#retailtech, Twitter, 1/24/2019 9:00:31 AM, 183028


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#retailtech_2019-01-24_00-29-05.xlsx
#retailtech_2019-01-24_00-29-05.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 24, 2019
Short Description:
#retailtech via NodeXL http://bit.ly/2DxyDIN
@evankirstel
@nrfbigshow
@rajat_shrimal
@jblefevre60
@rtih_retailtech
@pbalakrishnarao
@paula_piccard
@thefuturist007
@unishopit
@nodexl

Top hashtags:
#retailtech
#retail
#ai
#nrf2019
#iot
#ar
#tech
#robotics
#innovation

Description:
Description
The graph represents a network of 3,262 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 Thursday, 24 January 2019 at 08:30 UTC.

The requested start date was Thursday, 24 January 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 6-hour, 9-minute period from Thursday, 10 January 2019 at 18:44 UTC to Thursday, 24 January 2019 at 00:53 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 : 3262
Unique Edges : 6985
Edges With Duplicates : 3739
Total Edges : 10724
Number of Edge Types : 3
Mentions : 9858
Tweet : 813
Replies to : 53
Self-Loops : 813
Reciprocated Vertex Pair Ratio : 0.02920095566764
Reciprocated Edge Ratio : 0.0567449058550426
Connected Components : 257
Single-Vertex Connected Components : 143
Maximum Vertices in a Connected Component : 2731
Maximum Edges in a Connected Component : 10020
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.918208
Graph Density : 0.000728938755795364
Modularity : 0.482849
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://www.business.att.com/industries/retail.html
[21] https://wwd.com/business-news/technology/att-think-tank-1202867988/#utm_medium=social&utm_source=twitter&utm_campaign=social_bar&utm_content=bottom_amp&utm_id=1202867988
[15] http://MarcRudov.com
[15] https://www.networkworld.com/article/3332688/internet-of-things/iot-for-retailers-opportunities-and-challenges.html
[13] https://almujarad.ae/
[11] https://wwd.com/business-news/technology/att-think-tank-1202867988/
[10] https://medium.com/mcartprotocol/mcart-2-0-demo-and-dinner-reception-in-nyc-with-some-of-the-biggest-players-in-media-retail-and-e983a9032119
[10] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[10] http://aka.tv
[10] https://news.microsoft.com/europe/features/technology-luxury-brands-and-retail-a-fashionable-combination/?ocid=FY19_soc_omc_br_tw_Loreal

Top URLs in Tweet in G1:
[6] https://www.business.att.com/industries/retail.html
[5] https://wwd.com/business-news/technology/att-think-tank-1202867988/#utm_medium=social&utm_source=twitter&utm_campaign=social_bar&utm_content=bottom_amp&utm_id=1202867988
[5] https://www.simpliv.com/search/sub-category/designtool/?Twitter-*SEO
[3] https://wwd.com/business-news/technology/att-think-tank-1202867988/
[3] http://aka.tv
[3] https://www.networkworld.com/article/3332688/internet-of-things/iot-for-retailers-opportunities-and-challenges.html
[3] https://na.panasonic.com/us/trends/reinventing-customer-experience-store-stadium
[3] https://twitter.com/Paula_Piccard/status/1084871394809262081
[2] http://bit.ly/ATTRetailPassport
[2] https://www.lesnumeriques.com/four/amazonbasics-microwave-p46231/amazon-se-lance-dans-electromenager-avec-four-a-micro-ondes-n78405.html

Top URLs in Tweet in G2:
[16] https://wwd.com/business-news/technology/att-think-tank-1202867988/#utm_medium=social&utm_source=twitter&utm_campaign=social_bar&utm_content=bottom_amp&utm_id=1202867988
[15] https://www.business.att.com/industries/retail.html
[11] https://www.networkworld.com/article/3332688/internet-of-things/iot-for-retailers-opportunities-and-challenges.html
[10] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[8] https://wwd.com/business-news/technology/att-think-tank-1202867988/
[7] https://event.webcasts.com/starthere.jsp?ei=1226811&tp_key=2a2e958087&sti=social
[7] https://risnews.com/latest-news
[6] https://risnews.com/top-women-retail-tech-2019
[6] https://risnews.com/best-nrf-2019-top-10-takeaways
[6] http://aka.tv

Top URLs in Tweet in G3:
[3] https://twitter.com/i/web/status/1083243591764340741
[2] https://www.recode.net/2019/1/4/18166934/amazon-go-stores-revenue-estimates-cashierless
[2] https://soc.re/mGQwibXa
[1] https://www.securitysales.com/surveillance/video-analytics-algorithm/
[1] https://blogs.cisco.com/cin/competing-to-win-in-the-high-stakes-world-of-cisco-branded-merchandise?utm_source=feedburner&utm_medium=email&utm_campaign=Feed:+CiscoBlogCiscoInteractionNetwork+(TechWiseTV)
[1] https://blog.delaplex.com/api-development?utm_campaign=Learning%20Blogs&utm_content=82439683&utm_medium=social&utm_source=twitter&hss_channel=tw-426849317
[1] https://info.delaplex.com/meet-dp-at-nrf2019?utm_campaign=2019%20Trade%20Shows&utm_content=82435547&utm_medium=social&utm_source=twitter&hss_channel=tw-426849317
[1] https://info.delaplex.com/meet-dp-at-nrf2019?utm_campaign=2019%20Trade%20Shows&utm_content=82435549&utm_medium=social&utm_source=twitter&hss_channel=tw-426849317
[1] https://delaplex.com/portfolio/apto-solutions/?utm_campaign=Learning%20Blogs&utm_content=82439671&utm_medium=social&utm_source=twitter&hss_channel=tw-426849317
[1] https://info.delaplex.com/meet-dp-at-nrf2019?utm_campaign=2019%20Trade%20Shows&utm_content=82435556&utm_medium=social&utm_source=twitter&hss_channel=tw-426849317

Top URLs in Tweet in G4:
[3] https://undeveloped.com/buy-domain/tvupgrades.com?redirected=true&tld=com
[2] https://www.ecommercetimes.com/story/85766.html?rss=1
[2] https://www.ecommercetimes.com/
[2] https://twitter.com/Paula_Piccard/status/1084389593552609280
[2] https://www.frenchweb.fr/nrf-2019-3-entreprises-retailtech-americaines-a-decouvrir/343940
[2] https://www.retaildive.com/news/5-retail-technology-trends-to-watch-in-2019/545662/
[2] https://www.lexology.com/library/detail.aspx?g=bbdc5336-4e87-45e5-9a8c-57a603289728
[2] http://www.postrecession.com/
[2] https://www.ft.com/content/69c25116-1ac1-11e9-9e64-d150b3105d21
[2] https://acuvate.com/blog/top-retail-industry-trends-to-watch-for-in-2019/

Top URLs in Tweet in G5:
[4] https://www.practicalecommerce.com/3-strategies-to-fulfill-like-amazon
[3] https://www.retaildive.com/news/amazon-go-could-generate-45b-with-plan-for-3k-stores/545377/
[3] http://www.retail-systems.com/rs/Laura_Ashley_Chooses_Oracle_For_Customised_Websites.php
[3] https://www.bizcommunity.com/shorturlclick.aspx?url=http%3a%2f%2fbizcom.to%3a80%2f1%2f3zn5&referrer=
[2] https://readwrite.com/2019/01/16/how-ecommerce-businesses-can-take-advantage-of-ai/
[2] http://www.retail-systems.com/rs/Shoppers_To_Spend_25bn_On_Smart_Devices_In_2019.php
[2] https://biztechmagazine.com/article/2019/01/nrf-2019-promise-surveillance-data-retail-operations
[2] https://footwearnews.com/2019/business/retail/nrf-show-technology-toshiba-nedap-stockx-1202728889/
[2] https://twitter.com/retailproptech/status/1079460118243299328
[1] https://dy.si/Zogz8

Top URLs in Tweet in G6:
[3] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/WMs01l
[2] https://www.businessinsider.com/walmart-exec-explains-scan-and-go-cancellation-future-2019-1
[2] https://twitter.com/msretail/status/1087838335006138374
[2] https://www.axios.com/main-street-digitalization-stores-china-kroger-94800609-766d-45b3-9e9c-61bedabb89ac.html
[2] https://twitter.com/vue_ai/status/1087562055148744705
[2] https://www.instagram.com/vue.ai/?utm_content=82548468&utm_medium=social&utm_source=twitter&hss_channel=tw-4778239447
[1] https://www.engadget.com/2019/01/11/caper-smart-shopping-cart/
[1] https://twitter.com/mashable/status/1084547381557907456/video/1
[1] https://www.directsellingnews.com/6-retail-tech-trends-that-go-beyond-competing-against-amazon/
[1] https://twitter.com/GlenGilmore/status/1084551355732291585

Top URLs in Tweet in G7:
[10] https://news.microsoft.com/europe/features/technology-luxury-brands-and-retail-a-fashionable-combination/?ocid=FY19_soc_omc_br_tw_Loreal
[8] https://nadimo.com/2018/12/07/088-generational-loyalty-in-ecommerce-and-does-it-matter/
[8] https://www.youtube.com/watch?v=lmICMmh65XE&feature=youtu.be

[7] https://www.npmjs.com/package/ecommerce-ui-nuggets
[5] https://www.slideshare.net/brandenmoskwa/generational-loyalty-in-ecommerce-does-it-matter
[2] https://www.fastcompany.com/90281205/the-surprisingly-bright-future-of-retail
[2] https://blog.vendhq.com/post/64901831186/choosing-a-pos-system-mistakes
[2] https://www.capgemini.com/research/building-the-retail-superstar-how-unleashing-ai-across-functions-offers-a-multi-billion-dollar-opportunity/?twitter=@aneeshnair
[2] https://steadyserv.com/blog/when-is-a-30-increase-in-beer-revenue-not-good-enough/
[2] https://steadyserv.com/blog/is-your-staff-working-for-you-or-against-you-in-delivering-a-good-experience/

Top URLs in Tweet in G8:
[9] https://medium.com/mcartprotocol/mcart-2-0-demo-and-dinner-reception-in-nyc-with-some-of-the-biggest-players-in-media-retail-and-e983a9032119
[7] https://www.pymnts.com/news/retail/2017/vantivs-nicole-jass-talks-big-data-smbs/?utm_content=82441276&utm_medium=social&utm_source=twitter&hss_channel=tw-1460292888
[5] https://medium.com/mcartprotocol/why-blockchain-will-drive-push-advertising-into-the-ground-f7977e1b9934
[5] https://www.linkedin.com/pulse/retailers-you-ready-c-commerce-sam-cabrera-1/
[5] http://www.aeris.com/?utm_campaign=Aeris
[5] Infographics
[5] August
[5] 2018&utm_content=82772726&utm_medium=social&utm_source=twitter&hss_channel=tw-137776122
[4] https://medium.com/mcartprotocol/moving-beyond-the-omnichannel-to-cross-pollinated-commerce-5ee5c79474e9
[4] https://mavatar.com/user-testimonials

Top URLs in Tweet in G9:
[15] http://MarcRudov.com
[4] http://brandisdestiny.com/
[4] https://marcrudov.com/article/2019/01/15/why-men-should-boycott-gillette/
[2] Dive
[2] https://twitter.com/LVMH/status/1087763132104302592
[2] http://marcrudov.com/Services/
[2] https://www.retailtechnews.com/2019/01/22/how-retailers-cpg-brands-can-boost-in-store-visits/
[2] https://www.frenchweb.fr/nrf-2019-comment-les-dnvb-cette-nouvelle-generation-de-marques-semparent-du-retail/344237
[2] https://twitter.com/MarketWatch/status/1083631953952280576
[2] https://twitter.com/CNBC/status/1085674710606757889

Top URLs in Tweet in G10:
[1] https://twitter.com/shyft/status/1084900085392015360
[1] https://twitter.com/Getronics/status/1085160095447683072
[1] https://twitter.com/KFCurtin/status/1084986634192465920
[1] https://twitter.com/ToshibaCommerce/status/1084916321127665664
[1] https://twitter.com/ToshibaCommerce/status/1085240959745642496
[1] https://twitter.com/DatalogicGroup/status/1085120368166215681
[1] https://twitter.com/EnactorUK/status/1085129188204515328
[1] https://twitter.com/ecrebo/status/1085169237721866242
[1] https://twitter.com/digimarc/status/1085216333946470400
[1] https://twitter.com/ns8inc/status/1085248580011450368

Top Domains
Top Domains in Tweet in Entire Graph:
[175] twitter.com
[41] risnews.com
[39] medium.com
[35] nodexlgraphgallery.org
[34] retailtechinnovationhub.com
[34] wwd.com
[29] forbes.com
[28] youtube.com
[26] okt.to
[26] att.com

Top Domains in Tweet in G1:
[20] twitter.com
[8] wwd.com
[6] att.com
[5] simpliv.com
[4] networkworld.com
[3] aka.tv
[3] bit.ly
[3] panasonic.com
[3] venturebeat.com
[3] dy.si

Top Domains in Tweet in G2:
[38] risnews.com
[33] twitter.com
[32] nodexlgraphgallery.org
[32] retailtechinnovationhub.com
[24] wwd.com
[18] att.com
[17] okt.to
[12] networkworld.com
[10] dragonforms.com
[10] forbes.com

Top Domains in Tweet in G3:
[5] delaplex.com
[3] twitter.com
[3] soc.re
[2] recode.net
[1] securitysales.com
[1] cisco.com

Top Domains in Tweet in G4:
[16] twitter.com
[12] lnkd.in
[5] forbes.com
[5] ecommercetimes.com
[4] t.co
[3] youtube.com
[3] yarr.tv
[3] businesswire.com
[3] undeveloped.com
[2] okt.to

Top Domains in Tweet in G5:
[14] dy.si
[13] twitter.com
[9] retail-systems.com
[6] po.st
[4] biztechmagazine.com
[4] practicalecommerce.com
[4] retaildive.com
[3] techcrunch.com
[3] essentialretail.com
[3] bizcommunity.com

Top Domains in Tweet in G6:
[10] twitter.com
[3] po.st
[3] axios.com
[3] instagram.com
[2] businessinsider.com
[2] vue.ai
[1] engadget.com
[1] directsellingnews.com
[1] scienceinsidernews.com
[1] xinhuanet.com

Top Domains in Tweet in G7:
[13] youtube.com
[11] microsoft.com
[8] nadimo.com
[7] npmjs.com
[7] twitter.com
[5] slideshare.net
[5] steadyserv.com
[3] linkedin.com
[2] fastcompany.com
[2] github.com

Top Domains in Tweet in G8:
[31] medium.com
[12] forbes.com
[11] pymnts.com
[7] linkedin.com
[5] aeris.com
[5] theshoppad.com
[4] mavatar.com
[3] aka.tv
[3] retail-insight-network.com
[3] datameer.com

Top Domains in Tweet in G9:
[32] twitter.com
[24] marcrudov.com
[5] venturebeat.com
[4] brandisdestiny.com
[3] techcrunch.com
[3] frenchweb.fr
[2] wsj.com
[2] fastcompany.com
[2] bfmtv.com
[2] wwd.com

Top Domains in Tweet in G10:
[11] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3544] retailtech
[1775] retail
[1588] ai
[1317] nrf2019
[1000] iot
[655] ar
[578] tech
[405] robotics
[346] innovation
[344] ecommerce



Top Hashtags in Tweet in G1:
[1231] retailtech
[884] ai
[722] retail
[605] iot
[412] nrf2019
[398] ar
[179] robotics
[127] ces2019
[123] tech
[75] factory

Top Hashtags in Tweet in G2:
[908] retailtech
[515] nrf2019
[506] retail
[227] ai
[181] tech
[177] iot
[166] robotics
[148] innovation
[134] ecommerce
[103] marketing

Top Hashtags in Tweet in G3:
[178] retailtech
[163] ai
[94] artificialintelligence
[86] tech
[86] nrf2019
[78] retail
[47] technology
[12] robotics
[10] innovation
[10] selfdriving

Top Hashtags in Tweet in G4:
[178] retailtech
[79] retail
[26] nrf2019
[15] technology
[14] ai
[11] innovation
[11] iot
[9] ar
[9] ecommerce
[8] ces2019

Top Hashtags in Tweet in G5:
[135] retailtech
[71] nrf2019
[58] retail
[35] ecommerce
[15] ai
[14] cdwsocial
[13] innovation
[13] ar
[10] cx
[10] cdwgetsretail

Top Hashtags in Tweet in G6:
[103] ar
[97] iot
[96] vr
[96] mr
[91] virtualreality
[54] retailtech
[32] nrf2019
[25] ai
[24] retail
[19] augmentedreality

Top Hashtags in Tweet in G7:
[81] retailtech
[34] ecommerce
[31] retail
[18] ces2019
[17] nrf2019
[16] ai
[13] innovation
[13] omnichannel
[13] fashiontech
[12] nuggets

Top Hashtags in Tweet in G8:
[143] retailtech
[71] retail
[51] ai
[46] omnichannel
[43] blockchain
[33] tech
[24] b2b
[22] ecommerce
[22] iot
[21] bigdata

Top Hashtags in Tweet in G9:
[144] retailtech
[79] ceo
[78] tech
[76] cxo
[76] radio
[76] tv
[76] csuite
[76] vc
[76] privateequity
[76] media

Top Hashtags in Tweet in G10:
[57] augmentedreality
[57] nrf19
[23] toshibacommerce
[19] nrf2019
[19] retailtech
[17] toshiba
[16] empoweringretail
[15] retail
[5] zappar
[2] frictionlessshopping

Top Words
Top Words in Tweet in Entire Graph:
[3077] Words in Sentiment List#1: Positive
[679] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[100879] Non-categorized Words
[104635] Total Words
[3549] retailtech
[2295] retail
[1632] ai
[1496] evankirstel
[1324] nrf2019

Top Words in Tweet in G1:
[1231] retailtech
[1048] evankirstel
[885] ai
[746] retail
[702] jblefevre60
[608] iot
[562] future
[452] mt
[412] nrf2019
[410] ar

Top Words in Tweet in G2:
[911] retailtech
[693] retail
[521] nrf2019
[408] evankirstel
[239] tech
[234] ai
[192] iot
[186] nrfbigshow
[176] innovation
[173] robotics

Top Words in Tweet in G3:
[178] retailtech
[163] ai
[153] grocery
[150] rajat_shrimal
[94] artificialintelligence
[94] rajat_s
[86] tech
[86] nrf2019
[83] retail
[77] new

Top Words in Tweet in G4:
[178] retailtech
[118] retail
[26] nrf2019
[23] retailers
[23] technology
[21] 2019
[21] tech
[17] customer
[16] new
[16] more

Top Words in Tweet in G5:
[135] retailtech
[73] retail
[71] nrf2019
[45] ecommerce
[32] perchexperience
[30] cdw_uk
[24] biztechmagazine
[23] international
[22] 3173
[21] nrfbigshow

Top Words in Tweet in G6:
[191] ar
[97] iot
[96] app
[96] vr
[96] mr
[91] virtualreality
[90] uses
[90] buy
[89] shoes
[89] before

Top Words in Tweet in G7:
[81] retailtech
[73] retail
[43] ecommerce
[28] ust
[26] microsoft
[25] loyalty
[22] glasheenjasmin1
[21] podcast
[21] generational
[21] matter

Top Words in Tweet in G8:
[145] retailtech
[82] retail
[59] ai
[47] blockchain
[46] omnichannel
[36] tech
[24] b2b
[23] iot
[22] store
[22] ecommerce

Top Words in Tweet in G9:
[144] retailtech
[80] ceo
[78] tech
[77] radio
[76] cxo
[76] tv
[76] csuite
[76] vc
[76] privateequity
[76] media

Top Words in Tweet in G10:
[79] toshiba
[72] booth
[71] 2437
[62] zappar
[62] solutions
[59] pos
[58] kfcurtin
[57] showing
[57] augmentedreality
[57] integrated

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[576] retail,retailtech
[535] iot,retailtech
[457] retailtech,mt
[447] future,retail
[347] ai,ar
[339] powered,ai
[338] retail,powered
[328] ar,iot
[322] paula_piccard,future
[310] evankirstel,ipfconline1

Top Word Pairs in Tweet in G1:
[504] iot,retailtech
[451] retailtech,mt
[404] future,retail
[331] retail,powered
[331] powered,ai
[331] ai,ar
[320] ar,iot
[315] paula_piccard,future
[305] evankirstel,ipfconline1
[266] mt,jblefevre60

Top Word Pairs in Tweet in G2:
[191] retail,retailtech
[118] retailtech,retail
[81] nrf2019,retailtech
[62] ecommerce,robotics
[61] retail,brand
[61] marketing,ecommerce
[60] brand,marketing
[60] robotics,ar
[54] tech,iot
[51] retailtech,nrf2019

Top Word Pairs in Tweet in G3:
[94] artificialintelligence,ai
[94] ai,rajat_s
[76] retail,retailtech
[75] nrf2019,retail
[74] rajat_shrimal,new
[74] new,way
[74] way,smart
[74] smart,grocery
[74] grocery,shop
[74] shop,nrf2019

Top Word Pairs in Tweet in G4:
[28] retail,retailtech
[15] retailtech,retail
[7] retail,tech
[7] 2019,retailtech
[6] nrf2019,retailtech
[6] trends,watch
[6] customer,experience
[5] watch,2019
[5] retailers,retailtech
[4] tech,trends

Top Word Pairs in Tweet in G5:
[24] ecommerce,retailtech
[14] booth,3173
[13] cdw_uk,cdwcorp
[13] check,out
[10] cdwcorp,booth
[10] 2pm,est
[9] 3173,international
[9] retail,retailtech
[9] experts,cdw_uk
[9] looking,forward

Top Word Pairs in Tweet in G6:
[88] mobile,app
[88] app,uses
[88] uses,ar
[88] ar,try
[88] try,shoes
[88] shoes,before
[88] before,buy
[88] buy,ar
[88] ar,vr
[88] vr,mr

Top Word Pairs in Tweet in G7:
[21] podcast,generational
[21] generational,loyalty
[21] loyalty,ecommerce
[21] ecommerce,matter
[21] matter,glasheenjasmin1
[14] ust,smartops
[13] experience,center
[12] retail,retailtech
[11] ust,global
[11] global,partnership

Top Word Pairs in Tweet in G8:
[35] retail,retailtech
[19] omnichannel,blockchain
[14] ai,tech
[14] robotic,retailtech
[13] alexa,autonomous
[13] autonomous,navigation
[13] navigation,cnet
[13] cnet,ces2019
[13] ces2019,robot
[13] robot,ai

Top Word Pairs in Tweet in G9:
[76] ceo,cxo
[76] cxo,radio
[76] radio,tv
[76] tv,csuite
[76] csuite,vc
[76] vc,privateequity
[76] privateequity,media
[69] media,fintech
[69] fintech,retailtech
[64] chiefexecutive,f500

Top Word Pairs in Tweet in G10:
[67] booth,2437
[57] zappar,showing
[57] showing,augmentedreality
[57] augmentedreality,solutions
[57] solutions,integrated
[57] integrated,toshiba
[57] toshiba,tcx
[57] tcx,amplify
[57] amplify,pos
[57] pos,platform

Top Replied-To
Top Replied-To in Entire Graph:
@nrfbigshow
@biztechmagazine
@msretail
@vuejs
@kroger
@adidas
@amazon
@teddtalkspay
@ecomfound
@htcypher

Top Replied-To in G1:
@evankirstel

Top Replied-To in G2:
@nrfbigshow
@retailassist
@grattonboy
@macys
@htcypher
@arm
@alibabagroup
@hugheson
@schmarzo
@michcolaneri

Top Replied-To in G5:
@nrfbigshow
@biztechmagazine
@hp
@madmoneyoncnbc
@ifaparis
@perchexperience

Top Replied-To in G6:
@msretail
@glengilmore
@sunriseraas

Top Replied-To in G7:
@vuejs
@kroger
@amazon
@panasonicusa
@nrfbigshow
@adnanmasood

Top Replied-To in G8:
@nrfbigshow
@adidas

Top Mentioned
Top Mentioned in Entire Graph:
@evankirstel
@jblefevre60
@rajat_shrimal
@paula_piccard
@ipfconline1
@nrfbigshow
@pbalakrishnarao
@diioannid
@spirosmar
@jerome_

Top Mentioned in G1:
@evankirstel
@jblefevre60
@paula_piccard
@rajat_shrimal
@ipfconline1
@diioannid
@spirosmar
@jerome_
@spirosmargaris
@jerome_joffre

Top Mentioned in G2:
@evankirstel
@nrfbigshow
@pbalakrishnarao
@risnewsinsights
@vladobotsvadze
@rtih_retailtech
@attbusiness
@cstorenews_
@jblefevre60
@joeskorupa

Top Mentioned in G3:
@rajat_shrimal
@rajat_s
@rajat_sh
@pbalakrishnarao
@evankirstel
@anybotics
@econocom_fr
@storeadvise
@robbboyd
@alibabagroup

Top Mentioned in G4:
@hasht_agency
@bamitav
@9cnewsuae
@cantinac
@repl_group

Top Mentioned in G5:
@perchexperience
@cdw_uk
@biztechmagazine
@cdwcorp
@trevorsumner
@nrfbigshow
@esteelauder
@wamos80
@tebucktmg
@christicash11

Top Mentioned in G6:
@thefuturist007
@glengilmore
@sunriseraas
@sovs76
@alvinfoo
@evankirstel
@ladyashborg
@rajat_shrimal
@axios
@vue_ai

Top Mentioned in G7:
@glasheenjasmin1
@microsoft
@dxcdigital
@amandacosco
@nrfbigshow
@bmoskwa
@fashiontech101
@ustglobal
@dxc_eclipse
@wilkinsonbaking

Top Mentioned in G8:
@forbes
@fabriziobustama
@vladobotsvadze
@cnet
@rickking16
@ncrcorporation
@frronconi
@evankirstel
@pymnts

Top Mentioned in G9:
@marcrudov
@hayekgaby
@wsj
@narvarinc
@armis_tech
@bfmbusiness
@foxbusiness
@davidalexandreb
@venturebeat
@teamcavuto

Top Mentioned in G10:
@kfcurtin
@toshiba
@toshibabusiness
@nrfbigshow
@westernbeef
@nrfnews
@shyft
@getronics
@ecrebo
@datalogicgroup

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@arkangelscrap
@piyuanker12
@sectest9
@nosqldigest
@deejayiwan
@evankirstel
@ottlegalrebels
@gamergeeknews
@businessinsider

Top Tweeters in G1:
@jornalistavitor
@arkangelscrap
@sectest9
@evankirstel
@gamergeeknews
@calcaware
@sufiy
@machinelearnflx
@trippbraden
@akwyz

Top Tweeters in G2:
@piyuanker12
@walmart
@fintechna
@thesun
@jeffbullas
@valaafshar
@richsimmondsza
@jj_angelus
@usatoday
@entwistletx

Top Tweeters in G3:
@humbertozamorar
@parvez1
@virginialeiva
@serpil_ozguven
@lucky62058333
@jaguilam2003
@pierrecappelli
@ericosx
@patrick_henz
@alternative200

Top Tweeters in G4:
@hawebservices
@useddesigneruk
@bamitav
@kaabwe
@racvfr
@cpolosecki
@135sara
@9cnewsuae
@moueller1961
@postrecession

Top Tweeters in G5:
@ottlegalrebels
@kellyrek
@compellingsites
@craigmaccormack
@pardoe_ai
@yves_49
@wolfgin
@jimcramer
@tvmohandaspai
@lucreciaaldao

Top Tweeters in G6:
@icp3_zero
@ijasonwu
@zeekay15
@virtualfrankie
@bdsharmas
@xhnews
@jacobussystems
@apiwenuwen
@phoenixgyaan
@glengilmore

Top Tweeters in G7:
@marshacollier
@aaroncuddeback
@nordstrom
@grattongirl
@ayirpelle
@karaswisher
@yahoo
@therudingroup
@neilretail
@capgemini

Top Tweeters in G8:
@nosqldigest
@deejayiwan
@chidambara09
@biconnections
@mashable
@7wdata
@cnet
@forbes
@bigdatabatman
@rickking16

Top Tweeters in G9:
@foxnews
@business
@wsj
@lululemon
@smeuks
@smnewsdaily
@fastcompany
@foxbusiness
@techcrunch
@hanneshanath

Top Tweeters in G10:
@adrianaa___
@stroker
@j_d_landis
@evolveent
@eremehe
@toshibabusiness
@digimarc
@kfcurtin
@nikagoodina
@ecrebo