The graph represents a network of 1,304 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 19:40 UTC.
The tweets in the network were tweeted over the 1587-day, 10-hour, 34-minute period from Thursday, 06 September 2018 at 13:39 UTC to Wednesday, 11 January 2023 at 00:13 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 : 1304
Unique Edges : 2377
Edges With Duplicates : 9663
Total Edges : 12040
Number of Edge Types : 9
Tweet : 836
Retweet : 2084
MentionsInRetweet : 3846
Mentions : 2563
Quote : 244
Replies to : 673
MentionsInReplyTo : 1584
MentionsInQuote : 209
MentionsInQuoteReply : 1
Self-Loops : 1214
Reciprocated Vertex Pair Ratio : 0.131131131131131
Reciprocated Edge Ratio : 0.231858407079646
Connected Components : 121
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 1151
Maximum Edges in a Connected Component : 11783
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.102285
Graph Density : 0.00266021309954847
Modularity : 0.204722
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,304 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 19:40 UTC.
The tweets in the network were tweeted over the 1587-day, 10-hour, 34-minute period from Thursday, 06 September 2018 at 13:39 UTC to Wednesday, 11 January 2023 at 00:13 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:
[397] content,marketing [172] cmicontent,#cmworld [158] #cmworld,community [138] content,marketers [125] ask,#cmworld [101] marketing,minute [101] #content,marketing [100] minute,stories [95] marketing,world [84] #innovation,#cmworld Top Word Pairs in Tweet in G1:
[148] content,marketing [107] cmicontent,#cmworld [49] content,marketers [44] #cmworld,community [30] marketing,world [28] ask,#cmworld [25] visual,storytelling [23] anngynn,cmicontent [22] week's,free [22] storytelling,summit Top Word Pairs in Tweet in G2:
[101] #content,marketing [101] marketing,minute [100] minute,stories [84] #innovation,#cmworld [82] content,marketing [40] best,ways [39] anngynn,#cmworld [39] ways,use [36] participate,#socialmediamarketing [36] #socialmediamarketing,experts Top Word Pairs in Tweet in G3:
[66] content,marketing [47] cspenn,#cmworld [30] drewdavishere,#cmworld [23] #cmworld,markharrison3 [21] #cmworld,drewdavishere [19] content,marketers [18] #cmworld,azeckman [18] #cmworld,crestodina [17] cmicontent,#cmworld [17] #cmworld,joepulizzi Top Word Pairs in Tweet in G4:
[48] #cmworld,2022 [37] content,marketing [35] ask,#cmworld [35] #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:
[10] clevelandclinic,#cmworld [10] isocialfanz,#cmworld [9] content,marketing [6] ahaval,ahamediagroup [5] project,craving [5] todays,day [5] talk,web [5] #cmworld,throwback [5] web,nfts [5] connect,hopefully Top Word Pairs in Tweet in G6:
[6] creative,show [5] leadership,program [5] #cmworld,cmicontent [5] favorite,photo [4] jkkalinowski,amandasubler [4] thought,leadership [4] amandasubler,cmicontent [4] annhandley,#cmworld [4] jkkalinowski,#cmworld [3] #contentmarketing,#cmworld Top Word Pairs in Tweet in G7:
[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 G8:
[8] hasanminhaj,#cmworld [7] content,marketing [5] insight,content [5] conference,gave [5] great,presentation [5] #cmworld,#contentmarketing [5] gave,insight [5] presentation,conversation [5] #cmworld,conference [5] conversation,hasanminhaj Top Word Pairs in Tweet in G9:
[5] content,marketing [5] stop,booth [4] booth,432 [3] actonsoftware,ma [3] short,attention [3] learn,#podcasting [3] time,register [3] demandjump,letsingo [3] amazing,sponsors [3] #cmworld,come Top Word Pairs in Tweet in G10:
[17] #imsummit,#cmworld [13] industrial,marketing [12] cmicontent,#cmworld [10] marketing,summit [10] morgan,norris [8] virtual,experience [6] #industrial,#marketing [6] join,virtual [5] #cmworld,#imsummit [5] covey,morgan 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: