The graph represents a network of 1,294 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 12/28/2022 7:49:47 AM. The network was obtained from Twitter on Wednesday, 28 December 2022 at 19:40 UTC.
The tweets in the network were tweeted over the 2300-day, 20-hour, 55-minute period from Thursday, 08 September 2016 at 23:59 UTC to Tuesday, 27 December 2022 at 20:55 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 : 1294
Unique Edges : 2387
Edges With Duplicates : 9662
Total Edges : 12049
Number of Edge Types : 9
Tweet : 808
Retweet : 2099
MentionsInRetweet : 3892
Mentions : 2566
Quote : 237
Replies to : 657
MentionsInReplyTo : 1586
MentionsInQuote : 203
MentionsInQuoteReply : 1
Self-Loops : 1186
Reciprocated Vertex Pair Ratio : 0.131761786600496
Reciprocated Edge Ratio : 0.232843674632756
Connected Components : 122
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 1137
Maximum Edges in a Connected Component : 11792
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.099764
Graph Density : 0.00272600891018216
Modularity : 0.199493
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,294 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 12/28/2022 7:49:47 AM. The network was obtained from Twitter on Wednesday, 28 December 2022 at 19:40 UTC.
The tweets in the network were tweeted over the 2300-day, 20-hour, 55-minute period from Thursday, 08 September 2016 at 23:59 UTC to Tuesday, 27 December 2022 at 20:55 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:
[383] content,marketing [164] cmicontent,#cmworld [144] #cmworld,community [134] content,marketers [112] ask,#cmworld [93] marketing,world [88] marketing,minute [88] #content,marketing [87] minute,stories [84] #innovation,#cmworld Top Word Pairs in Tweet in G1:
[152] content,marketing [59] cmicontent,#cmworld [47] content,marketers [39] #cmworld,community [36] marketing,world [24] ask,#cmworld [23] visual,storytelling [22] week's,free [22] content,marketer [22] still,time Top Word Pairs in Tweet in G2:
[102] content,marketing [45] content,marketers [37] cspenn,#cmworld [31] #cmworld,#contentmarketing [29] day,#cmworld [28] next,year [26] annhandley,#cmworld [26] #cmworld,session [26] drewdavishere,#cmworld [25] #cmworld,markharrison3 Top Word Pairs in Tweet in G3:
[88] marketing,minute [88] #content,marketing [87] minute,stories [84] #innovation,#cmworld [38] anngynn,#cmworld [33] best,ways [33] ways,use [31] #socialmediamarketing,experts [31] participate,#socialmediamarketing [31] knows,participate Top Word Pairs in Tweet in G4:
[46] #cmworld,2022 [36] content,marketing [31] ask,#cmworld [31] #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:
[47] cmicontent,#cmworld [21] thought,leadership [15] greglevinsky,cmicontent [14] anngynn,cmicontent [14] lisagately,forrester [13] good,content [12] forrester,greglevinsky [12] clevelandclinic,#cmworld [10] actually,cares [10] issue,audience Top Word Pairs in Tweet in G6:
[6] annhandley,#cmworld [5] cmicontent,#cmworld [4] #cmworld,cmicontent [3] giving,talk [3] writer,trade [3] great,annhandley [3] sit,sydnicraighart [3] loving,talk [3] annhandley,rocking [3] heart,need Top Word Pairs in Tweet in G7:
[11] great,share [11] share,joepulizzi [11] content,creators [10] report,today [10] specifically,business [10] content,marketing [10] joepulizzi,report [10] oriented,content [10] today,specifically [10] isocialfanz,#cmworld Top Word Pairs in Tweet in G8:
[10] hasanminhaj,#cmworld [6] content,marketing [5] #cmworld,conference [5] #cleveland,#cmworld [5] great,presentation [5] presentation,conversation [5] insight,content [5] conference,gave [5] gave,insight [5] conversation,hasanminhaj Top Word Pairs in Tweet in G9:
[5] content,marketers [5] house,content [4] marketers,talking [4] kept,hearing [4] #cmworld,one [4] over,over [4] one,tool [4] hearing,house [4] using,over [4] week,#cmworld 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 G8:
Top Replied-To in G9:
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: