The graph represents a network of 2,740 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 Tuesday, 05 November 2019 at 17:26 UTC.
The tweets in the network were tweeted over the 8-day, 21-hour, 16-minute period from Sunday, 27 October 2019 at 19:52 UTC to Tuesday, 05 November 2019 at 17:08 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 : 2740
Unique Edges : 5903
Edges With Duplicates : 3646
Total Edges : 9549
Self-Loops : 946
Reciprocated Vertex Pair Ratio : 0.0312352106010412
Reciprocated Edge Ratio : 0.0605782469022487
Connected Components : 242
Single-Vertex Connected Components : 197
Maximum Vertices in a Connected Component : 2404
Maximum Edges in a Connected Component : 9127
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.081933
Graph Density : 0.00087103556895132
Modularity : 0.445129
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 2,740 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 Tuesday, 05 November 2019 at 17:26 UTC.
The tweets in the network were tweeted over the 8-day, 21-hour, 16-minute period from Sunday, 27 October 2019 at 19:52 UTC to Tuesday, 05 November 2019 at 17:08 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:
[784] making,difference [783] leaders,making [778] stage,#df19 [771] center,stage [767] hear,leaders [766] future,takes [766] takes,center [762] difference,future [382] agenda,builder [279] looking,forward Top Word Pairs in Tweet in G1:
[377] future,takes [377] takes,center [377] center,stage [377] stage,#df19 [377] making,difference [376] hear,leaders [376] leaders,making [376] difference,future [104] agenda,builder [54] builder,#df19 Top Word Pairs in Tweet in G2:
[97] agenda,builder [52] check,out [47] moscone,west [45] #df19,agenda [41] hear,leaders [41] leaders,making [41] making,difference [39] builder,live [38] dreamforce,#df19 [38] learn,more Top Word Pairs in Tweet in G3:
[79] leaders,making [79] making,difference [64] hear,leaders [64] difference,future [64] future,takes [64] takes,center [64] center,stage [64] stage,#df19 [61] mother,dragons [49] agenda,builder Top Word Pairs in Tweet in G4:
[43] learn,more [28] salesforce,dreamforce [25] center,stage [23] stage,#df19 [22] check,out [21] hear,leaders [21] leaders,making [21] making,difference [20] agenda,builder [20] difference,future Top Word Pairs in Tweet in G5:
[208] future,takes [208] takes,center [208] center,stage [208] stage,#df19 [206] hear,leaders [206] leaders,making [206] making,difference [206] difference,future [185] #df19,starts [185] starts,november Top Word Pairs in Tweet in G6:
[50] #df19,see [48] join,pwc [48] pwc,#df19 [48] see,successful [48] successful,transformation [48] transformation,adoption [48] adoption,roi [48] roi,achieved [47] 70,digital [47] digital,transformations Top Word Pairs in Tweet in G7:
[43] agenda,builder [28] stage,#df19 [27] future,takes [27] takes,center [27] center,stage [26] learn,more [26] hear,leaders [26] leaders,making [26] making,difference [26] difference,future Top Word Pairs in Tweet in G8:
[42] #smb,keynote [35] b2b,marketer's [23] salesforce,essentials [23] party,dreamforce [22] marketer's,party [21] #b2bbash,#df19 [20] ali,sabeti [18] learn,more [17] bookmark,now [16] someone,need Top Word Pairs in Tweet in G9:
[12] attending,#df19 [12] #df19,discover [12] discover,top [11] register,now [10] hear,leaders [10] leaders,making [10] making,difference [10] difference,future [10] future,takes [10] takes,center Top Word Pairs in Tweet in G10:
[10] learn,more [9] cx,suite [9] #df19,#salesforce [8] #commercecloud,ecommerce [7] level,up [7] ic,team [7] team,#dreamforce [6] win,new [6] new,apple [6] apple,watch Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: