The graph represents a network of 1,355 Twitter users whose recent tweets contained "#CMWorld", 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 18:39 UTC.
The tweets in the network were tweeted over the 1650-day, 10-hour, 3-minute period from Thursday, 06 September 2018 at 13:39 UTC to Tuesday, 14 March 2023 at 23:42 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 : 1355
Unique Edges : 2283
Edges With Duplicates : 9667
Total Edges : 11950
Number of Edge Types : 9
Tweet : 899
Retweet : 2065
MentionsInRetweet : 3678
Mentions : 2622
Quote : 235
Replies to : 668
MentionsInReplyTo : 1569
MentionsInQuote : 213
MentionsInQuoteReply : 1
Self-Loops : 1262
Reciprocated Vertex Pair Ratio : 0.131164471985541
Reciprocated Edge Ratio : 0.23191052271171
Connected Components : 114
Single-Vertex Connected Components : 98
Maximum Vertices in a Connected Component : 1158
Maximum Edges in a Connected Component : 11523
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.09855
Graph Density : 0.00238789537082963
Modularity : 0.205299
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,355 Twitter users whose recent tweets contained "#CMWorld", 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 18:39 UTC.
The tweets in the network were tweeted over the 1650-day, 10-hour, 3-minute period from Thursday, 06 September 2018 at 13:39 UTC to Tuesday, 14 March 2023 at 23:42 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 : #CMWorld
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:
[450] content,marketing [198] cmicontent,#cmworld [164] #cmworld,community [156] marketing,minute [156] #content,marketing [154] minute,stories [136] #mscnoticias,#cmworld [136] content,marketers [132] ask,#cmworld [103] marketing,world Top Word Pairs in Tweet in G1:
[195] content,marketing [58] cmicontent,#cmworld [50] content,marketers [47] #cmworld,community [46] marketing,world [31] ask,#cmworld [23] week's,free [22] still,time [22] visual,storytelling [20] time,register Top Word Pairs in Tweet in G2:
[156] #content,marketing [156] marketing,minute [154] minute,stories [113] content,marketing [93] #innovation,#cmworld [63] #cmworld,#innovation [54] cmicontent,#cmworld [43] content,marketers [42] stories,cmicontent [41] anngynn,#cmworld Top Word Pairs in Tweet in G3:
[36] content,marketing [36] cmicontent,#cmworld [30] cspenn,#cmworld [24] thought,leadership [20] #cmworld,markharrison3 [19] lisagately,forrester [19] #cmworld,azeckman [17] azeckman,#b2b [16] greglevinsky,cmicontent [15] #cmworld,joepulizzi Top Word Pairs in Tweet in G4:
[23] content,marketing [22] cmicontent,#cmworld [11] content,creators [10] anngynn,cmicontent [10] good,content [10] content,marketers [10] isocialfanz,#cmworld [10] clevelandclinic,#cmworld [9] joepulizzi,#cmworld [9] specifically,business Top Word Pairs in Tweet in G5:
[44] #cmworld,2022 [32] content,marketing [24] ask,#cmworld [24] #cmworld,community [11] marketing,influencers [11] b2b,content [11] follow,#cmworld [11] experts,follow [11] 25,b2b [11] influencers,experts Top Word Pairs in Tweet in G6:
[23] cmicontent,#cmworld [17] #imsummit,#cmworld [13] industrial,marketing [10] content,marketing [10] marketing,summit [10] morgan,norris [8] virtual,experience [6] join,virtual [6] brand,voice [6] #industrial,#marketing Top Word Pairs in Tweet in G7:
[136] #mscnoticias,#cmworld [15] #breakingnews,#news [15] #news,#mscnoticias [11] #breakingnews,#mscnoticias [11] mscnoticias,#ultimahora [6] #ultimahora,#21sept [6] #venezuela,#breakingnews [5] #ultimahora,#04oct [5] #venex,#mscnoticias [5] #mscnoticias,#news Top Word Pairs in Tweet in G8:
[5] content,marketers [5] house,content [4] tool,kept [4] week,#cmworld [4] kept,hearing [4] using,over [4] #cmworld,one [4] hearing,house [4] talking,using [4] one,tool Top Word Pairs in Tweet in G9:
[4] #cmworld,come [4] stop,booth [4] content,marketing [4] booth,432 [3] sponsors,libsyn [3] actonsoftware,ma [3] cmicontent,amazing [3] room,#cmworld [3] amazing,sponsors [3] libsyn,uberflip Top Word Pairs in Tweet in G10:
[8] semantic,search [7] content,marketing [5] great,time [5] competitive,advantage [4] llhand,speakers [4] creating,helpful [4] challenger,garage [4] dodge,challenger [4] thank,#cmworld [4] comes,first Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
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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: