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EnsembleIQ_2019-03-02_02-22-22.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2019
Short Description:
EnsembleIQ via NodeXL http://bit.ly/2T9giLo
@pgrocer
@sap_cp
@cgtmagazine
@simoneknaap
@lorimitchellkel
@ims_msa
@insolario
@drugstorenews
@ritanumerof
@lizerk

Top hashtags:
#rcas19
#data
#consumergoods
#analytics
#blockchain
#research
#retailtech
#shopper
#ngashow19

Description:
Description
The graph represents a network of 43 Twitter users whose tweets in the requested range contained "EnsembleIQ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 02 March 2019 at 10:22 UTC.

The requested start date was Thursday, 28 February 2019 at 01:01 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 13-day, 17-hour, 53-minute period from Thursday, 14 February 2019 at 05:36 UTC to Wednesday, 27 February 2019 at 23:30 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 : 43
Unique Edges : 48
Edges With Duplicates : 26
Total Edges : 74
Number of Edge Types : 3
Mentions : 51
Replies to : 2
Tweet : 21
Self-Loops : 21
Reciprocated Vertex Pair Ratio : 0.0232558139534884
Reciprocated Edge Ratio : 0.0454545454545455
Connected Components : 10
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 16
Maximum Edges in a Connected Component : 32
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.91687
Graph Density : 0.0243632336655592
Modularity : 0.549671
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] https://events.ensembleiq.com/rcas-2019/208595
[4] https://events.ensembleiq.com/rcas-2019
[3] https://events.ensembleiq.com/p2plu-bootcamp
[2] https://shoppermarketingmag.com/artificial-intelligence
[2] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201902/index.php#/80
[2] https://www.nxtbook.com/nxtbooks/ensembleiq/conveniencestorenews_201902/index.php#/1
[1] https://twitter.com/i/web/status/1100806441080893440
[1] https://twitter.com/i/web/status/1100539381537034240
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/dsn_201902/index.php#/62
[1] https://twitter.com/CGTMagazine/status/1098609296147927040

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/1100539381537034240
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201902/index.php#/2
[1] https://twitter.com/i/web/status/1098538542605717506
[1] https://twitter.com/i/web/status/1098538137440129024

Top URLs in Tweet in G2:
[10] https://events.ensembleiq.com/rcas-2019/208595
[4] https://events.ensembleiq.com/rcas-2019
[3] https://events.ensembleiq.com/p2plu-bootcamp
[2] https://shoppermarketingmag.com/artificial-intelligence
[1] https://twitter.com/CGTMagazine/status/1098609296147927040
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/cgt_201902/index.php#/10?platform=hootsuite

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1100806441080893440
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/dsn_201902/index.php#/62

Top URLs in Tweet in G4:
[2] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201902/index.php#/80
[1] https://twitter.com/i/web/status/1100759155831230464

Top URLs in Tweet in G5:
[2] https://www.nxtbook.com/nxtbooks/ensembleiq/conveniencestorenews_201902/index.php#/1

Top URLs in Tweet in G6:
[1] https://twitter.com/EnsembleIQ/status/1097998265839173633
[1] https://twitter.com/i/web/status/1098526580618481666
[1] https://twitter.com/i/web/status/1098529920773513216
[1] http://www2.kingrs.com/l/53612/2019-02-21/k4tqxc

Top URLs in Tweet in G7:
[1] https://dy.si/skdym
[1] https://twitter.com/i/web/status/1097998265839173633

Top URLs in Tweet in G8:
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201902/index.php#/36

Top Domains
Top Domains in Tweet in Entire Graph:
[17] ensembleiq.com
[10] twitter.com
[8] nxtbook.com
[2] shoppermarketingmag.com
[1] dy.si
[1] kingrs.com

Top Domains in Tweet in G1:
[3] twitter.com
[1] nxtbook.com

Top Domains in Tweet in G2:
[17] ensembleiq.com
[2] shoppermarketingmag.com
[1] twitter.com
[1] nxtbook.com

Top Domains in Tweet in G3:
[1] twitter.com
[1] nxtbook.com

Top Domains in Tweet in G4:
[2] nxtbook.com
[1] twitter.com

Top Domains in Tweet in G5:
[2] nxtbook.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] kingrs.com

Top Domains in Tweet in G7:
[1] dy.si
[1] twitter.com

Top Domains in Tweet in G8:
[1] nxtbook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18] rcas19
[11] data
[10] consumergoods
[9] analytics
[9] blockchain
[8] research
[6] retailtech
[5] shopper
[4] ngashow19
[4] shoppermarketing



Top Hashtags in Tweet in G1:
[8] research
[8] blockchain
[4] ngashow19
[1] rt
[1] independent
[1] grocery

Top Hashtags in Tweet in G2:
[18] rcas19
[11] data
[10] consumergoods
[9] analytics
[5] retailtech
[4] artificialintelligence
[3] machinelearning
[3] network
[3] shopper
[3] shoppermarketing

Top Hashtags in Tweet in G4:
[1] blockchain
[1] agriculture

Top Hashtags in Tweet in G6:
[1] shopper
[1] insights
[1] engagement
[1] loyalty
[1] weworkbetter
[1] retaildesign

Top Hashtags in Tweet in G7:
[1] bigdata
[1] retailers
[1] retailtech
[1] innovation
[1] shoppermarketing
[1] shopper

Top Hashtags in Tweet in G8:
[2] progressivegrocer
[1] unclegiuseppes

Top Words
Top Words in Tweet in Entire Graph:
[72] Words in Sentiment List#1: Positive
[14] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1368] Non-categorized Words
[1454] Total Words
[21] more
[20] join
[19] learn
[18] rcas19
[17] data

Top Words in Tweet in G1:
[12] read
[11] pgrocer
[8] insolar's
[8] head
[8] research
[8] henry
[8] kim
[8] recently
[8] featured
[8] article

Top Words in Tweet in G2:
[20] join
[18] rcas19
[17] more
[14] data
[11] learn
[10] analytics
[10] consumergoods
[8] cgtmagazine
[7] register
[6] announce

Top Words in Tweet in G3:
[6] issue
[4] drugstorenews
[4] read
[3] rxownership
[3] month's
[3] encourage
[3] highlights
[3] health
[3] mart
[2] more

Top Words in Tweet in G4:
[7] food
[4] recall
[4] safety
[3] consumers
[3] retailers
[2] lorimitchellkel
[2] top
[2] mind
[2] feverishly
[2] exploring

Top Words in Tweet in G5:
[4] phani
[3] loyalty
[3] director
[3] product
[3] management
[3] meduri
[3] data
[3] riversandmdm
[2] 62
[2] offered

Top Words in Tweet in G6:
[3] progressive
[3] store

Top Words in Tweet in G8:
[2] unclegiuseppes
[2] proud
[2] featured
[2] progressivegrocer
[2] outstanding
[2] independent
[2] award
[2] meat
[2] seafood

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10] data,analytics
[10] join,rcas19
[8] insolar's,head
[8] head,research
[8] research,henry
[8] henry,kim
[8] kim,recently
[8] recently,featured
[8] featured,pgrocer
[8] pgrocer,read

Top Word Pairs in Tweet in G1:
[8] insolar's,head
[8] head,research
[8] research,henry
[8] henry,kim
[8] kim,recently
[8] recently,featured
[8] featured,pgrocer
[8] pgrocer,read
[8] read,article
[8] article,learn

Top Word Pairs in Tweet in G2:
[10] data,analytics
[10] join,rcas19
[6] 2019,speaker
[5] business,join
[5] learn,more
[4] leverage,data
[4] speaker,learn
[4] rcas19,thrilled
[4] thrilled,announce
[3] early,bird

Top Word Pairs in Tweet in G3:
[3] read,month's
[3] month's,drugstorenews
[3] drugstorenews,issue
[3] issue,encourage
[3] encourage,issue
[3] issue,highlights
[3] highlights,health
[3] health,mart
[2] rxownership,read

Top Word Pairs in Tweet in G4:
[4] food,safety
[3] food,retailers
[2] recall,recall
[2] recall,food
[2] safety,top
[2] top,mind
[2] mind,consumers
[2] consumers,food
[2] retailers,feverishly
[2] feverishly,exploring

Top Word Pairs in Tweet in G5:
[3] product,management
[3] phani,meduri
[2] riversandmdm,product
[2] management,director
[2] director,phani
[2] meduri,offered
[2] offered,thoughts
[2] thoughts,piece
[2] piece,mining
[2] mining,data

Top Word Pairs in Tweet in G8:
[2] proud,featured
[2] featured,progressivegrocer
[2] progressivegrocer,outstanding
[2] outstanding,independent
[2] independent,award
[2] award,meat
[2] meat,seafood

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pgrocer
@cgtmagazine
@insolario
@drugstorenews
@madtreebrewing
@kroger
@lorimitchellkel
@rxownership
@path2purchaseiq
@riversandmdm

Top Mentioned in G1:
@pgrocer
@insolario

Top Mentioned in G2:
@cgtmagazine
@madtreebrewing
@kroger
@path2purchaseiq
@marsglobal
@albertguffanti
@billittle
@ims_msa

Top Mentioned in G3:
@drugstorenews
@rxownership

Top Mentioned in G4:
@lorimitchellkel
@pgrocer
@walmart
@ecrawfordwrites

Top Mentioned in G5:
@riversandmdm
@csnewsonline

Top Mentioned in G8:
@unclegiuseppes

Top Tweeters
Top Tweeters in Entire Graph:
@walmart
@pharmacypodcast
@kroger
@how_to_coin
@pgrocer
@drugstorenews
@benrund
@simoneknaap
@csnewsonline
@mauri_the_coach

Top Tweeters in G1:
@how_to_coin
@pgrocer
@mauri_the_coach
@lowcap_hunter
@jimdudlicek
@chschnei_at
@cpginsights
@insolario
@efantasia98
@rolandasoz

Top Tweeters in G2:
@kroger
@simoneknaap
@path2purchaseiq
@marsglobal
@madtreebrewing
@cgtmagazine
@ims_msa
@tommyb333
@albertguffanti
@billittle

Top Tweeters in G3:
@pharmacypodcast
@drugstorenews
@ritanumerof
@rxownership
@naiconsulting

Top Tweeters in G4:
@walmart
@bizuser
@sap_cp
@ecrawfordwrites
@lorimitchellkel

Top Tweeters in G5:
@benrund
@csnewsonline
@riversandmdm
@lizerk

Top Tweeters in G6:
@laura_freund
@kingretail
@insolarjapan
@insolarkorea

Top Tweeters in G7:
@ensembleiq
@stuartgreene11

Top Tweeters in G8:
@hubertpellegrin
@unclegiuseppes