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From:
Connected Action NodeXL-Reports
Uploaded on:
January 25, 2019
Short Description:
risnewsinsights via NodeXL http://bit.ly/2DyUCPj
@risnewsinsights
@simoneknaap
@aptos_retail
@lexmark
@nodexl
@joeskorupa
@rammeld7
@elasticpath
@lorimitchellkel
@infovista

Top hashtags:
#retail
#nrf2019
#retailtech
#technology
#customerexperience
#retailers

Description:
Description
The graph represents a network of 572 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 Friday, 25 January 2019 at 18:30 UTC.

The requested start date was Friday, 25 January 2019 at 18:29 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 84-day, 17-hour, 56-minute period from Thursday, 01 November 2018 at 12:30 UTC to Friday, 25 January 2019 at 06:26 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 : 572
Unique Edges : 832
Edges With Duplicates : 1293
Total Edges : 2125
Self-Loops : 123
Reciprocated Vertex Pair Ratio : 0.0644202180376611
Reciprocated Edge Ratio : 0.121042830540037
Connected Components : 7
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 566
Maximum Edges in a Connected Component : 2121
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.714598
Graph Density : 0.00328830538988157
Modularity : 0.308356
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[29] https://risnews.com/best-nrf-2019-top-10-takeaways
[24] https://newsroom.lexmark.com/2018-12-17-Lexmark-Receives-Top-Honors-in-19th-Annual-RIS-Software-LeaderBoard-Survey-of-Retailers
[14] https://risnews.com/top-7-retail-technology-trends-watch-2019
[14] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[14] https://risnews.com/2019-ris-software-leaderboard
[12] https://risnews.com/top-women-retail-tech-2019
[12] https://risnews.com/next-stop-nrf-big-show
[12] https://event.webcasts.com/starthere.jsp?ei=1226811&tp_key=2a2e958087&sti=social
[12] https://t.co/X26gHNnFIV
[11] https://risnews.com/10-top-experiential-retail-trends-and-retailers-pioneering-them

Top URLs in Tweet in G1:
[13] https://risnews.com/best-nrf-2019-top-10-takeaways
[11] https://event.webcasts.com/starthere.jsp?ei=1226811&tp_key=2a2e958087&sti=social
[10] https://t.co/X26gHNnFIV
[9] https://risnews.com/best-nrf-2019-top-10-takeaways?utm_source=GaggleAMP-North%20America&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=thanks-risnewsinsights-for-featuring-us-as-an-eye-catching-boot-1790111
[8] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[8] https://risnews.com/mastering-power-synchronized-retailing
[8] https://risnews.com/next-stop-nrf-big-show
[8] https://risnews.com/2019-ris-software-leaderboard
[7] https://risnews.com/january-2019
[6] https://risnews.com/10-hot-retail-startups

Top URLs in Tweet in G2:
[6] https://risnews.com/unified-commerce-drives-faster-fulfillment
[5] https://risnews.com/top-7-retail-technology-trends-watch-2019
[3] https://www.surveymonkey.com/r/WomeninRetailTech
[3] https://risnews.com/2019-ris-software-leaderboard
[3] https://risnews.com/next-stop-nrf-big-show
[3] https://risnews.com/2018-mobile-products-and-solutions-guide-mobile-first-enterprise
[3] https://risnews.com/migrating-windows-7-10-should-be-top-priority-retailers
[3] https://risnews.com/future-retail-here-its-just-not-evenly-distributed-infographic
[3] https://risnews.com/10-hot-retail-startups
[3] https://risnews.com/review-and-outlook-2019

Top URLs in Tweet in G3:
[19] https://newsroom.lexmark.com/2018-12-17-Lexmark-Receives-Top-Honors-in-19th-Annual-RIS-Software-LeaderBoard-Survey-of-Retailers
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=180849
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=174231
[5] https://risnews.com/top-7-retail-technology-trends-watch-2019?twitter=@aneeshnair
[4] https://www.tonydonofrio.com/#research
[4] https://risnews.com/disruption-rules-groceryshop-albertsons-instacart-boxed-schnucks
[4] https://risnews.com/best-nrf-2019-top-10-takeaways
[3] https://risnews.com/2019-ris-software-leaderboard
[3] https://risnews.com/nrf-2019-dawn-experiential-shopping
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170002

Top URLs in Tweet in G4:
[3] https://twitter.com/risnewsinsights/status/1085892917871357952
[1] https://lnkd.in/ew5ctZd
[1] https://risnews.com/review-and-outlook-2019
[1] https://www.linkedin.com/slink?code=gXh9sZk
[1] https://risnews.com/best-nrf-2019-top-10-takeaways
[1] https://risnews.com/online-holiday-sales-reach-all-time-heights
[1] https://www.theatro.com/news/news-best-nrf-2019-top-10-takeaways/?utm_campaign=NRF
[1] 2019&_hsenc=p2ANqtz-_U8ExI0ryKk6GPLSziR1euAC7KuPjFQO-I1bnYc1pBTsFRzbfpIPKnpCapnTplHeY1CSnS&utm_content=83537818&utm_medium=social&utm_source=twitter&hss_channel=tw-1963291632

Top URLs in Tweet in G5:
[5] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[5] https://newsroom.lexmark.com/2018-12-17-Lexmark-Receives-Top-Honors-in-19th-Annual-RIS-Software-LeaderBoard-Survey-of-Retailers
[4] https://risnews.com/top-women-retail-tech-2019
[3] https://risnews.com/january-2019
[3] https://risnews.com/latest-news
[2] https://risnews.com/16th-annual-store-experience-study-2019-doubling-down-transformation
[2] https://risnews.com/pos-software-hardware-transform-retail-experience
[2] https://nrfbigshow.nrf.com/session/why-there-robot-my-store
[2] https://risnews.com/best-nrf-2019-top-10-takeaways
[2] https://twitter.com/SimoneKnaap/status/1082324994049351682

Top URLs in Tweet in G6:
[2] https://sfdc.co/RIS2018
[1] http://r.socialstudio.radian6.com/b0653df9-9a3d-4011-9117-90c8648eeef2
[1] https://po.st/scms/OrMCe04Lcp0lOFmbAkVbSu707S_OS3IVe_0Ka04Lcg/ZGFBuc

Top URLs in Tweet in G7:
[3] https://risnews.com/dawn-ai-driven-price-management
[3] https://bit.ly/2xPaKIi
[2] https://risnews.com/efficiency-meets-transparency-ensuring-food-safety-across-grocery-industry
[1] https://twitter.com/SAP_Retail/status/1083811032613699584/photo/1

Top URLs in Tweet in G8:
[2] https://risnews.com/best-nrf-2019-top-10-takeaways
[1] http://bit.ly/2FcXZOK?utm_content=79666201&utm_medium=social&utm_source=twitter
[1] http://bit.ly/2OoGo61?utm_content=79359016&utm_medium=social&utm_source=twitter
[1] http://bit.ly/2K2RPQe?utm_content=79870712&utm_medium=social&utm_source=twitter
[1] http://bit.ly/2Bg3eth?utm_content=80089604&utm_medium=social&utm_source=twitter
[1] http://bit.ly/2QP9cXc?utm_content=80075933&utm_medium=social&utm_source=twitter
[1] http://bit.ly/2S6evSg?utm_content=80298911&utm_medium=social&utm_source=twitter&hss_channel=tw-205859665
[1] http://bit.ly/2zMhpVu?utm_campaign=Nootdorp_K3%7Cimagine&utm_content=80927379&utm_medium=social&utm_source=twitter&hss_channel=tw-205859665
[1] http://bit.ly/2SEcvRN?utm_content=80928213&utm_medium=social&utm_source=twitter&hss_channel=tw-205859665
[1] http://bit.ly/2Ekoj8B?utm_content=80924368&utm_medium=social&utm_source=twitter&hss_channel=tw-205859665

Top URLs in Tweet in G9:
[2] https://risnews.com/best-nrf-2019-top-10-takeaways

Top URLs in Tweet in G10:
[1] https://risnews.com/ris-talks-robin-bornkamp-lowes-supply-chain-transformation?ajs_uid=6577H0150145A3A&oly_enc_id=6577H0150145A3A&ajs_trait_oebid=5235H5701912B7O
[1] https://risnews.com/best-nrf-2019-top-10-takeaways
[1] https://risnews.com/top-women-retail-tech-2019

Top Domains
Top Domains in Tweet in Entire Graph:
[660] risnews.com
[24] twitter.com
[24] lexmark.com
[22] nodexlgraphgallery.org
[19] bit.ly
[18] pardot.com
[18] webcasts.com
[14] dragonforms.com
[12] t.co
[9] radial.com

Top Domains in Tweet in G1:
[297] risnews.com
[15] webcasts.com
[10] t.co
[8] dragonforms.com
[5] revionics.com
[3] twitter.com
[3] nrf.com
[3] buff.ly
[3] displaydata.com
[2] cmun.it

Top Domains in Tweet in G2:
[217] risnews.com
[16] pardot.com
[6] twitter.com
[3] surveymonkey.com
[3] webcasts.com
[2] bringg.com
[2] jestais.com
[1] revionics.com
[1] bitly.com
[1] apnews.com

Top Domains in Tweet in G3:
[43] risnews.com
[22] nodexlgraphgallery.org
[19] lexmark.com
[6] twitter.com
[4] tonydonofrio.com
[2] pardot.com
[1] nrf.com
[1] lnkd.in
[1] celerant.com
[1] newfoodeconomy.org

Top Domains in Tweet in G4:
[3] risnews.com
[3] twitter.com
[1] lnkd.in
[1] linkedin.com
[1] theatro.com

Top Domains in Tweet in G5:
[47] risnews.com
[5] dragonforms.com
[5] lexmark.com
[3] twitter.com
[2] nrf.com
[1] stratixcorp.com
[1] ow.ly
[1] profitect.com
[1] consumergoods.com
[1] apnews.com

Top Domains in Tweet in G6:
[2] sfdc.co
[1] radian6.com
[1] po.st

Top Domains in Tweet in G7:
[5] risnews.com
[3] bit.ly
[1] twitter.com

Top Domains in Tweet in G8:
[13] bit.ly
[6] risnews.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[529] retail
[245] nrf2019
[165] retailtech
[164] technology
[75] customerexperience
[57] retailers
[56] supplychain
[42] ai
[37] ecommerce
[36] innovation



Top Hashtags in Tweet in G1:
[157] retail
[127] retailtech
[90] nrf2019
[25] supplychain
[21] retailers
[16] sap
[15] retailnews
[13] customerexperience
[12] webinar
[11] nrf

Top Hashtags in Tweet in G2:
[261] retail
[134] technology
[44] customerexperience
[33] ecommerce
[25] nrf2019
[25] supplychain
[23] ai
[19] personalization
[17] grocery
[17] innovation

Top Hashtags in Tweet in G3:
[47] retail
[35] nrf2019
[19] 2018res
[14] retailtech
[10] technology
[10] innovation
[9] cio
[8] retailers
[7] cx
[6] trends

Top Hashtags in Tweet in G4:
[28] nrf2019
[5] retail
[1] nrf
[1] theatroproud
[1] technology
[1] retailtech
[1] shoppingexperiences

Top Hashtags in Tweet in G5:
[50] nrf2019
[21] retail
[13] retailtech
[8] webinar
[6] retailnews
[4] womeninretail
[3] fomo
[3] technology
[3] nrf
[3] data

Top Hashtags in Tweet in G6:
[11] trailblazers

Top Hashtags in Tweet in G7:
[13] retailers
[6] sap
[3] retail
[2] technology

Top Hashtags in Tweet in G8:
[5] retail
[2] nrf2019
[2] storesystems
[2] supplychain
[1] ceos
[1] ai
[1] amazon
[1] michaelkors
[1] technology
[1] retailers

Top Hashtags in Tweet in G9:
[9] nrf2019
[1] epcc

Top Hashtags in Tweet in G10:
[1] supplychain
[1] nrf2019
[1] womenintech
[1] womenleadership
[1] retail
[1] technology
[1] leadership
[1] innovation

Top Words
Top Words in Tweet in Entire Graph:
[887] Words in Sentiment List#1: Positive
[290] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[20648] Non-categorized Words
[21825] Total Words
[789] risnewsinsights
[707] retail
[248] nrf2019
[235] technology
[184] top

Top Words in Tweet in G1:
[206] retail
[172] risnewsinsights
[127] retailtech
[90] nrf2019
[58] top
[56] 2019
[53] up
[51] miss
[49] technology
[42] s

Top Words in Tweet in G2:
[350] retail
[296] risnewsinsights
[150] technology
[54] 2019
[44] customerexperience
[43] s
[43] simoneknaap
[34] top
[33] ecommerce
[31] mobile

Top Words in Tweet in G3:
[102] risnewsinsights
[60] retail
[50] lexmark
[47] top
[37] nrf2019
[37] nodexl
[36] ris
[34] software
[34] retailers
[33] joeskorupa

Top Words in Tweet in G4:
[28] nrf2019
[26] aptos_retail
[25] aptos
[24] couldn
[24] t
[24] attend
[24] maybe
[24] now
[24] need
[24] identify

Top Words in Tweet in G5:
[108] risnewsinsights
[50] nrf2019
[32] retail
[21] out
[21] up
[20] ris
[17] top
[15] joeskorupa
[14] webinar
[14] check

Top Words in Tweet in G6:
[18] retailers
[18] ranked
[18] 1
[18] 6
[18] categories
[14] risnewsinsights
[11] re
[11] blushing
[11] year
[11] thanks

Top Words in Tweet in G7:
[21] find
[20] use
[18] out
[14] sap
[13] retailers
[13] 42
[13] software
[12] pricing
[10] primarily
[10] spreadsheets

Top Words in Tweet in G8:
[19] risnewsinsights
[9] retail
[6] 10
[5] retailers
[5] store
[4] industry
[4] shopping
[4] big
[4] 2019
[4] nrfbigshow

Top Words in Tweet in G9:
[14] elasticpath
[9] nrf2019
[8] made
[8] list
[7] one
[7] top
[7] 10
[7] takeways
[7] major
[7] tech

Top Words in Tweet in G10:
[4] new
[3] risnewsinsights
[3] great
[3] retail
[2] implementing
[2] bopis
[2] process
[2] ve
[2] reduced
[2] time

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[140] retail,technology
[65] retail,retailtech
[60] check,out
[54] software,leaderboard
[41] big,show
[40] top,10
[38] nikkibaird,joeskorupa
[38] ris,software
[35] top,women
[35] supply,chain

Top Word Pairs in Tweet in G1:
[56] retail,retailtech
[21] big,show
[21] year,s
[21] s,nrf
[20] nrf,big
[20] supply,chain
[19] chain,management
[18] check,out
[18] top,women
[17] retail,technology

Top Word Pairs in Tweet in G2:
[106] retail,technology
[26] 2019,retail
[24] technology,risnewsinsights
[18] retail,s
[13] check,out
[12] retail,tech
[12] e,commerce
[12] supply,chain
[12] future,retail
[12] s,10

Top Word Pairs in Tweet in G3:
[28] software,leaderboard
[24] ris,software
[20] annual,ris
[19] lexmark,receives
[19] receives,top
[19] top,honors
[19] honors,19th
[19] 19th,annual
[19] leaderboard,survey
[19] survey,retailers

Top Word Pairs in Tweet in G4:
[24] couldn,t
[24] t,attend
[24] attend,nrf2019
[24] nrf2019,maybe
[24] maybe,now
[24] now,need
[24] need,identify
[24] identify,real
[24] real,hype
[24] hype,aptos

Top Word Pairs in Tweet in G5:
[14] check,out
[11] nikkibaird,joeskorupa
[9] risnewsinsights,miss
[8] take,deep
[8] catch,up
[7] deep,dive
[7] newsletter,now
[6] retail,retailtech
[6] join,nikkibaird
[6] webinar,1

Top Word Pairs in Tweet in G6:
[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 G7:
[18] find,out
[10] 42,retailers
[10] retailers,primarily
[10] primarily,use
[10] use,spreadsheets
[10] spreadsheets,pricing
[10] pricing,34
[10] 34,use
[10] use,internally
[10] internally,built

Top Word Pairs in Tweet in G8:
[4] top,10
[3] 10,takeaways
[2] big,show
[2] robot,store
[2] retail,industry
[2] best,nrfbigshow
[2] nrfbigshow,2019
[2] 2019,top
[2] takeaways,risnewsinsights
[2] risnewsinsights,storesystems

Top Word Pairs in Tweet in G9:
[8] elasticpath,made
[8] made,list
[7] one,top
[7] top,10
[7] 10,takeways
[7] takeways,nrf2019
[7] nrf2019,major
[7] major,tech
[7] tech,announcements
[7] announcements,elasticpath

Top Word Pairs in Tweet in G10:
[2] implementing,new
[2] new,bopis
[2] bopis,process
[2] process,ve
[2] ve,reduced
[2] reduced,time
[2] time,spent
[2] spent,customers
[2] customers,more
[2] more,2

Top Replied-To
Top Replied-To in Entire Graph:
@risnewsinsights
@simoneknaap
@springboardup
@forbes
@indeed
@lkbennettlondon
@reflexissystems
@nodexl
@brain_chain
@lexmark

Top Replied-To in G1:
@risnewsinsights
@brain_chain
@reflexissystems
@lkbennettlondon
@djweinand
@revionics

Top Replied-To in G2:
@springboardup
@ultabeauty
@simoneknaap

Top Replied-To in G3:
@risnewsinsights
@indeed
@forbes
@nodexl
@lexmark

Top Replied-To in G5:
@simoneknaap

Top Replied-To in G6:
@risnewsinsights

Top Replied-To in G8:
@risnewsinsights

Top Mentioned
Top Mentioned in Entire Graph:
@risnewsinsights
@simoneknaap
@joeskorupa
@aptos_retail
@nikkibaird
@lexmark
@ricardo_belmar
@risnews
@ensembleiq

Top Mentioned in G1:
@risnewsinsights
@joeskorupa
@aptos_retail
@simoneknaap
@nikkibaird
@mvollmer1
@revionics
@fujitsuamerica
@displaydata
@celeranttech

Top Mentioned in G2:
@risnewsinsights
@simoneknaap
@joeskorupa
@level10
@nrfnews
@amazon
@envistaspplychn
@debweinswig
@theretaildoctor
@nikkibaird

Top Mentioned in G3:
@risnewsinsights
@joeskorupa
@simoneknaap
@lexmark
@ricardo_belmar
@risnews
@nodexl
@nikkibaird
@mjoehlerich
@albertguffanti

Top Mentioned in G4:
@aptos_retail
@risnewsinsights
@gregbuzek
@kilcorsr
@brendanwitcher
@elotouch
@shopgate
@theatro_retail
@zynstra

Top Mentioned in G5:
@risnewsinsights
@joeskorupa
@nikkibaird
@simoneknaap
@ensembleiq
@toshibacommerce
@zebraretail
@officedepot
@reflexissystems
@ris

Top Mentioned in G6:
@risnewsinsights
@commercecloud
@salesforce
@joanna_beerman
@risnew
@mikemicucci
@samsungus
@stevenpdennis
@tonycdonofrio

Top Mentioned in G7:
@sap_retail
@risnewsinsights
@lorimitchellkel
@nightrain_x
@scmatsap
@sap_cp

Top Mentioned in G8:
@risnewsinsights
@nrfbigshow
@retailprophet
@harvardbiz
@inestorovic
@icsc

Top Mentioned in G9:
@elasticpath
@risnewsinsights
@hchemko
@elasticp

Top Mentioned in G10:
@risnewsinsights
@lowes
@jdasoftware
@keviniaquinto
@newnational

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@evankirstel
@walmart
@bawazircc
@compellingsites
@nordstrom
@lululemon
@mjoehlerich
@andrewmorrisuk
@forbes

Top Tweeters in G1:
@compellingsites
@andrewmorrisuk
@mary_b_68
@foodmfguk
@cstorenews_
@cerasis
@stevemillersf
@dicks
@mvollmer1
@edcleary1

Top Tweeters in G2:
@walmart
@nordstrom
@lululemon
@machinelearn_d
@starbucks
@wolfgin
@aldo_zaffalon
@kohls
@google
@neilretail

Top Tweeters in G3:
@sectest9
@bawazircc
@mjoehlerich
@forbes
@fmfrancoise
@karaswisher
@edmontonoilers
@brianray88
@canadiantire
@advancingretail

Top Tweeters in G4:
@mrsamandareed
@caclosets
@aptos_retail
@ketnergrouppr
@elotouch
@brandogarcia
@shopgate
@krmpr
@davethewavesd
@webblet

Top Tweeters in G5:
@_maryhshultz
@babylouie75
@nikki
@officedepot
@kentgraziano
@gdaza28
@unilever
@snowflakedb
@cgtmagazine
@htmagazine

Top Tweeters in G6:
@salesforce
@marketingcloud
@samsungus
@m_runners
@cdwcorp
@zebratechnology
@scottherson
@mytotalretail
@commercecloud
@nickbotter

Top Tweeters in G7:
@andysiliconv
@sap_retail
@bizuser
@scmatsap
@rejindra
@digital_mary
@carinasmessage
@elaine_benfield
@theleuker
@roseonretail

Top Tweeters in G8:
@harvardbiz
@icsc
@marktoro
@retailprophet
@inestorovic
@figure1pub
@nrfbigshow
@k3software
@kapilnarwal

Top Tweeters in G9:
@carolinebombart
@elasticpath
@darinarcher
@ashleymgillen
@howardfertig
@hchemko
@akcwong_ep
@elasticp
@noremaci

Top Tweeters in G10:
@lowes
@newnational
@jolene_peixoto
@jdasoftware
@keviniaquinto
@dianaunay
@a_boccalandro


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