The graph represents a network of 1,658 Twitter users whose tweets in the requested range contained "#CMWorld", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 December 2021 at 19:18 UTC.
The requested start date was Wednesday, 01 December 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 70-day, 5-hour, 54-minute period from Tuesday, 21 September 2021 at 17:15 UTC to Tuesday, 30 November 2021 at 23:09 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 1658
Unique Edges : 3300
Edges With Duplicates : 11823
Total Edges : 15123
Number of Edge Types : 5
Mentions : 5365
Replies to : 1821
Retweet : 2395
MentionsInRetweet : 4125
Tweet : 1417
Self-Loops : 1435
Reciprocated Vertex Pair Ratio : 0.134448818897638
Reciprocated Edge Ratio : 0.237029325004338
Connected Components : 127
Single-Vertex Connected Components : 98
Maximum Vertices in a Connected Component : 1477
Maximum Edges in a Connected Component : 14869
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.922302
Graph Density : 0.0020976913383511
Modularity : 0.192709
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,658 Twitter users whose tweets in the requested range contained "#CMWorld", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 01 December 2021 at 19:18 UTC.
The requested start date was Wednesday, 01 December 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 70-day, 5-hour, 54-minute period from Tuesday, 21 September 2021 at 17:15 UTC to Tuesday, 30 November 2021 at 23:09 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[488] content,marketing [187] cmicontent,#cmworld [146] marketing,world [123] #cmworld,2021 [104] social,media [103] visual,storytelling [98] b2b,content [95] 9am,pst [82] top,25 [82] 25,b2b Top Word Pairs in Tweet in G1:
[112] content,marketing [71] visual,storytelling [67] cmicontent,#cmworld [42] storytelling,summit [29] content,marketers [27] next,week [25] social,media [25] #cmworld,#contentmarketing [22] #cmworld,community [22] today,#cmworld Top Word Pairs in Tweet in G2:
[105] content,marketing [45] marketing,world [41] hijinxmarketing,cmicontent [34] next,year [33] cmicontent,petesouza [31] cmicontent,sepco [29] cmicontent,#cmworld [29] social,media [28] #cmworld,community [28] next,week Top Word Pairs in Tweet in G3:
[97] content,marketing [54] cmicontent,#cmworld [38] top,25 [38] 25,b2b [37] #cmworld,2021 [32] jaybaer,#cmworld [31] ducttape,#cmworld [29] best,answer [28] b2b,marketers [27] joepulizzi,#cmworld Top Word Pairs in Tweet in G4:
[44] content,marketing [20] cmicontent,#cmworld [17] marketing,world [14] inkandcopy,cmicontent [14] cmicontent,a2 [14] cmicontent,a3 [13] visual,storytelling [13] social,media [13] cmicontent,a6 [12] laurfarrell,cmicontent Top Word Pairs in Tweet in G5:
[48] content,marketing [36] b2b,marketers [35] influencers,best [35] best,answer [35] answer,content [35] content,help [35] help,b2b [35] marketers,dominate [35] dominate,search [34] search,#cmworld Top Word Pairs in Tweet in G6:
[32] content,marketing [17] #cmworld,session [13] today,#cmworld [12] marketing,world [11] interested,content [11] marketing,learn [11] learn,best [11] best,healthcare [11] healthcare,join [11] join,content Top Word Pairs in Tweet in G7:
[18] prisus,#cmworld [12] 76,journalists [12] journalists,twitter [12] twitter,valuable [12] valuable,social [11] social,network [11] network,prisus [11] lisabeets,76 [8] content,marketing [7] jgrozalsky,#cmworld Top Word Pairs in Tweet in G8:
[88] 9am,pst [31] twitter,chats [27] #smtlive,9am [24] pst,business [22] #chataboutbrand,9am [22] tuesday,twitter [21] marketing,#chataboutbrand [21] #cmworld,9am [20] #usabizparty,10 [20] 10,pst Top Word Pairs in Tweet in G9:
[11] #cmworld,here's [11] here's,advice [11] advice,need [10] make,sure [9] cmicontent,'s [9] yikes,92 [9] 92,consumers [9] consumers,keep [9] keep,sound [9] sound,watching Top Word Pairs in Tweet in G10:
[6] cmicontent,#cmworld [5] love,good [5] jacquelineloch,imprint_andys [4] content,marketing [4] looking,forward [4] good,content [4] imprint_andys,#cmworld [4] imprint_andys,imprintcontent [3] next,year [3] oh,love Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: