EnsembleIQ, Twitter, 12/30/2018 12:05:36 AM, 180044


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EnsembleIQ_2018-12-29_15-04-13.xlsx
EnsembleIQ_2018-12-29_15-04-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 30, 2018
Short Description:
EnsembleIQ via NodeXL http://bit.ly/2TfMyIo
@rammeld7
@ensembleiq
@jamessciales
@crazytequilaguy
@cgtmagazine
@paulmilner9
@secureretail1
@pgrocer
@displaydata
@hrg_inc

Top hashtags:
#consumergoods
#retail
#retailer
#retailers
#brand
#cpg
#apparel
#grocery
#data

Description:
Description
The graph represents a network of 25 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, 29 December 2018 at 23:04 UTC.

The requested start date was Saturday, 29 December 2018 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 12-day, 23-hour, 22-minute period from Saturday, 15 December 2018 at 19:51 UTC to Friday, 28 December 2018 at 19:14 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 : 25
Unique Edges : 22
Edges With Duplicates : 25
Total Edges : 47
Number of Edge Types : 2
Mentions : 45
Tweet : 2
Self-Loops : 2
Reciprocated Vertex Pair Ratio : 0.0333333333333333
Reciprocated Edge Ratio : 0.0645161290322581
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 14
Maximum Edges in a Connected Component : 24
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.104089
Graph Density : 0.0516666666666667
Modularity : 0.476799
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201812/index.php?utm_campaign=social&utm_source=Pgrocer%20Shelving#/94
[2] http://www.nxtbook.com/nxtbooks/ensembleiq/dsn_201810/index.php?utm_source=All+Associates&utm_campaign=5776355e18-Hamacher_Company_News01_2016_COPY_01&utm_medium=email&utm_term=0_17b813514b-5776355e18-81278153#/28
[1] http://share.postbeyond.com/88hf6
[1] https://events.ensembleiq.com/rcas-2019/208595
[1] https://events.ensembleiq.com/rcas-2019
[1] https://twitter.com/pblackshaw/status/1073476995999326209

Top URLs in Tweet in G1:
[1] https://events.ensembleiq.com/rcas-2019/208595
[1] https://events.ensembleiq.com/rcas-2019
[1] https://twitter.com/pblackshaw/status/1073476995999326209

Top URLs in Tweet in G2:
[12] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201812/index.php?utm_campaign=social&utm_source=Pgrocer%20Shelving#/94

Top URLs in Tweet in G3:
[1] http://share.postbeyond.com/88hf6

Top URLs in Tweet in G4:
[2] http://www.nxtbook.com/nxtbooks/ensembleiq/dsn_201810/index.php?utm_source=All+Associates&utm_campaign=5776355e18-Hamacher_Company_News01_2016_COPY_01&utm_medium=email&utm_term=0_17b813514b-5776355e18-81278153#/28

Top Domains
Top Domains in Tweet in Entire Graph:
[14] nxtbook.com
[2] ensembleiq.com
[1] postbeyond.com
[1] twitter.com

Top Domains in Tweet in G1:
[2] ensembleiq.com
[1] twitter.com

Top Domains in Tweet in G2:
[12] nxtbook.com

Top Domains in Tweet in G3:
[1] postbeyond.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] consumergoods
[3] retail
[3] retailer
[2] retailers
[2] brand
[2] cpg
[2] apparel
[2] grocery
[2] data
[2] analytics



Top Hashtags in Tweet in G1:
[3] consumergoods
[2] retailers
[2] data
[2] analytics
[2] rcas19
[1] competitive
[1] retailer
[1] earlybird

Top Hashtags in Tweet in G3:
[2] retailer
[2] apparel
[2] grocery
[1] cx
[1] dx
[1] retail

Top Hashtags in Tweet in G4:
[2] brand
[2] retail
[2] cpg

Top Words
Top Words in Tweet in Entire Graph:
[29] Words in Sentiment List#1: Positive
[3] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[452] Non-categorized Words
[484] Total Words
[13] paulmilner9
[11] retailers
[9] promotional
[9] strategies
[9] top

Top Words in Tweet in G1:
[4] analytics
[3] cgtmagazine
[3] consumergoods
[3] learn
[2] know
[2] 41
[2] retailers
[2] 39
[2] companies
[2] missing

Top Words in Tweet in G2:
[13] paulmilner9
[9] promotional
[9] strategies
[9] top
[9] strategic
[9] retailers
[9] pgrocer
[5] improving
[5] pricing
[5] priority

Top Words in Tweet in G3:
[2] retailer
[2] learn
[2] growing
[2] segments
[2] apparel
[2] grocery
[2] find
[2] out
[2] discussion

Top Words in Tweet in G4:
[2] reviewed
[2] 162
[2] new
[2] items
[2] sept
[2] five
[2] highlighted
[2] drugstorenews
[2] hot
[2] launches

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[9] promotional,strategies
[9] top,strategic
[5] improving,pricing
[5] pricing,promotional
[5] strategies,top
[5] strategic,priority
[5] priority,retailers
[5] retailers,paulmilner9
[5] paulmilner9,talks
[4] want,improve

Top Word Pairs in Tweet in G1:
[2] know,41
[2] 41,retailers
[2] retailers,39
[2] 39,consumergoods
[2] consumergoods,companies
[2] companies,missing
[2] missing,well
[2] well,articulated
[2] articulated,analytics
[2] analytics,strategy

Top Word Pairs in Tweet in G2:
[9] promotional,strategies
[9] top,strategic
[5] improving,pricing
[5] pricing,promotional
[5] strategies,top
[5] strategic,priority
[5] priority,retailers
[5] retailers,paulmilner9
[5] paulmilner9,talks
[4] want,improve

Top Word Pairs in Tweet in G3:
[2] retailer,learn
[2] learn,growing
[2] growing,segments
[2] segments,apparel
[2] apparel,grocery
[2] grocery,find
[2] find,out
[2] out,discussion

Top Word Pairs in Tweet in G4:
[2] reviewed,162
[2] 162,new
[2] new,items
[2] items,sept
[2] sept,five
[2] five,highlighted
[2] highlighted,drugstorenews
[2] drugstorenews,hot
[2] hot,launches
[2] launches,including

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@paulmilner9
@pgrocer
@cgtmagazine
@ensembleiq
@drugstorenews
@risnewsinsights
@htmagazine
@zimsusa

Top Mentioned in G1:
@cgtmagazine
@risnewsinsights
@ensembleiq
@htmagazine
@rammeld7
@techpointind
@powderkegco
@infosys

Top Mentioned in G2:
@paulmilner9
@pgrocer
@displaydata
@pgro

Top Mentioned in G3:
@jamessciales
@tcs_digital
@seetahariharan
@sahiranand
@ensembleiq

Top Mentioned in G4:
@drugstorenews
@zimsusa

Top Tweeters
Top Tweeters in Entire Graph:
@pgrocer
@infosys
@drugstorenews
@simoneknaap
@risnewsinsights
@powderkegco
@techpointind
@tcs_digital
@cgtmagazine
@hrg_inc

Top Tweeters in G1:
@infosys
@simoneknaap
@risnewsinsights
@powderkegco
@techpointind
@cgtmagazine
@htmagazine
@rammeld7
@ensembleiq
@crazytequilaguy

Top Tweeters in G2:
@pgrocer
@secureretail1
@displaydata
@paulmilner9
@dsimanauskiene
@mrbames
@kuhnkemark
@pgro

Top Tweeters in G3:
@tcs_digital
@jamessciales
@sahiranand
@seetahariharan

Top Tweeters in G4:
@drugstorenews
@hrg_inc
@zimsusa