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#2018RES_2018-10-11_00-00-01.xlsx
#2018RES_2018-10-11_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 11, 2018
Short Description:
#2018RES via NodeXL http://bit.ly/2OgPZjS
@ricardo_belmar
@risnewsinsights
@simoneknaap
@schnurdog
@nodexl
@milkandeggscom
@timdenman
@advancingretail
@joeskorupa
@jamieggoodman

Top hashtags:
#2018res
#retail
#retailtech
#rethinkretail
#personalization
#makeitwork

Description:
Description
The graph represents a network of 144 Twitter users whose tweets in the requested range contained "#2018RES", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 11 October 2018 at 07:00 UTC.

The requested start date was Thursday, 11 October 2018 at 00:01 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 12-day, 23-hour, 1-minute period from Thursday, 27 September 2018 at 15:02 UTC to Wednesday, 10 October 2018 at 14:03 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 : 144
Unique Edges : 258
Edges With Duplicates : 924
Total Edges : 1182
Number of Edge Types : 3
Mentions : 1060
Tweet : 109
Replies to : 13
Self-Loops : 109
Reciprocated Vertex Pair Ratio : 0.107033639143731
Reciprocated Edge Ratio : 0.193370165745856
Connected Components : 3
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 142
Maximum Edges in a Connected Component : 1180
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.541506
Graph Density : 0.0175796425796426
Modularity : 0.146649
NodeXL Version : 1.0.1.404

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://risnews.com/cio-year-awards-winners-announced
[5] https://play.google.com/store/apps/details?id=com.swoogo.s000y5&hl=en_US
[5] https://risnews.com/september-2018
[4] https://risnews.com/pacesetters-2018-10-fast-rising-retail-executives
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170099
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170134
[3] https://twitter.com/SimoneKnaap/status/1047634977708331009
[3] http://thatplanningguy.com/predictive-vs-prescriptive-analytics/
[3] https://events.ensembleiq.com/retail-experience-summit/107578
[2] https://event.webcasts.com/starthere.jsp?ei=1211176&tp_key=bb3dc9760e&sti=social

Top URLs in Tweet in G1:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170099
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170281
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=169657
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170002
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170134
[1] http://thatplanningguy.com/predictive-vs-prescriptive-analytics/
[1] https://risnews.com/retail-2025-shopper-study-future-retail-already-here
[1] https://twitter.com/ricardo_belmar/status/1047544840831946752
[1] https://twitter.com/risnewsinsights/status/1047634216366686209
[1] https://twitter.com/ricardo_belmar/status/1047637265189548034

Top URLs in Tweet in G2:
[2] https://twitter.com/Infovista/status/1044680772584656897
[2] https://events.ensembleiq.com/retail-experience-summit/Program
[1] https://twitter.com/jamieggoodman/status/1047278725065134080
[1] https://twitter.com/hughesmediavp/status/1047523333149868032
[1] https://twitter.com/greenflash59/status/1047600617160491009
[1] https://twitter.com/schnurdog/status/1047887458006757376
[1] https://twitter.com/i/web/status/1047918227156652032
[1] https://twitter.com/i/web/status/1047921247911170048
[1] https://twitter.com/thegrok/status/1047515718332436481
[1] https://twitter.com/TimDenman/status/1047536233440669696

Top URLs in Tweet in G3:
[5] https://risnews.com/september-2018
[3] https://play.google.com/store/apps/details?id=com.swoogo.s000y5&hl=en_US
[3] https://risnews.com/pacesetters-2018-10-fast-rising-retail-executives
[3] https://events.ensembleiq.com/retail-experience-summit/107578
[2] https://event.webcasts.com/starthere.jsp?ei=1211176&tp_key=bb3dc9760e&sti=social
[2] https://risnews.com/cio-year-awards-winners-announced
[1] https://twitter.com/i/web/status/1050023969951285249
[1] https://twitter.com/joeskorupa/status/1047598822593978368
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170134
[1] https://risnews.com/lock-sales-speedy-self-pickup-store

Top URLs in Tweet in G4:
[1] https://play.google.com/store/apps/details?id=com.swoogo.s000y5&hl=en_US
[1] https://risnews.com/pacesetters-2018-10-fast-rising-retail-executives
[1] https://twitter.com/i/web/status/1049678394319917057
[1] https://twitter.com/WeAreHEROFi/status/1045662186578857984
[1] https://risnews.com/cio-year-awards-winners-announced
[1] https://trus.tw/meeti32a98
[1] https://infy.com/2zsePUW
[1] https://www.infosys.com/newsroom/events/Pages/retail-2025-shopper-study.aspx?soc=sco_tw_BAU_43374_CRL_Link-Image_43381_retail-2025-shopper-study_tw167403_lq
[1] https://www.infosys.com/newsroom/events/Pages/retail-experience-summit-2018.aspx?soc=smo_tw_BAU_43344_SURE_Link-Image_43368_retail-experience-summit-2018_tw167370_lq
[1] https://www.infosys.com/newsroom/events/Pages/retail-experience-summit-2018.aspx?soc=smo_tw_BAU_43344_CPG_Link-Image_43372_retail-experience-summit-2018_tw167378_lq

Top URLs in Tweet in G5:
[3] https://twitter.com/SimoneKnaap/status/1047634977708331009
[2] http://thatplanningguy.com/predictive-vs-prescriptive-analytics/
[1] https://twitter.com/ricardo_belmar/status/1047893276794138625
[1] https://risnews.com/cio-year-awards-winners-announced
[1] https://risnews.com/finalists-announced-2018-cio-year-awards

Top URLs in Tweet in G6:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170394
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170175

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=Sx4sCKUT1FA&feature=youtu.be

[1] https://lnkd.in/eDebDwS
[1] https://twitter.com/simoneknaap/status/1045664189015052288
[1] https://risnews.com/retail-2025-shopper-study-future-retail-already-here
[1] https://risnews.com/cio-year-awards-winners-announced

Top URLs in Tweet in G8:
[1] https://lnkd.in/dJPkBfZ
[1] https://twitter.com/i/web/status/1048469138010791936

Top Domains
Top Domains in Tweet in Entire Graph:
[66] twitter.com
[21] risnews.com
[16] nodexlgraphgallery.org
[6] ensembleiq.com
[5] google.com
[4] infosys.com
[3] thatplanningguy.com
[2] webcasts.com
[2] infy.com
[2] lnkd.in

Top Domains in Tweet in G1:
[12] nodexlgraphgallery.org
[7] twitter.com
[2] risnews.com
[1] thatplanningguy.com
[1] google.com

Top Domains in Tweet in G2:
[42] twitter.com
[3] ensembleiq.com
[2] risnews.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G3:
[11] risnews.com
[8] twitter.com
[3] google.com
[3] ensembleiq.com
[2] webcasts.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[4] infosys.com
[3] twitter.com
[2] risnews.com
[2] infy.com
[1] google.com
[1] trus.tw

Top Domains in Tweet in G5:
[4] twitter.com
[2] thatplanningguy.com
[2] risnews.com

Top Domains in Tweet in G6:
[2] nodexlgraphgallery.org

Top Domains in Tweet in G7:
[2] risnews.com
[1] youtube.com
[1] lnkd.in
[1] twitter.com

Top Domains in Tweet in G8:
[1] lnkd.in
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[510] 2018res
[130] retail
[42] retailtech
[17] rethinkretail
[13] personalization
[12] makeitwork
[10] ai
[9] retailers
[8] technology
[6] cio



Top Hashtags in Tweet in G1:
[70] 2018res
[13] retail
[9] retailtech
[5] rethinkretail
[5] makeitwork
[5] personalization
[2] nodexl
[2] sna
[2] socialmedia
[2] technology

Top Hashtags in Tweet in G2:
[195] 2018res
[42] retail
[8] retailers
[7] makeitwork
[7] ai
[5] retailtech
[4] personalization
[3] daretobebold
[3] bopis
[3] mobile

Top Hashtags in Tweet in G3:
[63] 2018res
[30] retail
[9] retailtech
[3] cio
[2] webinar
[2] retailnews
[2] retailjobs
[2] voicecommerce
[2] marketingautomation
[1] mobile

Top Hashtags in Tweet in G4:
[72] 2018res
[27] retail
[14] retailtech
[10] rethinkretail
[5] technology
[4] personalization
[2] payments
[2] workforce
[2] socialmedia
[2] ai

Top Hashtags in Tweet in G5:
[62] 2018res
[4] retail
[3] retailtech
[2] gold
[1] analyticsdrivesbusiness
[1] thoughtprovoking
[1] peterprincipal
[1] relevance
[1] daretobebold
[1] tonya

Top Hashtags in Tweet in G6:
[4] 2018res
[1] retailtech

Top Hashtags in Tweet in G7:
[42] 2018res
[12] retail
[1] kiosks
[1] revenue
[1] bebold
[1] artificialintelligence
[1] retailtech
[1] shopper
[1] cio

Top Hashtags in Tweet in G8:
[2] 2018res
[2] retail
[1] cios
[1] retailtechnology
[1] rethinkretail

Top Words
Top Words in Tweet in Entire Graph:
[517] Words in Sentiment List#1: Positive
[132] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[10504] Non-categorized Words
[11153] Total Words
[510] 2018res
[277] risnewsinsights
[174] retail
[119] joeskorupa
[96] ricardo_belmar

Top Words in Tweet in G1:
[70] 2018res
[29] risnewsinsights
[27] nodexl
[26] ricardo_belmar
[21] retail
[15] simoneknaap
[14] joeskorupa
[13] rstephens
[9] retailtech
[9] albertguffanti

Top Words in Tweet in G2:
[195] 2018res
[148] risnewsinsights
[80] joeskorupa
[46] retail
[41] s
[30] glasheenjasmin1
[28] t
[28] retailbrandon
[24] experience
[23] store

Top Words in Tweet in G3:
[63] 2018res
[41] retail
[30] media
[29] social
[23] risnewsinsights
[23] now
[21] contest
[15] res
[15] tweet
[15] between

Top Words in Tweet in G4:
[72] 2018res
[53] risnewsinsights
[43] retail
[17] experience
[14] retailtech
[12] technology
[11] retailers
[11] ricardo_belmar
[10] store
[10] joeskorupa

Top Words in Tweet in G5:
[62] 2018res
[34] ricardo_belmar
[19] risnewsinsights
[13] more
[13] schnurdog
[9] joeskorupa
[9] great
[9] tractorsupply
[7] simoneknaap
[7] award

Top Words in Tweet in G6:
[4] 2018res
[3] bevmo
[3] fmfrancoise
[3] milkandeggscom
[3] nodexl
[3] simoneknaap
[3] risnewsinsights
[2] bob
[2] graham

Top Words in Tweet in G7:
[42] 2018res
[14] retail
[7] innovation
[7] david
[6] congrats
[6] osborne
[5] award
[5] t
[4] experience
[4] cio

Top Words in Tweet in G8:
[2] 2018res
[2] retail

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[163] 2018res,risnewsinsights
[48] risnewsinsights,joeskorupa
[39] social,media
[23] risnewsinsights,retail
[20] 2018res,retail
[18] retail,experience
[18] retail,retailtech
[18] media,contest
[18] tweet,between
[18] between,now

Top Word Pairs in Tweet in G1:
[11] 2018res,risnewsinsights
[9] 2018res,nodexl
[7] robert,stephens
[7] 2018res,retail
[7] nodexl,risnewsinsights
[6] risnewsinsights,ricardo_belmar
[6] retail,retailtech
[6] top,hashtags
[5] rstephens,one
[5] one,2018res

Top Word Pairs in Tweet in G2:
[111] 2018res,risnewsinsights
[46] risnewsinsights,joeskorupa
[11] glasheenjasmin1,retailbrandon
[10] joeskorupa,risnewsinsights
[10] 2018res,joeskorupa
[9] geek,squad
[8] don,t
[8] rstephens,2018res
[8] risnewsinsights,glasheenjasmin1
[7] risnewsinsights,schnurdog

Top Word Pairs in Tweet in G3:
[29] social,media
[15] media,contest
[15] tweet,between
[15] between,now
[15] now,thursday
[14] thursday,hashtag
[13] hashtag,2018res
[13] 2018res,enter
[13] map,social
[13] media,prowess

Top Word Pairs in Tweet in G4:
[27] 2018res,risnewsinsights
[12] risnewsinsights,retail
[8] parag,jain
[7] retail,retailtech
[5] retail,experience
[5] risnewsinsights,retailtech
[4] know,retailers
[4] retailers,responding
[4] responding,shopper
[4] shopper,demand

Top Word Pairs in Tweet in G5:
[12] 2018res,ricardo_belmar
[9] 2018res,risnewsinsights
[5] doing,amazing
[5] lettera,tractorsupply
[4] chance,save
[4] save,great
[4] great,concept
[4] concept,apathy
[4] apathy,much
[4] much,worse

Top Word Pairs in Tweet in G6:
[2] nodexl,milkandeggscom
[2] simoneknaap,bob
[2] bob,graham
[2] graham,bevmo
[2] 2018res,risnewsinsights

Top Word Pairs in Tweet in G7:
[7] 2018res,retail
[6] david,osborne
[4] award,2018res
[4] osborne,2018res
[3] congrats,john
[3] john,jordan
[3] jordan,innovation
[3] innovation,award
[2] hughesmediavp,congrats
[2] 2018res,afterparty

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@risnewsinsights
@joeskorupa
@ricardo_belmar
@rstephens
@simoneknaap
@schnurdog
@glasheenjasmin1
@retailbrandon
@jamieggoodman
@infosys

Top Mentioned in G1:
@risnewsinsights
@ricardo_belmar
@simoneknaap
@joeskorupa
@rstephens
@nodexl
@albertguffanti
@schnurdog
@timdenman
@mjoehlerich

Top Mentioned in G2:
@risnewsinsights
@joeskorupa
@glasheenjasmin1
@retailbrandon
@rstephens
@infosys
@retailshelley
@infovista
@ricardo_belmar
@schnurdog

Top Mentioned in G3:
@risnewsinsights
@jamieggoodman
@ricardo_belmar
@weareherofi
@simoneknaap
@joeskorupa
@vladelicious
@infosys
@rstephen
@rstephens

Top Mentioned in G4:
@risnewsinsights
@ricardo_belmar
@joeskorupa
@infosys
@infosysevents
@jamieggoodman
@rstephens
@timdenman
@bevmo
@albertguffanti

Top Mentioned in G5:
@ricardo_belmar
@risnewsinsights
@schnurdog
@tractorsupply
@joeskorupa
@simoneknaap
@rstephens
@timdenman
@jamieggoodman
@glennallison

Top Mentioned in G6:
@bevmo
@simoneknaap
@risnewsinsights
@fmfrancoise
@milkandeggscom
@oshkoshbgosh
@nike
@zgallerie
@infosys
@artofshavinges

Top Mentioned in G7:
@jamieggoodman
@hughesmediavp
@rstephens
@risnewsinsights
@joeskorupa
@kensilay
@sterlinghawkins
@milkandeggscom
@simoneknaap
@benpivar

Top Tweeters
Top Tweeters in Entire Graph:
@kingofpayments
@rwang0
@mjoehlerich
@fastcompany
@bmkatz
@starbucks
@newsneus
@fmfrancoise
@juliebhunt
@giancrown

Top Tweeters in G1:
@mjoehlerich
@fmfrancoise
@advancingretail
@rstephens
@wearemanthan
@dalecarnegie
@r
@retailgeek
@n
@stevemauchline

Top Tweeters in G2:
@fastcompany
@starbucks
@juliebhunt
@amazon
@ricardo_belmar
@dixonscarphone
@bob_hetu
@gregbuzek
@retailbrandon
@luckybrand

Top Tweeters in G3:
@giancrown
@kizerandbender
@risnewsinsights
@marc_smith
@eliefinegold
@sandyskrovan
@sterlinghawkins
@williamstetter
@hugheson
@compucom

Top Tweeters in G4:
@kingofpayments
@totalwine
@cumberlandfarms
@rsmusllp
@simoneknaap
@carters
@99only
@trustwave
@ncherukupalli
@ni

Top Tweeters in G5:
@rwang0
@bmkatz
@canadiantire
@afigueiredo
@gcourtin
@a
@nashtechcouncil
@stefihane
@sabrina_schnur
@djweinand

Top Tweeters in G6:
@newsneus
@nike
@officedepot
@infosys
@bevmo
@crateandbarrel
@oshkoshbgosh
@zgallerie
@lastsamuraiufc
@milkandeggscom

Top Tweeters in G7:
@ivoryanitaalex2
@randyhofbauer
@hughesmediavp
@progressiveha
@jamieggoodman
@benpivar
@kensilay

Top Tweeters in G8:
@amaanrahman23
@techxformation