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EnsembleIQ_2019-03-13_03-04-38.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2019
Short Description:
EnsembleIQ via NodeXL http://bit.ly/2TChuHx
@simoneknaap
@rammeld7
@cgtmagazine
@davidshanker
@ensembleiq
@albertguffanti
@therbig
@lorimitchellkel
@facebook
@drugstorenews

Top hashtags:
#rcas19
#consumergoods
#data
#analytics
#retail
#retailtech
#brands
#apparel

Description:
Description
The graph represents a network of 49 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 Wednesday, 13 March 2019 at 10:04 UTC.

The requested start date was Wednesday, 13 March 2019 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 13-day, 8-hour, 3-minute period from Wednesday, 27 February 2019 at 14:06 UTC to Tuesday, 12 March 2019 at 22:10 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 : 49
Unique Edges : 50
Edges With Duplicates : 44
Total Edges : 94
Number of Edge Types : 3
Mentions : 74
Tweet : 17
Replies to : 3
Self-Loops : 17
Reciprocated Vertex Pair Ratio : 0.06
Reciprocated Edge Ratio : 0.113207547169811
Connected Components : 10
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 28
Maximum Edges in a Connected Component : 74
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.133333
Graph Density : 0.0225340136054422
Modularity : 0.409065
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[8] https://events.ensembleiq.com/rcas-2019
[7] https://events.ensembleiq.com/rcas-2019/208595
[3] https://www.pehub.com/2019/03/pe-backed-ensembleiq-promotes-hughes-to-coo/?utm_source=dlvr.it&utm_medium=twitter
[2] https://events.ensembleiq.com/p2plu-bootcamp
[1] https://consumergoods.com/levis-uses-new-tech-let-customers-design-custom-jeans
[1] https://lnkd.in/e_Z4Cz7
[1] https://lnkd.in/eUegRca
[1] https://drive.google.com/file/d/0B8CCIsUxOgrBTVp2TTF4WjdLX3RvbExNQTB0RU0zQTZZbUZn/view
[1] https://www.stratconn.org/
[1] https://twitter.com/pewresearch/status/1105447101813702656

Top URLs in Tweet in G1:
[8] https://events.ensembleiq.com/rcas-2019
[7] https://events.ensembleiq.com/rcas-2019/208595
[2] https://events.ensembleiq.com/p2plu-bootcamp
[1] https://consumergoods.com/levis-uses-new-tech-let-customers-design-custom-jeans

Top URLs in Tweet in G2:
[1] https://twitter.com/pewresearch/status/1105447101813702656

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1100759155831230464

Top URLs in Tweet in G4:
[1] https://lnkd.in/e_Z4Cz7
[1] https://lnkd.in/eUegRca
[1] https://drive.google.com/file/d/0B8CCIsUxOgrBTVp2TTF4WjdLX3RvbExNQTB0RU0zQTZZbUZn/view
[1] https://www.stratconn.org/

Top URLs in Tweet in G5:
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/dsn_201902/index.php#/62
[1] https://twitter.com/i/web/status/1100806441080893440

Top URLs in Tweet in G6:
[1] https://issuu.com/ensembleiq/docs/cg_feb_19?e=37211642/68043378
[1] https://www.pehub.com/2019/03/pe-backed-ensembleiq-promotes-hughes-to-coo/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[2] https://www.pehub.com/2019/03/pe-backed-ensembleiq-promotes-hughes-to-coo/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G9:
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/csa_20181112/index.php?utm_content=86552309&utm_medium=social&utm_source=twitter&hss_channel=tw-107461525#/10

Top URLs in Tweet in G10:
[1] https://www.nxtbook.com/nxtbooks/ensembleiq/pg_201902/index.php#/80

Top Domains
Top Domains in Tweet in Entire Graph:
[17] ensembleiq.com
[3] pehub.com
[3] twitter.com
[3] nxtbook.com
[2] lnkd.in
[1] consumergoods.com
[1] google.com
[1] stratconn.org
[1] issuu.com

Top Domains in Tweet in G1:
[17] ensembleiq.com
[1] consumergoods.com

Top Domains in Tweet in G2:
[1] twitter.com

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

Top Domains in Tweet in G4:
[2] lnkd.in
[1] google.com
[1] stratconn.org

Top Domains in Tweet in G5:
[1] nxtbook.com
[1] twitter.com

Top Domains in Tweet in G6:
[1] issuu.com
[1] pehub.com

Top Domains in Tweet in G7:
[2] pehub.com

Top Domains in Tweet in G9:
[1] nxtbook.com

Top Domains in Tweet in G10:
[1] nxtbook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18] rcas19
[11] consumergoods
[11] data
[11] analytics
[6] retail
[5] retailtech
[4] brands
[4] apparel
[4] fashion
[4] demin



Top Hashtags in Tweet in G1:
[16] rcas19
[11] consumergoods
[10] data
[10] analytics
[5] retail
[5] retailtech
[4] brands
[4] apparel
[4] fashion
[4] demin

Top Hashtags in Tweet in G4:
[2] rcas19
[2] commerce
[1] specs2019
[1] murtec2019
[1] data
[1] analytics
[1] marketing
[1] future
[1] networking
[1] p2psummit

Top Hashtags in Tweet in G6:
[1] blockchain

Top Hashtags in Tweet in G8:
[1] convenienceu
[1] specs
[1] murtec

Top Hashtags in Tweet in G9:
[1] retail
[1] treasurehunts
[1] trends

Top Hashtags in Tweet in G10:
[1] blockchain

Top Words
Top Words in Tweet in Entire Graph:
[54] Words in Sentiment List#1: Positive
[11] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[1264] Non-categorized Words
[1329] Total Words
[18] rcas19
[15] analytics
[14] data
[14] food
[12] register

Top Words in Tweet in G1:
[16] rcas19
[14] analytics
[12] register
[11] consumergoods
[11] data
[10] learn
[9] join
[8] design
[8] cgtmagazine
[7] companies

Top Words in Tweet in G2:
[2] data

Top Words in Tweet in G3:
[12] recall
[12] food
[6] safety
[6] top
[6] mind
[6] consumers
[6] retailers
[6] feverishly
[6] exploring
[5] lorimitchellkel

Top Words in Tweet in G4:
[3] ensembleiq
[3] commerce
[2] rcas19
[2] reiko
[2] join
[2] technology
[2] kicking
[2] future
[2] digital

Top Words in Tweet in G5:
[4] issue
[3] read
[3] drugstorenews
[2] rxownership
[2] month's
[2] encourage
[2] highlights
[2] health
[2] mart
[2] more

Top Words in Tweet in G7:
[2] pe
[2] backed
[2] ensembleiq
[2] promotes
[2] hughes
[2] coo

Top Words in Tweet in G8:
[2] convenienceu
[2] toronto

Top Words in Tweet in G9:
[6] see
[4] trends
[4] retail
[3] expect
[3] brick
[3] mortar
[3] stores
[3] year
[3] senior
[3] managing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10] data,analytics
[7] early,bird
[7] food,safety
[6] bird,rates
[6] recall,recall
[6] recall,food
[6] safety,top
[6] top,mind
[6] mind,consumers
[6] consumers,food

Top Word Pairs in Tweet in G1:
[9] data,analytics
[7] early,bird
[6] bird,rates
[5] albertguffanti,billittle
[5] retail,consumergoods
[4] design,intelligent
[4] intelligent,enterprise
[4] levi's,uses
[4] uses,new
[4] new,tech

Top Word Pairs in Tweet in G3:
[6] recall,recall
[6] recall,food
[6] food,safety
[6] safety,top
[6] top,mind
[6] mind,consumers
[6] consumers,food
[6] food,retailers
[6] retailers,feverishly
[6] feverishly,exploring

Top Word Pairs in Tweet in G4:
[2] digital,commerce

Top Word Pairs in Tweet in G5:
[2] read,month's
[2] month's,drugstorenews
[2] drugstorenews,issue
[2] issue,encourage
[2] encourage,issue
[2] issue,highlights
[2] highlights,health
[2] health,mart

Top Word Pairs in Tweet in G7:
[2] pe,backed
[2] backed,ensembleiq
[2] ensembleiq,promotes
[2] promotes,hughes
[2] hughes,coo

Top Word Pairs in Tweet in G9:
[3] trends,expect
[3] expect,see
[3] see,brick
[3] brick,mortar
[3] mortar,retail
[3] retail,stores
[3] stores,year
[3] year,see
[3] see,senior
[3] senior,managing

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cgtmagazine
@albertguffanti
@billittle
@therbig
@lorimitchellkel
@davidshanker
@facebook
@simoneknaap
@ensembleiq
@marsglobal

Top Mentioned in G1:
@cgtmagazine
@albertguffanti
@billittle
@davidshanker
@therbig
@facebook
@marsglobal
@simoneknaap
@walmart
@kroger

Top Mentioned in G2:
@didgebridge
@cgtmagazine
@risnewsinsights
@ensembleiq
@therbig
@albertguffanti
@pewresearch

Top Mentioned in G3:
@lorimitchellkel

Top Mentioned in G4:
@ensembleiq
@simoneknaap
@facebook
@chainstoreage

Top Mentioned in G5:
@drugstorenews
@rxownership

Top Mentioned in G6:

Top Mentioned in G7:
@pehub

Top Mentioned in G8:

Top Mentioned in G9:
@aarete

Top Mentioned in G10:
@carolyntweet

Top Tweeters
Top Tweeters in Entire Graph:
@walmart
@pehub
@pewresearch
@kroger
@jasonsilva
@levis
@drugstorenews
@simoneknaap
@shoptalk
@risnewsinsights

Top Tweeters in G1:
@walmart
@kroger
@levis
@simoneknaap
@shoptalk
@path2purchaseiq
@marsglobal
@kelloggsus
@madtreebrewing
@cgtmagazine

Top Tweeters in G2:
@pewresearch
@risnewsinsights
@rammeld7
@therbig
@didgebridge
@albertguffanti

Top Tweeters in G3:
@bizuser
@theleuker
@retailbird
@lorimitchellkel
@carinasmessage1
@ganeshgw

Top Tweeters in G4:
@jasonsilva
@facebook
@chainstoreage
@davidshanker
@ensembleiq

Top Tweeters in G5:
@drugstorenews
@ritanumerof
@rxownership
@naiconsulting

Top Tweeters in G6:
@jgkamm
@canadiangrocer
@scmatsap

Top Tweeters in G7:
@pehub
@tstockdalewave

Top Tweeters in G8:
@convenienceu
@edsev

Top Tweeters in G9:
@watsonrorschach
@aarete

Top Tweeters in G10:
@carolyntweet
@sapconsumer