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#nrf2019_2019-01-15_12-09-19.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
January 15, 2019
Short Description:
#nrf2019 via NodeXL http://bit.ly/2Dcr4He
@fdsdruk
@nrfbigshow
@steinzeh
@evankirstel
@femalequotient
@sap_retail
@microsoft
@andrewbusby
@toshibabusiness
@nightrain_x

Top hashtags:
#nrf2019
#retail
#retailtech
#ai
#sap
#fashion
#ny
#digital
#aptosatnrf

Description:
Description
The graph represents a network of 166 Twitter users whose recent tweets contained "#nrf2019", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 15 January 2019 at 20:09 UTC.

The tweets in the network were tweeted over the 7-minute period from Tuesday, 15 January 2019 at 20:01 UTC to Tuesday, 15 January 2019 at 20:09 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 : 166
Unique Edges : 187
Edges With Duplicates : 38
Total Edges : 225
Self-Loops : 40
Reciprocated Vertex Pair Ratio : 0.0303030303030303
Reciprocated Edge Ratio : 0.0588235294117647
Connected Components : 40
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 59
Maximum Edges in a Connected Component : 114
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.703373
Graph Density : 0.00620664476086163
Modularity : 0.725244
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[3] https://twitter.com/SAP_Retail/status/1085266001208340480/video/1
[3] http://www.thedrive.com/news/25891/walmart-will-start-delivering-groceries-via-self-driving-vans-in-2019
[2] 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
[2] https://www.youtube.com/watch?v=cp1Aq4h3sXA&feature=youtu.be

[2] http://r.socialstudio.radian6.com/3792447e-2cd8-494e-bde2-f37ba2e04780
[2] https://cloudwars.co/2019-cio-predictions-hinchcliffe/
[2] https://newsroom.cisco.com/feature-content?type=webcontent&articleId=1962353&CAMPAIGN=Corporate+Communications&Country_Site=GL&POSITION=Social%2BMedia&REFERRING_SITE=Twitter&CREATIVE=Cisco%2B%2B
[2] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew
[1] http://snip.ly/2rqzhp?utm_content=buffera4dd5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer_Kevin_Jackson
[1] https://t.co/9bFJGmzWXR

Top URLs in Tweet in G1:
[3] https://twitter.com/SAP_Retail/status/1085266001208340480/video/1
[1] https://www.gk-software.com/en/public-relations-en/events/nrf-subscription
[1] https://twitter.com/GK_SOFTWARE_USA/status/1067828010089398272/photo/1
[1] https://twitter.com/steinzeh/status/1084581673050824704

Top URLs in Tweet in G2:
[2] https://ensembleiq.dragonforms.com/init.do?omedasite=RIS_prefnew

Top URLs in Tweet in G3:
[1] http://www.thedrive.com/news/25891/walmart-will-start-delivering-groceries-via-self-driving-vans-in-2019
[1] https://twitter.com/ns8inc/status/1085230043561902080
[1] https://nrf.com/blog/retailers-top-priorities-2019?utm_medium=Twitter%20NRF%20Paid&utm_source=Social&utm_campaign=NRF2019&utm_content=Forrester
[1] https://events.kantarconsulting.com/eCommerceOmni2019
[1] https://blog.aerohive.com/coolest-new-tech-from-nrf-2019/

Top URLs in Tweet in G4:
[2] https://cloudwars.co/2019-cio-predictions-hinchcliffe/
[1] https://lnkd.in/gekB9n9
[1] http://bit.ly/2FxBUcs?utm_content=82693473&utm_medium=social&utm_source=twitter&hss_channel=tw-192171500

Top URLs in Tweet in G6:
[1] https://twitter.com/nutanix/status/1085265415813689345
[1] https://newsroom.cisco.com/feature-content?type=webcontent&articleId=1962353&CAMPAIGN=Corporate+Communications&Country_Site=GL&POSITION=Social%2BMedia&REFERRING_SITE=Twitter&CREATIVE=Cisco%2B%2B
[1] https://www.infosys.com/newsroom/events/Pages/nrf-bigshow2019.aspx?soc=smo_tw_lq_43466_CRL_Link-Image_43476_nrf-bigshow2019_tw167676_lq
[1] https://t.co/9bFJGmzWXR
[1] https://t.co/TMCeKq0swi

Top URLs in Tweet in G7:
[2] 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
[2] http://www.thedrive.com/news/25891/walmart-will-start-delivering-groceries-via-self-driving-vans-in-2019
[2] https://www.youtube.com/watch?v=cp1Aq4h3sXA&feature=youtu.be

[1] http://snip.ly/2rqzhp?utm_content=buffera4dd5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer_Kevin_Jackson

Top URLs in Tweet in G9:
[1] http://imoogi.me/OLjoZ/?edition_id=ce6e8e40-1846-11e9-bc01-0cc47a0d15fd
[1] http://imoogi.me/?edition_id=ce6e8e40-1846-11e9-bc01-0cc47a0d15fd

Top URLs in Tweet in G10:
[1] https://www.usine-digitale.fr/article/nrf-2019-5-tendances-qui-vont-bouleverser-le-retail-en-2019.N791624

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[123] nrf2019
[26] retail
[11] retailtech
[11] ai
[6] sap
[5] fashion
[4] ny
[4] digital
[4] aptosatnrf
[3] attinfluencer



Top Hashtags in Tweet in G1:
[26] nrf2019
[6] sap
[3] fashion
[3] retailers
[3] ny
[3] seidor
[3] coolthingsat
[2] s4hana
[2] retail
[1] automation

Top Hashtags in Tweet in G2:
[10] nrf2019
[1] thegirlslounge
[1] nrf19
[1] retailnews
[1] retail
[1] retailtech

Top Hashtags in Tweet in G3:
[13] nrf2019
[3] toshibacommerce
[3] retail
[2] kiosks
[2] cx
[2] toshiba
[2] empoweringretail
[1] selfdrivingcars
[1] translations
[1] retailtech

Top Hashtags in Tweet in G4:
[4] nrf2019
[2] digital
[2] cio
[2] ai
[2] retail
[1] predications
[1] cdo
[1] digitaltransformation
[1] ceo
[1] csuite

Top Hashtags in Tweet in G5:
[4] nrf2019
[1] podcast
[1] fashiontech

Top Hashtags in Tweet in G6:
[11] nrf2019
[3] retail
[2] iot
[2] nutanixevents
[2] tech
[1] vc
[1] iamreadytohelp
[1] dyk
[1] technology
[1] news

Top Hashtags in Tweet in G7:
[8] nrf2019
[7] retailtech
[6] retail
[4] ai
[3] attinfluencer
[3] retailrealtalk
[3] machinelearning
[3] brand
[3] marketing
[3] ecommerce

Top Hashtags in Tweet in G8:
[1] nrf2019
[1] retail
[1] nyc
[1] purpose
[1] leadership
[1] activism

Top Hashtags in Tweet in G9:
[2] nrf2019
[2] roma

Top Hashtags in Tweet in G10:
[2] mustread
[2] nrf2019
[2] robots
[2] hyperpersonnalisation
[1] retail
[1] flashtweet
[1] digital
[1] transfonum
[1] tech
[1] nrf19

Top Words
Top Words in Tweet in Entire Graph:
[125] Words in Sentiment List#1: Positive
[55] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[3368] Non-categorized Words
[3548] Total Words
[124] nrf2019
[53] retail
[25] booth
[22] s
[18] ai

Top Words in Tweet in G1:
[27] nrf2019
[14] sap
[13] sap_retail
[12] owl
[9] retail
[9] ready
[7] experiences
[7] see
[5] fashion
[5] trust

Top Words in Tweet in G2:
[10] nrf2019
[6] brandless
[6] up
[5] tinasharkey
[4] product
[3] nrfbigshow
[3] brand
[2] set
[2] intention
[2] don

Top Words in Tweet in G3:
[13] nrf2019
[7] nrfbigshow
[7] retail
[5] booth
[5] session
[4] store
[4] see
[4] great
[4] s
[3] end

Top Words in Tweet in G4:
[5] retail
[4] nrf2019
[3] ceo
[3] writing
[3] dhinchcliffe
[2] rwang0
[2] career
[2] suicide
[2] starving
[2] digital

Top Words in Tweet in G5:
[4] live
[4] nrf2019
[4] energy
[4] crazy
[4] anticipation
[4] building
[4] make
[4] sure
[4] head
[4] over

Top Words in Tweet in G6:
[11] nrf2019
[8] retail
[4] come
[4] see
[4] booth
[4] business
[3] up
[3] deliver
[3] experiences
[2] nutanix

Top Words in Tweet in G7:
[8] nrf2019
[7] retailtech
[6] retail
[6] data
[5] evankirstel
[4] ai
[3] attbusiness
[3] attinfluencer
[3] retailrealtalk
[3] machinelearning

Top Words in Tweet in G8:
[4] need
[2] aspirational
[2] view
[2] future
[2] solutions
[2] rose
[2] marcario
[2] ceo
[2] patagonia
[2] great

Top Words in Tweet in G9:
[2] latest
[2] imoogi
[2] artist's
[2] daily
[2] thanks
[2] melghs
[2] bazb2014
[2] anisaliya7
[2] nrf2019
[2] roma

Top Words in Tweet in G10:
[4] les
[2] flashtweet
[2] mustread
[2] nrf2019
[2] des
[2] robots
[2] dans
[2] magasins
[2] à
[2] l

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[9] don,t
[8] last,day
[8] stop,booth
[6] nrf2019,sap
[6] make,sure
[6] head,over
[6] day,nrf2019
[5] sign,up
[5] future,retail
[5] last,chance

Top Word Pairs in Tweet in G1:
[4] nrf2019,sap
[3] delivering,individualized
[3] individualized,fashion
[3] fashion,experiences
[3] experiences,customers
[3] customers,trust
[3] trust,nrf2019
[3] sap_retail,nrf2019
[3] retailers,ready
[3] ready,see

Top Word Pairs in Tweet in G2:
[3] nrfbigshow,nrf2019
[3] tinasharkey,brandless
[2] set,intention
[2] intention,don
[2] don,t
[2] t,believe
[2] believe,achieve
[2] achieve,something
[2] something,unless
[2] unless,put

Top Word Pairs in Tweet in G3:
[2] fascinating,robotics
[2] robotics,demo
[2] demo,microsoft
[2] microsoft,booth
[2] booth,use
[2] use,case
[2] case,counting
[2] counting,inventory
[2] inventory,store
[2] store,well

Top Word Pairs in Tweet in G4:
[2] career,suicide
[2] suicide,ceo
[2] ceo,starving
[2] starving,digital
[2] digital,agenda
[2] agenda,cio
[2] cio,bobevansit
[2] bobevansit,commentary
[2] prediction,gt
[2] gt,ai

Top Word Pairs in Tweet in G5:
[4] live,nrf2019
[4] nrf2019,energy
[4] energy,crazy
[4] crazy,anticipation
[4] anticipation,building
[4] building,make
[4] make,sure
[4] sure,head
[4] head,over
[4] over,3rd

Top Word Pairs in Tweet in G6:
[2] nutanix,going
[2] going,one
[2] one,nrfbigshow
[2] nrfbigshow,come
[2] come,visit
[2] visit,floor
[2] floor,stock
[2] stock,up
[2] up,much
[2] much,needed

Top Word Pairs in Tweet in G7:
[4] data,data
[3] 65,retailers
[3] retailers,offer
[3] offer,same
[3] same,day
[3] day,delivery
[3] delivery,retailtech
[3] retailtech,retail
[3] retail,brand
[3] brand,marketing

Top Word Pairs in Tweet in G8:
[2] need,aspirational
[2] aspirational,view
[2] view,future
[2] future,need
[2] need,solutions
[2] solutions,rose
[2] rose,marcario
[2] marcario,ceo
[2] ceo,patagonia
[2] patagonia,great

Top Word Pairs in Tweet in G9:
[2] latest,imoogi
[2] imoogi,artist's
[2] artist's,daily
[2] daily,thanks
[2] thanks,melghs
[2] melghs,bazb2014
[2] bazb2014,anisaliya7
[2] anisaliya7,nrf2019
[2] nrf2019,roma

Top Word Pairs in Tweet in G10:
[2] mustread,nrf2019
[2] nrf2019,des
[2] des,robots
[2] robots,dans
[2] dans,les
[2] les,magasins
[2] magasins,à
[2] à,l
[2] l,hyperpersonnalisation
[2] hyperpersonnalisation,les

Top Replied-To
Top Replied-To in Entire Graph:
@steinzeh
@dberthiaumecsa

Top Replied-To in G1:
@steinzeh

Top Mentioned
Top Mentioned in Entire Graph:
@sap_retail
@nrfbigshow
@evankirstel
@brandless
@tinasharkey
@sap
@attbusiness
@muellerskm
@kraush01
@theleuker

Top Mentioned in G1:
@sap_retail
@theleuker
@muellerskm
@kraush01
@magyarj
@seidorusa
@sapleonardo
@scmatsap
@sapfinance

Top Mentioned in G2:
@brandless
@tinasharkey
@nrfbigshow
@risnewsinsights
@femalequotient
@shelleyzalis
@lizheller
@membrainllc
@microsoft
@bcg

Top Mentioned in G3:
@nrfbigshow
@nrfnews
@ricardo_belmar
@microsoft
@ns8inc
@dieboldnixdorf
@evankirstel
@steinzeh
@sap_retail
@msretail

Top Mentioned in G4:
@dhinchcliffe
@rwang0
@bobevansit
@tiffani_bova
@cajunangela
@timsp00
@levelaccessa11y
@alanlepo
@dhi
@disruptvshow

Top Mentioned in G5:
@socialarchitec_
@beautyskew
@aposner
@vdlr
@nyftlab
@amandajparkes
@karensmoon
@smczarina
@cathyxhan

Top Mentioned in G6:
@digimarc

Top Mentioned in G7:
@evankirstel
@attbusiness
@dez_blanchfield
@polymatters
@kirkdborne

Top Mentioned in G8:
@patagonia
@stoullieux
@fastcompany
@jeffcbeer
@axylia_

Top Mentioned in G9:
@melghs
@bazb2014
@anisaliya7
@imoogiradio

Top Mentioned in G10:
@flashtweet
@stephmundubeltz
@lusinedigitale
@jbonnel

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@evankirstel
@theoddgirl18
@valaafshar
@lushcosmetics
@rwang0
@fastcompany
@7nh6zt4ej6mmb3a
@pardoe_ai
@2morrowknight

Top Tweeters in G1:
@watchezmenz
@sapfinance
@sap_retail
@sapleonardo
@scmatsap
@theleuker
@retailbird
@nightrain_x
@attune_global
@muellerskm

Top Tweeters in G2:
@andrewbusby
@risnewsinsights
@femalequotient
@bcg
@brandless
@shelleyzalis
@tinasharkey
@membrainllc
@kellieautumnell
@corinnesusan

Top Tweeters in G3:
@msretail
@ricardo_belmar
@nrfnews
@microsoft
@aerohive
@dieboldnixdorf
@kantarconsult
@toshibabusiness
@nrfbigshow
@hugheson

Top Tweeters in G4:
@valaafshar
@rwang0
@constellationr
@alanlepo
@dhinchcliffe
@tiffani_bova
@cajunangela
@disruptvshow
@business_ai
@bobevansit

Top Tweeters in G5:
@vdlr
@socialarchitec_
@ciciholl
@jackiebigford
@aposner
@beautyskew
@nyftlab
@smczarina
@karensmoon
@amandajparkes

Top Tweeters in G6:
@seb2blackgreen
@aniox07
@erincalvobacci
@retailbrandon
@colasfabrice
@rognecco
@digimarc
@infosysevents
@awanana2
@iamrobotics

Top Tweeters in G7:
@evankirstel
@7nh6zt4ej6mmb3a
@dez_blanchfield
@kirkdborne
@santchiweb
@iot_technojeder
@attbusiness
@polymatters
@ogunjimiiyanu12

Top Tweeters in G8:
@fastcompany
@stoullieux
@patagonia
@axylia_
@jeffcbeer
@awardsaxylia

Top Tweeters in G9:
@imoogiradio
@melghs
@bazb2014
@betapsi_project
@anisaliya7

Top Tweeters in G10:
@flashtweet
@jbonnel
@lusinedigitale
@nicoparramtl
@stephmundubeltz


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