] supplychain,data
[3] data,driven
[3] driven,marketing
[3] marketing,prowess

Top Word Pairs in Tweet in G10:
[6] tech,zone
[5] 2019,retailtech
[5] 2018,retail
[5] zone,retailexpo19
[4] showing,best
[4] trends,2019
[4] retail,prophet
[4] prophet,ceo
[4] ceo,founder
[4] founder,doug

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@evankirstel
@thefuturist007
@paula_piccard
@mikequindazzi
@jblefevre60
@spirosmargaris
@mvollmer1
@vladobotsvadze
@jeffreyhayzlett
@ste

Top Mentioned in G1:
@thefuturist007
@jblefevre60
@spirosmargaris
@mclynd
@diioanni
@paula_piccard
@101blockchains
@mikequindazzi
@jeffreyhayzlett
@mvollmer1

Top Mentioned in G2:
@evankirstel
@giovanni_diraco
@pa
@rtih_retailtech
@paula_piccard
@dez_blanchfield
@kevin_jackson
@rajat_shrimal
@mikequindazzi
@nike

Top Mentioned in G3:
@vladobotsvadze
@marcrudov
@antgrasso
@raconteu
@hayekgaby
@cstorenews_
@evankirstel
@lsretailchat
@raconteur
@alibabagroup

Top Mentioned in G4:
@mikequindazzi
@paula_piccard
@mvollmer1
@jeffreyhayzlett
@ste
@fabriziobustama
@spirosmargaris
@securepayaus
@tictoc
@pawlowskimario

Top Mentioned in G5:
@smallbizrescafe
@bamitav
@huclinkofficiel

Top Mentioned in G6:
@pbalakrishnarao
@julez_norton
@intengineering
@scallog
@ronald_vanloon
@wef
@khalidhamdan0
@paula_piccard
@vladobotsvadze
@spirosmargaris

Top Mentioned in G7:
@trevorsumner
@forbes
@perchexperience
@ipcmobile
@bcgpr
@nrfnews
@biztechmagazine
@cheddar
@evankirstel
@nrfbigshow

Top Mentioned in G8:
@risnewsinsights
@cstorenews_
@retailwire
@mi9retail
@fujitsuamerica
@workjam
@displaydata
@hp
@shelvspace
@celeranttech

Top Mentioned in G9:
@techcrunch
@jd_corporate
@lookforwardhub
@nmpi_digital
@retailtech_news
@bloomberg
@jonrussell
@intel
@twiceonline
@thedrum

Top Mentioned in G10:
@rbtexpo
@retaildive
@retailprophet
@mspartners
@hipay
@theretailexpo
@alysfitz
@essretail
@suzohappeu
@imageholders

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@arkangelscrap
@piyuanker12
@sectest9
@javascriptd
@nosqldigest
@indiegametrends
@evankirstel
@pinkroses4love
@businessinsider

Top Tweeters in G1:
@arkangelscrap
@thomaspower
@gvalan
@gigabytemag
@kuriharan
@vanalich
@overlordtha
@greco_james
@mediapython
@stanleyepstein

Top Tweeters in G2:
@piyuanker12
@sectest9
@evankirstel
@billnigh
@richsimmondsza
@trippbraden
@wsj
@cnbc
@mjoehlerich
@digitaljournal

Top Tweeters in G3:
@nosqldigest
@indiegametrends
@fintechna
@chidambara09
@foxnews
@calcaware
@nicochan33
@usatoday
@technowornever
@foxbusiness

Top Tweeters in G4:
@marshawright
@marshacollier
@akwyz
@compellingsites
@rjlayalawilt
@sachatb
@profdrpassos
@drnewbold
@1mikeyob
@jrobertson

Top Tweeters in G5:
@pinkroses4love
@smallbizrescafe
@bamitav
@theiotwarehouse
@carribugbee
@wswmuc
@cdillmann
@mariahalkias
@amandacosco
@ricardo_belmar

Top Tweeters in G6:
@biconnections
@machinelearnflx
@grattonboy
@grattongirl
@openmarketingtv
@michaelpurvis64
@ene3112
@wef
@tunnelbreeze
@rtehrani

Top Tweeters in G7:
@forbes
@trendhunter
@mogulazam
@pymnts
@inmarietstellas
@cbronline
@biztechmagazine
@mansareen
@stevenpdennis
@cheddar

Top Tweeters in G8:
@foodmfguk
@stevemillersf
@hp
@retailwire
@pgrocer
@planetretailrng
@oracle
@vanprobsolution
@esri
@simoneknaap

Top Tweeters in G9:
@techcrunch
@thedrum
@verge
@jonrussell
@advancingretail
@kroger
@stefanetienne
@twiceonline
@sarahintampa
@bloomberg

Top Tweeters in G10:
@technojederbig
@retailprophet
@guidokerkhof
@retaildive
@r
@tony_daurora
@apgcashdrawer
@biztechia
@essretail
@cl_baldwin


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