The graph represents a network of 1,313 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 19:40 UTC.
The tweets in the network were tweeted over the 1622-day, 10-hour, 8-minute period from Thursday, 06 September 2018 at 13:39 UTC to Tuesday, 14 February 2023 at 23:47 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 : 1313
Unique Edges : 2341
Edges With Duplicates : 9734
Total Edges : 12075
Number of Edge Types : 9
Tweet : 864
Retweet : 2073
MentionsInRetweet : 3793
Mentions : 2626
Quote : 241
Replies to : 673
MentionsInReplyTo : 1583
MentionsInQuote : 221
MentionsInQuoteReply : 1
Self-Loops : 1243
Reciprocated Vertex Pair Ratio : 0.133029843196763
Reciprocated Edge Ratio : 0.234821428571429
Connected Components : 114
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 1160
Maximum Edges in a Connected Component : 11790
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.104618
Graph Density : 0.00260063529805138
Modularity : 0.202268
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,313 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 19:40 UTC.
The tweets in the network were tweeted over the 1622-day, 10-hour, 8-minute period from Thursday, 06 September 2018 at 13:39 UTC to Tuesday, 14 February 2023 at 23:47 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:
[422] content,marketing [191] cmicontent,#cmworld [163] #cmworld,community [136] content,marketers [131] ask,#cmworld [130] marketing,minute [130] #content,marketing [128] minute,stories [98] marketing,world [84] #innovation,#cmworld Top Word Pairs in Tweet in G1:
[167] content,marketing [53] cmicontent,#cmworld [46] #cmworld,community [43] content,marketers [37] marketing,world [31] ask,#cmworld [25] week's,free [24] still,time [23] visual,storytelling [22] time,register Top Word Pairs in Tweet in G2:
[130] #content,marketing [130] marketing,minute [128] minute,stories [94] content,marketing [84] #innovation,#cmworld [48] cmicontent,#cmworld [46] #cmworld,#innovation [44] content,marketers [40] best,ways [40] anngynn,#cmworld Top Word Pairs in Tweet in G3:
[57] content,marketing [39] cmicontent,#cmworld [38] cspenn,#cmworld [28] thought,leadership [21] #cmworld,markharrison3 [20] #cmworld,azeckman [19] lisagately,forrester [18] #cmworld,crestodina [18] azeckman,#b2b [16] #cmworld,drewdavishere Top Word Pairs in Tweet in G4:
[46] #cmworld,2022 [36] content,marketing [26] ask,#cmworld [26] #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 G5:
[25] cmicontent,#cmworld [18] anngynn,cmicontent [18] content,marketing [17] content,marketers [12] clevelandclinic,#cmworld [10] #cmworld,#contentmarketing [10] isocialfanz,#cmworld [7] short,form [7] marketers,spend [7] see,craft Top Word Pairs in Tweet in G6:
[21] cmicontent,#cmworld [17] #imsummit,#cmworld [13] industrial,marketing [10] morgan,norris [10] marketing,summit [8] virtual,experience [6] cspenn,#cmworld [6] #industrial,#marketing [6] brand,voice [6] join,virtual Top Word Pairs in Tweet in G7:
[12] content,marketing [12] hasanminhaj,#cmworld [6] great,presentation [6] conversation,hasanminhaj [6] insight,content [6] #cmworld,conference [6] conference,gave [6] gave,insight [6] presentation,conversation [5] #contentmarketing,#cmworld Top Word Pairs in Tweet in G8:
[63] #mscnoticias,#cmworld [15] #breakingnews,#news [15] #news,#mscnoticias [11] #breakingnews,#mscnoticias [10] mscnoticias,#ultimahora [6] #ultimahora,#21sept [6] #venezuela,#breakingnews [5] #ultimahora,#04oct [5] #mscnoticias,#news [5] #news,#cmworld Top Word Pairs in Tweet in G9:
[3] markwschaefer,marshacollier [3] social,media [3] marketing,expert [3] marshacollier,marismith [3] favorite,social [3] expert,markwschaefer [3] media,marketing [2] #cmworld,#askshiva [2] many,knows [2] #seotalk,#seofomo Top Word Pairs in Tweet in G10:
[2] anorchidinbloom,benjamintsmith7 [2] katyb_spencer,cbarrows [2] joelrrenner,katyb_spencer [2] cbarrows,anorchidinbloom [2] matageli,joelrrenner 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 G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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: