risnewsinsights, Twitter, 3/9/2019 9:47:01 PM, 189747


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risnewsinsights_2019-03-09_13-38-22.xlsx
risnewsinsights_2019-03-09_13-38-22.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 09, 2019
Short Description:
risnewsinsights via NodeXL http://bit.ly/2EPOmlD
@risnewsinsights
@simoneknaap
@joeskorupa
@aptos_retail
@nodexl
@elasticpath
@sap_retail
@retailaggregate
@aneeshnair
@rammeld7

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

Description:
Description
The graph represents a network of 492 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 Saturday, 09 March 2019 at 21:39 UTC.

The requested start date was Saturday, 09 March 2019 at 21:38 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 63-day, 2-hour, 42-minute period from Tuesday, 01 January 2019 at 20:33 UTC to Tuesday, 05 March 2019 at 23:15 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 : 492
Unique Edges : 792
Edges With Duplicates : 1028
Total Edges : 1820
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.0629067245119306
Reciprocated Edge Ratio : 0.118367346938776
Connected Components : 9
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 483
Maximum Edges in a Connected Component : 1816
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.677997
Graph Density : 0.00405676154521219
Modularity : 0.318091
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[30] https://risnews.com/best-nrf-2019-top-10-takeaways
[16] https://risnews.com/16th-annual-store-experience-study-2019-doubling-down-transformation
[14] https://risnews.com/top-women-retail-tech-2019
[12] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[12] https://risnews.com/cultivating-super-associate
[12] https://risnews.com/retail-technology-trends-grocery-industry
[12] https://event.webcasts.com/starthere.jsp?ei=1226811&tp_key=2a2e958087&sti=social
[11] https://risnews.com/artificial-intelligence-and-enterprise-experience
[11] https://event.webcasts.com/starthere.jsp?ei=1229629&tp_key=5644557822&sti=social
[11] https://risnews.com/ris-news-big-show-wrap-report-2019

Top URLs in Tweet in G1:
[15] https://risnews.com/best-nrf-2019-top-10-takeaways
[11] https://event.webcasts.com/starthere.jsp?ei=1226811&tp_key=2a2e958087&sti=social
[9] https://event.webcasts.com/starthere.jsp?ei=1229629&tp_key=5644557822&sti=social
[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
[7] https://risnews.com/january-2019
[7] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[7] https://risnews.com/artificial-intelligence-and-enterprise-experience
[6] https://risnews.com/latest-news
[6] https://risnews.com/retail-technology-trends-grocery-industry
[6] https://risnews.com/cultivating-super-associate

Top URLs in Tweet in G2:
[4] https://risnews.com/empowering-store-retail-workforce
[3] https://risnews.com/best-nrf-2019-top-10-takeaways
[3] https://risnews.com/16th-annual-store-experience-study-2019-doubling-down-transformation
[2] https://risnews.com/savvy-tech-shopping-smb-retailer
[2] https://risnews.com/supply-chain-management-keeping-demand
[2] https://risnews.com/retail-technology-trends-grocery-industry
[2] https://risnews.com/top-5-strategies-watch-2019-store-experience-study
[2] https://risnews.com/retail-2025-shopper-study-future-retail-already-here
[2] https://risnews.com/forecasting-and-retail-analytics-going-2019
[2] https://risnews.com/top-women-retail-tech-2019

Top URLs in Tweet in G3:
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=180849
[5] https://risnews.com/top-7-retail-technology-trends-watch-2019?twitter=@aneeshnair
[4] https://risnews.com/best-nrf-2019-top-10-takeaways
[3] https://risnews.com/16th-annual-store-experience-study-2019-doubling-down-transformation
[3] https://risnews.com/nrf-2019-dawn-experiential-shopping
[2] https://www.tonydonofrio.com/#research
[2] https://risnews.com/nrf-show-coverage-ensembleiq-2019
[2] https://sumall.com/thankyou?utm_source=twitter&utm_medium=publishing&utm_campaign=thank_you_tweet&utm_content=text_and_media&utm_term=085a07f4704f23b865b96679
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=171043
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170002

Top URLs in Tweet in G4:
[7] https://risnews.com/top-women-retail-tech-2019
[5] https://risnews.com/16th-annual-store-experience-study-2019-doubling-down-transformation
[5] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[5] https://risnews.com/cultivating-super-associate
[5] https://risnews.com/ris-news-big-show-wrap-report-2019
[4] https://risnews.com/retail-technology-trends-grocery-industry
[4] https://risnews.com/stitch-fix-named-worlds-most-innovative-retailer-2019?ajs_uid=0462A0032034I4U&oly_enc_id=0462A0032034I4U&ajs_trait_oebid=5235H5701912B7O
[3] https://risnews.com/january-2019
[3] https://risnews.com/pos-software-hardware-transform-retail-experience
[3] https://risnews.com/latest-news

Top URLs in Tweet in G5:
[1] http://snip.ly/uyikyx
[1] https://www.linkedin.com/slink?code=gXh9sZk
[1] https://lnkd.in/ew5ctZd

Top URLs in Tweet in G6:
[3] https://risnews.com/retails-10-most-influential-people-2019?utm_content=83411365&utm_medium=social&utm_source=twitter&hss_channel=tw-1102057070
[1] https://risnews.com/retails-10-most-influential-people-2019
[1] https://risnews.com/sears-gets-vital-extension-edward-lampert-takeover-bid
[1] https://risnews.com/best-nrf-2019-top-10-takeaways?utm_content=83207043&utm_medium=social&utm_source=twitter&hss_channel=tw-1102057070
[1] https://risnews.com/retails-10-most-influential-people-2019?platform=hootsuite

Top URLs in Tweet in G7:
[1] https://buff.ly/2ENtSNG?utm_content=82062176&utm_medium=social&utm_source=twitter&hss_channel=tw-1842259873
[1] https://buff.ly/2Tfkzsh?utm_content=82062176&utm_medium=social&utm_source=twitter&hss_channel=tw-1842259873
[1] https://www.youtube.com/watch?v=yXDYboqyJPw&feature=youtu.be

[1] https://risnews.com/three-grocery-retail-trends-jump-2019?ajs_uid=9463F3040134G5D&oly_enc_id=9463F3040134G5D&ajs_trait_oebid=5235H5701912B7O
[1] https://risnews.com/hudson-group-deploys-new-unified-commerce-platform
[1] https://risnews.com/best-nrf-2019-top-10-takeaways

Top URLs in Tweet in G8:
[5] https://risnews.com/dawn-ai-driven-price-management
[1] https://twitter.com/SAP_Retail/status/1093925932178571266/photo/1
[1] https://twitter.com/SAP_Retail/status/1083811032613699584/photo/1
[1] https://risnews.com/efficiency-meets-transparency-ensuring-food-safety-across-grocery-industry

Top URLs in Tweet in G9:
[3] https://risnews.com/best-nrf-2019-top-10-takeaways
[1] https://consumergoods.com/ten-hot-retail-startups
[1] https://risnews.com/ris-news-big-show-wrap-report-2019

Top URLs in Tweet in G10:
[2] https://risnews.com/best-nrf-2019-top-10-takeaways

Top Domains
Top Domains in Tweet in Entire Graph:
[521] risnews.com
[26] pardot.com
[25] twitter.com
[24] webcasts.com
[15] radial.com
[14] nodexlgraphgallery.org
[12] dragonforms.com
[10] buff.ly
[7] dy.si
[6] nrf.com

Top Domains in Tweet in G1:
[229] risnews.com
[20] webcasts.com
[7] dragonforms.com
[6] twitter.com
[6] dy.si
[4] buff.ly
[4] bit.ly
[3] surveymonkey.com
[3] nrf.com
[2] edgl.com

Top Domains in Tweet in G2:
[121] risnews.com
[5] twitter.com
[3] webcasts.com
[2] pardot.com
[1] zebra.com
[1] youtube.com
[1] revionics.com

Top Domains in Tweet in G3:
[25] risnews.com
[14] nodexlgraphgallery.org
[4] twitter.com
[3] tonydonofrio.com
[3] sumall.com
[1] lnkd.in
[1] aptos.com
[1] manthan.com
[1] dy.si
[1] nrf.com

Top Domains in Tweet in G4:
[107] risnews.com
[24] pardot.com
[5] dragonforms.com
[4] buff.ly
[2] nrf.com
[1] webcasts.com
[1] profitect.com
[1] risreport.com
[1] stratixcorp.com
[1] apnews.com

Top Domains in Tweet in G5:
[1] snip.ly
[1] linkedin.com
[1] lnkd.in

Top Domains in Tweet in G6:
[7] risnews.com

Top Domains in Tweet in G7:
[3] risnews.com
[2] buff.ly
[1] youtube.com

Top Domains in Tweet in G8:
[6] risnews.com
[2] twitter.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[415] retail
[256] nrf2019
[146] retailtech
[80] technology
[46] retailers
[45] supplychain
[37] customerexperience
[35] grocery
[31] webinar
[28] ecommerce



Top Hashtags in Tweet in G1:
[132] retail
[96] nrf2019
[92] retailtech
[22] supplychain
[15] retailnews
[12] webinar
[12] sap
[10] grocery
[10] nrf
[9] retailer

Top Hashtags in Tweet in G2:
[141] retail
[56] technology
[32] nrf2019
[23] ecommerce
[17] supplychain
[15] customerexperience
[12] grocery
[11] innovation
[11] personalization
[9] leadership

Top Hashtags in Tweet in G3:
[35] nrf2019
[32] retail
[11] retailtech
[8] 2018res
[7] technology
[6] webinar
[6] cio
[6] cdo
[6] cx
[6] ai

Top Hashtags in Tweet in G4:
[60] retail
[50] nrf2019
[34] retailtech
[12] webinar
[10] grocery
[6] retailnews
[5] inforgraphic
[5] customerexperience
[5] retailer
[5] infographic

Top Hashtags in Tweet in G5:
[25] nrf2019
[11] stores
[11] retail
[1] customer
[1] customergenome

Top Hashtags in Tweet in G6:
[15] retail
[10] technology
[10] influencers
[2] nrf2019
[1] retailers
[1] webinar
[1] reengineeringretail

Top Hashtags in Tweet in G7:
[7] retailers
[3] grocery
[3] omnichannel
[3] nrf
[3] data
[1] nrf2019
[1] cloudcomputing
[1] retailtech
[1] cx

Top Hashtags in Tweet in G8:
[20] retailers
[5] sap

Top Hashtags in Tweet in G9:
[2] nrf2019
[2] storesystems
[2] supplychain
[1] topten
[1] technology
[1] startups
[1] retail
[1] merchandising
[1] customerengagement
[1] latestnews

Top Hashtags in Tweet in G10:
[9] nrf2019
[1] epcc

Top Words
Top Words in Tweet in Entire Graph:
[658] Words in Sentiment List#1: Positive
[243] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[17902] Non-categorized Words
[18803] Total Words
[682] risnewsinsights
[563] retail
[259] nrf2019
[172] 2019
[144] retailtech

Top Words in Tweet in G1:
[173] retail
[155] risnewsinsights
[96] nrf2019
[92] retailtech
[54] up
[47] store
[46] s
[41] 2019
[39] nrf
[35] top

Top Words in Tweet in G2:
[181] retail
[165] risnewsinsights
[66] technology
[33] nrf2019
[32] 2019
[25] simoneknaap
[24] store
[23] ecommerce
[23] joeskorupa
[20] experience

Top Words in Tweet in G3:
[80] risnewsinsights
[42] joeskorupa
[41] retail
[37] nrf2019
[27] nodexl
[26] 2019
[20] simoneknaap
[19] experience
[18] store
[16] webinar

Top Words in Tweet in G4:
[202] risnewsinsights
[89] retail
[50] nrf2019
[41] 2019
[33] retailtech
[33] up
[29] store
[29] top
[27] out
[24] webinar

Top Words in Tweet in G5:
[34] aptos_retail
[25] nrf2019
[25] aptos
[24] couldn
[24] t
[24] attend
[24] maybe
[24] now
[24] need
[24] identify

Top Words in Tweet in G6:
[25] retail
[20] risnewsinsights
[15] 10
[15] 2019
[14] influential
[14] people
[13] s
[10] technology
[10] influencers
[10] nrfnews

Top Words in Tweet in G7:
[8] customers
[8] timdenman
[7] displaydata
[7] retailers
[7] better
[7] respond
[7] want
[7] watch
[7] ceo
[7] andrewdark1

Top Words in Tweet in G8:
[34] use
[25] find
[22] out
[21] pricing
[20] 42
[20] retailers
[17] primarily
[17] spreadsheets
[17] 34
[17] internally

Top Words in Tweet in G9:
[6] nrfbigshow
[6] risnewsinsights
[4] technology
[3] retail
[3] best
[2] check
[2] out
[2] startups
[2] nrf2019
[2] unveiled

Top Words in Tweet in G10:
[14] elasticpath
[9] nrf2019
[8] made
[8] list
[7] one
[7] top
[7] 10
[7] takeways
[7] major
[7] tech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[62] retail,retailtech
[60] retail,technology
[58] store,experience
[57] check,out
[53] big,show
[51] experience,study
[43] top,10
[39] nrf,big
[38] nikkibaird,joeskorupa
[34] supply,chain

Top Word Pairs in Tweet in G1:
[45] retail,retailtech
[25] big,show
[21] nrf,big
[21] s,nrf
[20] year,s
[19] store,experience
[18] supply,chain
[16] check,out
[16] chain,management
[16] management,keeping

Top Word Pairs in Tweet in G2:
[28] retail,technology
[13] supply,chain
[12] 2019,retail
[12] retail,nrf2019
[11] technology,risnewsinsights
[10] nrf2019,risnewsinsights
[10] big,show
[10] store,experience
[10] experience,study
[8] retail,supplychain

Top Word Pairs in Tweet in G3:
[16] nodexl,risnewsinsights
[12] store,experience
[12] experience,study
[11] 16th,annual
[11] risnewsinsights,simoneknaap
[10] annual,store
[9] nrf,big
[9] big,show
[9] nikkibaird,joeskorupa
[9] simoneknaap,lexmark

Top Word Pairs in Tweet in G4:
[16] store,experience
[15] experience,study
[15] check,out
[14] risnewsinsights,webinar
[13] retail,retailtech
[13] risnewsinsights,miss
[11] nikkibaird,joeskorupa
[11] watch,2019
[9] 5,strategies
[9] strategies,watch

Top Word Pairs in Tweet in G5:
[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 G6:
[14] 10,influential
[14] people,2019
[13] retail,s
[13] s,10
[13] influential,people
[10] 2019,retail
[10] retail,technology
[10] technology,influencers
[10] influencers,risnewsinsights
[10] risnewsinsights,nrfnews

Top Word Pairs in Tweet in G7:
[7] retailers,better
[7] better,respond
[7] respond,customers
[7] customers,want
[7] want,watch
[7] watch,ceo
[7] ceo,andrewdark1
[7] andrewdark1,talking
[7] talking,timdenman
[6] displaydata,retailers

Top Word Pairs in Tweet in G8:
[22] find,out
[17] 42,retailers
[17] retailers,primarily
[17] primarily,use
[17] use,spreadsheets
[17] spreadsheets,pricing
[17] pricing,34
[17] 34,use
[17] use,internally
[17] internally,built

Top Word Pairs in Tweet in G9:
[2] check,out
[2] unveiled,company
[2] company,demonstrated
[2] demonstrated,technology
[2] technology,first
[2] first,time
[2] time,last
[2] last,week
[2] week,nrfbigshow
[2] nrfbigshow,honor

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@risnewsinsights
@joeskorupa
@simoneknaap
@aptos_retail
@nikkibaird
@infor
@ihl_group
@reflexissystems
@ricardo_belmar

Top Mentioned in G1:
@risnewsinsights
@joeskorupa
@infor
@aptos_retail
@ihl_group
@simoneknaap
@nikkibaird
@mvollmer1
@fujitsuamerica
@reflexissystems

Top Mentioned in G2:
@risnewsinsights
@simoneknaap
@joeskorupa
@aptos_retail
@nikkibaird
@toshibacommerce
@hp
@hugheson
@lowes
@gobamboorose

Top Mentioned in G3:
@risnewsinsights
@joeskorupa
@simoneknaap
@ricardo_belmar
@nikkibaird
@wearemanthan
@nodexl
@lexmark
@gregbuzek
@ihl_group

Top Mentioned in G4:
@risnewsinsights
@joeskorupa
@nikkibaird
@simoneknaap
@reflexissystems
@davidciancio
@dunnhumby
@profitect
@ensembleiq
@pathwaypr

Top Mentioned in G5:
@aptos_retail
@risnewsinsights
@joeskorupa
@nikkibaird

Top Mentioned in G6:
@risnewsinsights
@nrfnews
@theretaildoctor
@debweinswig
@simoneknaap
@the
@stevenpdennis
@retailprophet
@retailminded
@debw

Top Mentioned in G7:
@timdenman
@displaydata
@andrewdark1
@risnewsinsights
@officedepot
@pcmsgroup
@snowflakedb
@bamboorose_team
@esri

Top Mentioned in G8:
@sap_retail
@risnewsinsights
@nightrain_x
@lorimitchellkel
@sap_cp

Top Mentioned in G9:
@nrfbigshow
@risnewsinsights
@timdenman
@cgtmagazine
@zebraretail
@pensa_systems
@inestorovic

Top Mentioned in G10:
@elasticpath
@risnewsinsights
@hchemko
@elasticp

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@walmart
@bawazircc
@nordstrom
@mjoehlerich
@andrewmorrisuk
@fastcompany
@forbes
@machinelearn_d
@ocado

Top Tweeters in G1:
@nordstrom
@andrewmorrisuk
@forbes
@mary_b_68
@cerasis
@ggheorghiu
@mvollmer1
@imagendemexico
@nike
@containerstore

Top Tweeters in G2:
@walmart
@machinelearn_d
@ocado
@starbucks
@footlocker
@lowes
@aldo_zaffalon
@publix
@rei
@selfridges

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

Top Tweeters in G4:
@fastcompany
@wegmans
@samsungus
@stitchfix
@nikki
@blu
@unilever
@dunnhumby
@level10
@fujitsuamerica

Top Tweeters in G5:
@aptos_retail
@brandogarcia
@davethewavesd
@webblet
@bjensendenver
@smelly_melly76
@vanessatrainor1
@aptos_latam
@karen_a_robson
@jayleenshields

Top Tweeters in G6:
@wolfgin
@neilretail
@sears
@dresserman
@retailminded
@stevenpdennis
@theretaildoctor
@retailprophet
@nrfnews
@debweinswig

Top Tweeters in G7:
@babylouie75
@officedepot
@kentgraziano
@oracle
@snowflakedb
@secureretail1
@displaydata
@paulmilner9
@pcmsgroup
@tier1pr

Top Tweeters in G8:
@sap_retail
@digital_mary
@sap_cp
@carinasmessage
@theleuker
@roseonretail
@nightrain_x
@steinzeh
@rlivney_granger
@lorimitchellkel

Top Tweeters in G9:
@cgtmagazine
@inestorovic
@hdbolak
@zebraretail
@nrfbigshow
@kapilnarwal
@storeadvise
@teliitlikeicit
@pensa_systems

Top Tweeters in G10:
@carolinebombart
@elasticpath
@darinarcher
@ashleymgillen
@howardfertig
@hchemko
@akcwong_ep
@elasticp
@noremaci