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From:
Connected Action NodeXL-Reports
Uploaded on:
January 06, 2019
Short Description:
risnewsinsights via NodeXL http://bit.ly/2Tu8OOP
@risnewsinsights
@simoneknaap
@lexmark
@ricardo_belmar
@wearemanthan
@rammeld7
@aneeshnair
@joeskorupa
@schnurdog
@advancingretail

Top hashtags:
#retail
#2018res
#retailtech
#technology
#customerexperience
#ai

Description:
Description
The graph represents a network of 565 Twitter users whose tweets in the requested range contained "risnewsinsights", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 06 January 2019 at 15:58 UTC.

The requested start date was Sunday, 06 January 2019 at 15:57 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 96-day, 2-hour, 50-minute period from Monday, 01 October 2018 at 10:03 UTC to Saturday, 05 January 2019 at 12:54 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 : 565
Unique Edges : 825
Edges With Duplicates : 2031
Total Edges : 2856
Self-Loops : 150
Reciprocated Vertex Pair Ratio : 0.0780952380952381
Reciprocated Edge Ratio : 0.144876325088339
Connected Components : 6
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 560
Maximum Edges in a Connected Component : 2851
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.663486
Graph Density : 0.00355237557271073
Modularity : 0.242156
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://newsroom.lexmark.com/2018-12-17-Lexmark-Receives-Top-Honors-in-19th-Annual-RIS-Software-LeaderBoard-Survey-of-Retailers
[14] https://t.co/X26gHNnFIV
[13] https://risnews.com/top-7-retail-technology-trends-watch-2019
[13] https://risnews.com/2019-ris-software-leaderboard
[11] https://risnews.com/10-top-experiential-retail-trends-and-retailers-pioneering-them
[11] https://risnews.com/disruption-rules-groceryshop-albertsons-instacart-boxed-schnucks
[11] https://event.webcasts.com/starthere.jsp?ei=1211176&tp_key=bb3dc9760e&sti=social
[10] https://risnews.com/10-hot-retail-startups
[10] https://risnews.com/mastering-power-synchronized-retailing
[10] https://risnews.com/raising-your-price-strategy-iq-0

Top URLs in Tweet in G1:
[6] https://risnews.com/top-7-retail-technology-trends-watch-2019
[5] https://www.radial.com/insights/loyalty-crm-personalizing-shopper-experience?utm_campaign=20180501-RIS-Loyalty-CRM-Tech-Solutions-Guide&utm_source=Twitter&utm_medium=Organic_Social
[4] https://risnews.com/migrating-windows-7-10-should-be-top-priority-retailers
[4] https://risnews.com/unified-commerce-drives-faster-fulfillment
[4] https://risnews.com/2019-retail-tech-innovators
[4] https://risnews.com/raising-your-price-strategy-iq-0
[4] https://risnews.com/retail-rebound-full-effect-thanksgiving-weekend-results-point-rebirth
[3] https://risnews.com/10-hot-retail-startups
[3] https://www.surveymonkey.com/r/WomeninRetailTech
[3] https://risnews.com/why-your-store-needs-mobile-pos

Top URLs in Tweet in G2:
[12] https://t.co/X26gHNnFIV
[10] https://event.webcasts.com/starthere.jsp?ei=1211176&tp_key=bb3dc9760e&sti=social
[9] https://bit.ly/2xPaKIi
[8] https://risnews.com/mastering-power-synchronized-retailing
[8] https://risnews.com/perfecting-customer-experience
[8] https://risnews.com/2019-ris-software-leaderboard
[7] https://event.webcasts.com/starthere.jsp?ei=1214385&tp_key=724c8f3c0f&sti=social
[6] https://risnews.com/10-hot-retail-startups
[6] https://risnews.com/next-stop-nrf-big-show
[6] https://risnews.com/raising-your-price-strategy-iq-0

Top URLs in Tweet in G3:
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=174231
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=172865
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170099
[3] https://risnews.com/artificial-intelligence-brick-and-mortar-store
[3] https://risnews.com/cio-year-awards-winners-announced
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170281
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170002
[3] https://thoughts.manthan.com/2018/09/26/technology-that-has-made-the-most-interesting-impact-on-the-fashion-industry/?utm_source=Twitter&utm_medium=social&utm_campaign=FashionRU&utm_content=Fashion
[2] https://risnews.com/retail-2025-shopper-study-future-retail-already-here
[2] https://twitter.com/Infovista/status/1044680772584656897

Top URLs in Tweet in G4:
[4] https://risnews.com/top-7-retail-technology-trends-watch-2019?twitter=@aneeshnair
[4] https://risnews.com/sneak-peek-nordstroms-retail-store-future
[2] https://risnews.com/top-7-retail-technology-trends-watch-2019
[2] https://risnews.com/see-what-top-us-retailers-are-gifting-shoppers-holidays
[2] https://risnews.com/seemantini-godbole-lands-cio-gig
[1] https://risnews.com/retail-rebound-full-effect-thanksgiving-weekend-results-point-rebirth
[1] https://risnews.com/10-hot-retail-startups
[1] https://www.tonydonofrio.com/#research
[1] https://risnews.com/how-nikes-digital-transformation-personalizing-retail
[1] https://risnews.com/25-best-retailers-work

Top URLs in Tweet in G5:
[20] https://newsroom.lexmark.com/2018-12-17-Lexmark-Receives-Top-Honors-in-19th-Annual-RIS-Software-LeaderBoard-Survey-of-Retailers
[3] https://risnews.com/2019-ris-software-leaderboard
[1] https://www.celerant.com/press-releases/celerant-tops-ris-leaderboard-for-15-years/
[1] https://risnews.com/8-things-you-missed-groceryshop
[1] http://go.pardot.com/l/222522/2018-11-12/92dhp/38246
[1] http://go.pardot.com/l/222522/2018-12-07/9bhm2/39181
[1] https://risnews.com/2019-oscars-retail-technology-announced
[1] https://www.businesswire.com/news/home/20181211005268/en/Retailers-Rank-Logile-1-8-Categories-2019

Top URLs in Tweet in G6:
[7] https://risnews.com/disruption-rules-groceryshop-albertsons-instacart-boxed-schnucks
[4] https://risnews.com/8-things-you-missed-groceryshop
[1] https://play.google.com/store/apps/details?id=com.swoogo.s000y5&hl=en_US
[1] https://risnews.com/perfecting-customer-experience
[1] https://risnews.com/10-top-experiential-retail-trends-and-retailers-pioneering-them
[1] https://risnews.com/dicks-sporting-goods-bets-e-commerce-and-automation
[1] https://www.perchinteractive.com/news-feed/2018/9/25/ris-kate-spade-adopts-interactive-augmented-reality-to-personalize-store-experience?z0l3
[1] https://www.perchinteractive.com/retail-marketing-platform/
[1] https://twitter.com/risnewsinsights/status/1049635346693132288
[1] https://www.perchinteractive.com/news-feed/2018/9/25/ris-kate-spade-adopts-interactive-augmented-reality-to-personalize-store-experience?3pax

Top URLs in Tweet in G7:
[2] https://sfdc.co/RIS2018
[1] http://r.socialstudio.radian6.com/b0653df9-9a3d-4011-9117-90c8648eeef2

Top URLs in Tweet in G8:
[1] https://twitter.com/pblackshaw/status/1073476995999326209
[1] https://twitter.com/tamaramellon/status/1049876262192369666
[1] https://twitter.com/accenture/status/1016705304619253760
[1] https://twitter.com/cintrifuse/status/1057655065593462784
[1] https://newfoodeconomy.org/thanksgiving-turkey-advertising-origins/#.XAUudBtUsaY.twitter
[1] https://venturebeat.com/2018/12/08/attracting-tech-talent-to-the-heartland-starts-with-building-a-better-startup-culture/
[1] http://www.risnews.com/

Top URLs in Tweet in G9:
[1] https://risnews.com/review-and-outlook-2019

Top URLs in Tweet in G10:
[1] https://risnews.com/your-supply-chain-ready-cross-border-e-commerce
[1] https://risnews.com/why-shoppers-want-amazon-more-any-other-retailer
[1] https://risnews.com/impact-poor-forecasting-techniques-retail-supply-chain
[1] https://risnews.com/10-top-experiential-retail-trends-and-retailers-pioneering-them
[1] https://risnews.com/how-analytics-are-changing-retail-landscape
[1] https://risnews.com/brooks-brothers-modernizes-its-supply-chain-improve-customer-experience

Top Domains
Top Domains in Tweet in Entire Graph:
[608] risnews.com
[62] twitter.com
[32] nodexlgraphgallery.org
[26] bit.ly
[24] pardot.com
[24] lexmark.com
[22] webcasts.com
[14] t.co
[9] buff.ly
[9] infy.com

Top Domains in Tweet in G1:
[245] risnews.com
[22] pardot.com
[16] bit.ly
[6] radial.com
[5] twitter.com
[4] webcasts.com
[3] surveymonkey.com
[2] bringg.com
[2] jestais.com
[2] shoppertrak.com

Top Domains in Tweet in G2:
[271] risnews.com
[18] webcasts.com
[12] t.co
[9] bit.ly
[9] infy.com
[8] twitter.com
[8] buff.ly
[5] surveymonkey.com
[4] revionics.com
[3] google.com

Top Domains in Tweet in G3:
[40] twitter.com
[31] nodexlgraphgallery.org
[22] risnews.com
[4] infosys.com
[3] ensembleiq.com
[3] manthan.com
[1] emagispace.com
[1] sumall.com
[1] tonydonofrio.com
[1] t.co

Top Domains in Tweet in G4:
[31] risnews.com
[3] twitter.com
[1] tonydonofrio.com
[1] t.co
[1] po.st

Top Domains in Tweet in G5:
[20] lexmark.com
[5] risnews.com
[2] pardot.com
[1] celerant.com
[1] businesswire.com

Top Domains in Tweet in G6:
[14] risnews.com
[4] perchinteractive.com
[1] google.com
[1] twitter.com

Top Domains in Tweet in G7:
[2] sfdc.co
[1] radian6.com

Top Domains in Tweet in G8:
[4] twitter.com
[1] newfoodeconomy.org
[1] venturebeat.com
[1] risnews.com

Top Domains in Tweet in G9:
[1] risnews.com

Top Domains in Tweet in G10:
[6] risnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[618] retail
[373] 2018res
[193] retailtech
[159] technology
[76] customerexperience
[55] ai
[47] retailers
[43] supplychain
[42] ecommerce
[41] webinar



Top Hashtags in Tweet in G1:
[289] retail
[130] technology
[57] customerexperience
[52] 2018res
[36] ecommerce
[32] ai
[32] retailtech
[23] supplychain
[21] grocery
[18] mobile

Top Hashtags in Tweet in G2:
[183] retail
[123] retailtech
[54] 2018res
[31] webinar
[22] retailers
[17] customerexperience
[17] nominate
[17] women
[15] sap
[14] ai

Top Hashtags in Tweet in G3:
[259] 2018res
[89] retail
[23] retailtech
[13] makeitwork
[12] retailers
[11] rethinkretail
[10] personalization
[10] technology
[9] webinar
[8] ai

Top Hashtags in Tweet in G4:
[24] retail
[7] technology
[6] innovation
[5] trends
[5] cio
[5] cybersecurity
[5] leadership
[4] cto
[4] cdo
[4] privacy

Top Hashtags in Tweet in G5:
[6] retail
[3] retailtechnology
[3] software
[2] innovation
[1] retailsoftware
[1] leaderboard19
[1] omnichannelretial
[1] groceryshop
[1] technology
[1] customerengagement

Top Hashtags in Tweet in G6:
[20] groceryshop
[10] retail
[4] 2018res
[3] grocery
[3] retailtech
[2] disruption
[1] supermarkets
[1] technology
[1] innovation
[1] customercentric

Top Hashtags in Tweet in G7:
[11] trailblazers

Top Hashtags in Tweet in G8:
[1] doingbusinessresponsibly
[1] doinggood
[1] cgtleagueofleaders
[1] buildthefuture
[1] b2b
[1] folioawards
[1] website

Top Hashtags in Tweet in G9:
[4] retail

Top Hashtags in Tweet in G10:
[6] retail
[4] supplychain
[3] artificialintelligence
[2] customerexperience
[1] etailers
[1] ecommerce
[1] logistics
[1] amazon
[1] omnichannel
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[1216] Words in Sentiment List#1: Positive
[303] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[25345] Non-categorized Words
[26864] Total Words
[973] risnewsinsights
[843] retail
[373] 2018res
[233] technology
[202] retailers

Top Words in Tweet in G1:
[393] retail
[377] risnewsinsights
[161] technology
[57] customerexperience
[52] 2018res
[50] retailers
[45] mobile
[41] s
[41] ai
[37] store

Top Words in Tweet in G2:
[262] retail
[168] risnewsinsights
[123] retailtech
[64] retailers
[54] 2018res
[54] top
[49] miss
[49] 2019
[43] now
[36] technology

Top Words in Tweet in G3:
[281] risnewsinsights
[259] 2018res
[121] joeskorupa
[112] retail
[94] ricardo_belmar
[57] nodexl
[53] simoneknaap
[51] s
[38] store
[38] glasheenjasmin1

Top Words in Tweet in G4:
[35] risnewsinsights
[28] retail
[13] top
[13] technology
[11] retailers
[9] 2019
[7] trends
[7] cio
[6] 7
[6] watch

Top Words in Tweet in G5:
[43] lexmark
[32] software
[28] leaderboard
[26] ris
[25] top
[21] retailers
[20] receives
[20] honors
[20] 19th
[20] annual

Top Words in Tweet in G6:
[31] risnewsinsights
[30] groceryshop
[11] retail
[10] joeskorupa
[9] thank
[9] great
[8] ricardo_belmar
[7] founder
[7] store
[6] instacart

Top Words in Tweet in G7:
[18] retailers
[18] ranked
[18] 1
[18] 6
[18] categories
[13] risnewsinsights
[11] re
[11] blushing
[11] year
[11] thanks

Top Words in Tweet in G8:
[9] risnewsinsights
[8] cgtmagazine
[7] hey
[6] ensembleiq
[3] impact
[3] responding
[2] rammeld7
[2] htmagazine
[2] cpg
[2] retail

Top Words in Tweet in G9:
[4] risnewsinsights
[4] retail
[4] s
[4] elite
[4] boldly
[4] predict
[4] future
[4] insights
[4] gregbuzek
[4] kilcorsr

Top Words in Tweet in G10:
[8] risnewsinsights
[6] retail
[4] supplychain
[4] s
[3] report
[3] retailers
[3] today
[3] advanced
[3] analytics
[3] boost

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[170] 2018res,risnewsinsights
[127] retail,technology
[63] retail,retailtech
[62] risnewsinsights,joeskorupa
[52] software,leaderboard
[38] risnewsinsights,retail
[37] check,out
[37] ris,software
[37] social,media
[34] top,women

Top Word Pairs in Tweet in G1:
[101] retail,technology
[28] 2018res,risnewsinsights
[25] technology,risnewsinsights
[16] check,out
[16] risnewsinsights,customerexperience
[14] risnewsinsights,retail
[13] retail,retailtech
[13] future,retail
[12] windows,7
[12] customerexperience,risnewsinsights

Top Word Pairs in Tweet in G2:
[42] retail,retailtech
[27] social,media
[21] top,women
[19] retail,2025
[19] solutions,guide
[17] sap,included
[17] included,risnewsinsights'
[16] 2025,shopper
[16] shopper,study
[16] infosys,risnewsinsights

Top Word Pairs in Tweet in G3:
[139] 2018res,risnewsinsights
[55] risnewsinsights,joeskorupa
[31] 2018res,nodexl
[19] ricardo_belmar,risnewsinsights
[16] joeskorupa,risnewsinsights
[16] risnewsinsights,ricardo_belmar
[13] glasheenjasmin1,retailbrandon
[13] 2018res,retail
[13] ricardo_belmar,albertguffanti
[12] top,hashtags

Top Word Pairs in Tweet in G4:
[9] retail,technology
[7] technology,trends
[6] top,7
[6] 7,retail
[6] trends,watch
[6] watch,2019
[5] risnewsinsights,retail
[4] 2019,https
[4] https,t
[4] t,co

Top Word Pairs in Tweet in G5:
[27] software,leaderboard
[25] ris,software
[20] lexmark,receives
[20] receives,top
[20] top,honors
[20] honors,19th
[20] 19th,annual
[20] annual,ris
[20] leaderboard,survey
[20] survey,retailers

Top Word Pairs in Tweet in G6:
[7] groceryshop,thank
[6] thank,risnewsinsights
[6] risnewsinsights,great
[6] great,writeup
[6] writeup,groceryshop
[6] check,out
[6] out,work
[6] work,katespadeny
[6] katespadeny,help
[6] help,shoppers

Top Word Pairs in Tweet in G7:
[18] retailers,ranked
[18] 1,6
[11] re,blushing
[11] blushing,retailers
[11] ranked,1
[11] 6,categories
[11] categories,year
[11] year,thanks
[11] thanks,risnewsinsights
[11] risnewsinsights,trailblazers

Top Word Pairs in Tweet in G8:
[8] cgtmagazine,risnewsinsights
[7] hey,cgtmagazine
[6] risnewsinsights,ensembleiq
[2] rammeld7,hey
[2] ensembleiq,htmagazine
[2] htmagazine,impact
[2] impact,cpg
[2] cpg,retail
[2] retail,business
[2] business,travel

Top Word Pairs in Tweet in G9:
[4] risnewsinsights,retail
[4] retail,s
[4] s,elite
[4] elite,boldly
[4] boldly,predict
[4] predict,future
[4] future,insights
[4] insights,gregbuzek
[4] gregbuzek,kilcorsr
[4] kilcorsr,brendanwitcher

Top Word Pairs in Tweet in G10:
[3] today,s
[3] s,advanced
[3] advanced,analytics
[3] analytics,boost
[3] boost,retail
[3] retail,performance
[3] performance,through
[3] through,innovative
[3] innovative,use
[3] use,artificialintelligence

Top Replied-To
Top Replied-To in Entire Graph:
@ricardo_belmar
@risnewsinsights
@lorrikim
@joeskorupa
@simoneknaap
@forbes
@indeed
@brain_chain
@lexmark
@infovista

Top Replied-To in G1:
@risnewsinsights
@simoneknaap

Top Replied-To in G2:
@walgreens
@brain_chain
@risnewsinsights

Top Replied-To in G3:
@ricardo_belmar
@joeskorupa
@lorrikim
@risnewsinsights
@glasheenjasmin1
@djweinand
@revionics
@schnurdog

Top Replied-To in G4:
@risnewsinsights
@indeed
@forbes

Top Replied-To in G5:
@lexmark

Top Replied-To in G8:
@risnewsinsights

Top Mentioned
Top Mentioned in Entire Graph:
@risnewsinsights
@joeskorupa
@simoneknaap
@ricardo_belmar
@infosys
@glasheenjasmin1
@retailbrandon
@rstephens
@lexmark
@schnurdog

Top Mentioned in G1:
@risnewsinsights
@simoneknaap
@level10
@amazon
@joeskorupa
@infosys
@ricardo_belmar
@walmart
@tycoretailnews
@nordstrom

Top Mentioned in G2:
@risnewsinsights
@infosysevents
@joeskorupa
@revionics
@jamieggoodman
@infosys
@displaydata
@fujitsuamerica
@ricardo_belmar
@simoneknaap

Top Mentioned in G3:
@risnewsinsights
@joeskorupa
@ricardo_belmar
@simoneknaap
@glasheenjasmin1
@retailbrandon
@rstephens
@schnurdog
@mjoehlerich
@retailshelley

Top Mentioned in G4:
@risnewsinsights
@simoneknaap
@aneeshnair
@tonycdonofrio
@nordstrom
@zynstra
@jhonaman
@salesforce
@nike
@johnlewis

Top Mentioned in G5:
@lexmark
@risnews
@risnewsinsights
@logileinc
@celeranttech
@mi9retail
@joeskorupa
@simoneknaap
@celer

Top Mentioned in G6:
@risnewsinsights
@joeskorupa
@ricardo_belmar
@groceryshop
@simoneknaap
@katespadeny
@sterlinghawkins
@instacart
@r
@anildaggarwal

Top Mentioned in G7:
@risnewsinsights
@commercecloud
@salesforce
@joanna_beerman
@risnew
@mikemicucci

Top Mentioned in G8:
@cgtmagazine
@risnewsinsights
@ensembleiq
@rammeld7
@htmagazine
@techpointind
@powderkegco
@infosys
@tamaramellon
@albertguffanti

Top Mentioned in G9:
@risnewsinsights
@gregbuzek
@kilcorsr
@brendanwitcher
@aptos_retail

Top Mentioned in G10:
@risnewsinsights
@adamrobinsoncdm
@brooksbrothers
@joeskorupa
@manhassocnews

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@ottlegalrebels
@walmart
@kingofpayments
@compellingsites
@nordstrom
@lululemon
@rwang0
@mjoehlerich
@fastcompany

Top Tweeters in G1:
@walmart
@kingofpayments
@compellingsites
@lululemon
@starbucks
@footlocker
@lowes
@kohls
@google
@aldo_zaffalon

Top Tweeters in G2:
@andrewmorrisuk
@mary_b_68
@foodmfguk
@cstorenews_
@cerasis
@x_wolfman
@birchbox
@stevemillersf
@walgreens
@mvollmer1

Top Tweeters in G3:
@ottlegalrebels
@rwang0
@mjoehlerich
@fastcompany
@newsneus
@fmfrancoise
@juliebhunt
@canadiantire
@gagnelegal
@retailminded

Top Tweeters in G4:
@nordstrom
@forbes
@retailweek
@samsungus
@nike
@stevenpdennis
@accenture
@cdwcorp
@orderdynamics
@tonycdonofrio

Top Tweeters in G5:
@totalprosource
@lexmark
@raul_gabriel
@mi9retail
@davidkhagan
@celeranttech
@sevend77
@calgaryprinter
@saraportale
@bturenne_lxk

Top Tweeters in G6:
@ocado
@advancingretail
@kroger
@dicks
@fashionobserved
@instacart
@edcleary1
@katespadeny
@r
@boxedwholesale

Top Tweeters in G7:
@salesforce
@marketingcloud
@m_runners
@scottherson
@commercecloud
@nickbotter
@joanna_beerman
@jrlinne
@unaiskomath
@jessicading92

Top Tweeters in G8:
@csnewsonline
@powderkegco
@techpointind
@cgtmagazine
@htmagazine
@tamaramellon
@rammeld7
@bendertony
@ensembleiq
@crazytequilaguy

Top Tweeters in G9:
@gregbuzek
@aptos_retail
@elotouch
@krmpr
@brendanwitcher
@perli67
@kilcorsr

Top Tweeters in G10:
@giancrown
@brooksbrothers
@manhassocnews
@carolyndeep
@adamrobinsoncdm


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