The graph represents a network of 3,038 Twitter users whose recent tweets contained "#df19", 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 Wednesday, 06 November 2019 at 18:21 UTC.
The tweets in the network were tweeted over the 8-day, 22-hour, 52-minute period from Monday, 28 October 2019 at 18:58 UTC to Wednesday, 06 November 2019 at 17:51 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
Vertices : 3038
Unique Edges : 6527
Edges With Duplicates : 4284
Total Edges : 10811
Self-Loops : 1091
Reciprocated Vertex Pair Ratio : 0.0383734249713631
Reciprocated Edge Ratio : 0.0739106453392168
Connected Components : 267
Single-Vertex Connected Components : 215
Maximum Vertices in a Connected Component : 2655
Maximum Edges in a Connected Component : 10329
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.110671
Graph Density : 0.000786004864732811
Modularity : 0.43423
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,038 Twitter users whose recent tweets contained "#df19", 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 Wednesday, 06 November 2019 at 18:21 UTC.
The tweets in the network were tweeted over the 8-day, 22-hour, 52-minute period from Monday, 28 October 2019 at 18:58 UTC to Wednesday, 06 November 2019 at 17:51 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #df19
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Followers
Vertex Alpha : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[798] leaders,making [798] making,difference [791] stage,#df19 [785] center,stage [782] hear,leaders [780] future,takes [780] takes,center [776] difference,future [407] agenda,builder [288] looking,forward Top Word Pairs in Tweet in G1:
[380] center,stage [375] leaders,making [375] making,difference [375] future,takes [375] takes,center [375] stage,#df19 [374] hear,leaders [374] difference,future [91] agenda,builder [47] builder,#df19 Top Word Pairs in Tweet in G2:
[224] stage,#df19 [219] future,takes [219] takes,center [219] center,stage [217] hear,leaders [217] leaders,making [217] making,difference [217] difference,future [190] looking,forward [188] november,19th Top Word Pairs in Tweet in G3:
[154] agenda,builder [94] leaders,making [94] making,difference [80] hear,leaders [79] stage,#df19 [78] difference,future [78] future,takes [78] takes,center [78] center,stage [76] builder,live Top Word Pairs in Tweet in G4:
[57] #df19,see [55] join,pwc [55] pwc,#df19 [55] see,successful [55] successful,transformation [55] transformation,adoption [55] adoption,roi [55] roi,achieved [54] 70,digital [54] digital,transformations Top Word Pairs in Tweet in G5:
[51] future,takes [51] takes,center [51] center,stage [51] stage,#df19 [50] hear,leaders [50] leaders,making [50] making,difference [50] difference,future [35] agenda,builder [35] incredible,dreamforce Top Word Pairs in Tweet in G6:
[50] b2b,marketer's [28] agenda,builder [26] blue,b2b [26] party,dreamforce [25] b2b,marketers [23] marketer's,bash [22] dreamforce,#df19 [20] check,out [20] marketer's,party [19] #b2bbash,#df19 Top Word Pairs in Tweet in G7:
[43] #cce2019,#df19 [39] #df19,#awsreinvent [39] #awsreinvent,#msinspire [22] check,out [21] #msinspire,#adobemax [16] #goappirio,#df19 [16] club,connect [15] #gartnersym,#cce2019 [14] #df19,#reinvent [14] year,s Top Word Pairs in Tweet in G8:
[34] einstein,analytics [29] #datatribe,#analyticschampions [26] #einsteinsmart,#datatribe [20] learn,identify [20] identify,fix [20] fix,#javascript [20] #javascript,bad [20] bad,practices [20] practices,memory [20] memory,leaks Top Word Pairs in Tweet in G9:
[19] heading,#df19 [12] 30,minute [8] #df19,updates [8] product,integrations [6] #dreamforce,#df19 [6] #commercecloud,ecommerce [6] exciting,product [6] integrations,miss [6] miss,sessions [6] activations,more Top Word Pairs in Tweet in G10:
[42] #df19,#dreamforce2019 [39] business,faster [39] faster,greener [39] greener,more [39] more,cost [39] cost,efficiently [39] efficiently,better [39] better,experience [39] experience,customers [39] customers,employees Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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