The graph represents a network of 3,249 Twitter users whose recent tweets contained "dreamforce", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 21:14 UTC.
The tweets in the network were tweeted over the 2132-day, 22-hour, 34-minute period from Monday, 03 April 2017 at 01:58 UTC to Saturday, 04 February 2023 at 00:33 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 3249
Unique Edges : 4360
Edges With Duplicates : 11058
Total Edges : 15418
Number of Edge Types : 9
Tweet : 1434
Mentions : 3326
Retweet : 1680
MentionsInRetweet : 2933
Replies to : 1098
MentionsInReplyTo : 4565
Quote : 162
MentionsInQuote : 187
MentionsInQuoteReply : 33
Self-Loops : 2105
Reciprocated Vertex Pair Ratio : 0.0759049593366289
Reciprocated Edge Ratio : 0.141099748036164
Connected Components : 547
Single-Vertex Connected Components : 359
Maximum Vertices in a Connected Component : 2360
Maximum Edges in a Connected Component : 13909
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.356136
Graph Density : 0.000639359287510973
Modularity : 0.307589
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,249 Twitter users whose recent tweets contained "dreamforce", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 21:14 UTC.
The tweets in the network were tweeted over the 2132-day, 22-hour, 34-minute period from Monday, 03 April 2017 at 01:58 UTC to Saturday, 04 February 2023 at 00:33 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : dreamforce
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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[321] dreamforce,2022 [225] reply,#stop [225] #stop,opt [193] salesforce,dreamforce [178] front,row [177] row,seat [172] seat,dreamforce [171] secure,front [171] #df22,final [171] final,step Top Word Pairs in Tweet in G1:
[225] #stop,opt [225] reply,#stop [177] row,seat [177] front,row [172] seat,dreamforce [171] secure,front [171] ready,#df22 [171] #df22,final [171] final,step [171] step,secure Top Word Pairs in Tweet in G2:
[53] #salesforcetour,nyc [46] dreamforce,2022 [19] k_ann_hamilton,dreamforce [16] dreamforce,salesforce [15] san,francisco [14] save,date [14] salesforce,dreamforce [13] #df22,#salesforce [12] best,dreamforce [12] dreamforce,#df22 Top Word Pairs in Tweet in G3:
[75] badge,trailhead [51] salesforce,dreamforce [43] best,dreamforce [41] trailhead,dreamforce [39] trailhead,salesforce [34] salesforceadmns,salesforcedevs [34] salesforcedevs,salesforceadmns [33] salesforce,salesforcedevs [33] golden,hoodie [31] dreamforce,trailhead Top Word Pairs in Tweet in G4:
[94] dreamforce,2022 [22] dreamforce,22 [20] sessions,dreamforce [20] dreamforce,2017 [20] salesforce,genie [19] people,buy [19] company,understand [19] two,sessions [19] 2017,help [19] understand,people Top Word Pairs in Tweet in G5:
[46] global,gathering [33] 2022,global [26] dreamforce,2022 [22] paul,pelosi [22] attack,paul [22] pelosi,home [22] hear,attack [22] home,thoughts [22] thoughts,paul [22] paul,family Top Word Pairs in Tweet in G6:
[74] join,useful [72] useful,site [64] dreamforce,partnerforce [64] salesforce,job [63] job,career [61] career,info [61] #df22,#dreamforce [57] site,salesforce [55] appexchange,marketingcloud [54] salesforceorg,salesforce Top Word Pairs in Tweet in G7:
[5] thedailyshow,lesdoggg [5] apple,dreamforce [5] nbcsnl,trevornoah [5] trevornoah,colbertlateshow [4] #jimcramer,#cnbc [4] lesdoggg,salesforce [4] nypost,#themarket [4] #wallstreet,#siliconvalley [4] salesforce,apple [4] #news,#wallstreet Top Word Pairs in Tweet in G8:
[42] #trailblazercommunity,#motiharimeetup [38] #motiharimeetup,#trailhead [26] dreamforce,salesforcedevs [25] #trailhead,#sfdg22 [24] #sfdg22,dreamforce [23] madhusudan_2002,kanuls2 [23] kanuls2,imvedp [22] abhinandanraj2,gauravk7121 [19] imvedp,abhinandanraj2 [16] gauravk7121,updeshkum123 Top Word Pairs in Tweet in G9:
[64] #salesforce,#dreamforce [61] #ces2023,#ces [61] #ces,#salesforce [58] #dreamforce,#shrm [32] #shrm,#hrtech [31] featured,#communities [31] #corpgov,#csr [30] #csr,#hr [27] #hrtech,#corpgov [27] app,featured Top Word Pairs in Tweet in G10:
[31] well,being [31] conversations,well [31] brought,thought [31] catch,things [31] leaders,together [31] team,brought [31] together,critical [31] dreamforce,year [31] click,catch [31] things,#dreamforce2022 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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Top Tweeters in G10: