The graph represents a network of 885 Twitter users whose recent tweets contained "#CMWorld OR #CMworld2020", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 14 October 2020 at 12:27 UTC.
The tweets in the network were tweeted over the 8-day, 15-hour, 45-minute period from Monday, 05 October 2020 at 20:35 UTC to Wednesday, 14 October 2020 at 12:21 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 : 885
Unique Edges : 2521
Edges With Duplicates : 3528
Total Edges : 6049
Number of Edge Types : 5
MentionsInRetweet : 1421
Mentions : 2206
Retweet : 940
Replies to : 866
Tweet : 616
Self-Loops : 624
Reciprocated Vertex Pair Ratio : 0.135935866155455
Reciprocated Edge Ratio : 0.239337220006137
Connected Components : 105
Single-Vertex Connected Components : 90
Maximum Vertices in a Connected Component : 755
Maximum Edges in a Connected Component : 5892
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.912527
Graph Density : 0.00416570800419255
Modularity : 0.263586
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 885 Twitter users whose recent tweets contained "#CMWorld OR #CMworld2020", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 14 October 2020 at 12:27 UTC.
The tweets in the network were tweeted over the 8-day, 15-hour, 45-minute period from Monday, 05 October 2020 at 20:35 UTC to Wednesday, 14 October 2020 at 12:21 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 : TwitterSearch
Graph Term : #CMWorld OR #CMworld2020
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:
[355] content,marketing [152] top,b2b [148] 50,top [136] influencers,follow [134] b2b,content [134] follow,2021 [127] 2021,#cmworld [126] marketing,influencers [119] marketing,world [102] cmicontent,#cmworld Top Word Pairs in Tweet in G1:
[63] content,marketing [36] marketing,world [29] cmicontent,#cmworld [16] solutions,hub [15] today,#cmworld [14] content,audience [13] audience,algorithm [13] algorithm,jaybaer [13] jaybaer,question [13] question,really Top Word Pairs in Tweet in G2:
[45] content,marketing [30] next,week [26] robert_rose,#cmworld [24] marketing,world [18] joepulizzi,jeffrey_coyle [17] robert_rose,joepulizzi [16] #cmworld,#contentmarketing [14] enter,chance [14] chance,win [14] win,swag Top Word Pairs in Tweet in G3:
[37] #cmworld,cmicontent [33] paige_oneill,#cmworld [32] content,marketing [29] jaybaer,#cmworld [26] iluvvit,#cmworld [23] jessikaphillips,#cmworld [19] luvvie,#cmworld [18] mean,defend [17] tell,truth [15] defend,thoughtfully Top Word Pairs in Tweet in G4:
[47] content,marketing [46] top,b2b [44] 50,top [41] cmicontent,#cmworld [37] influencers,follow [37] follow,2021 [37] 2021,#cmworld [33] marketing,influencers [31] b2b,content [28] influencer,marketing Top Word Pairs in Tweet in G5:
[78] content,marketing [64] 50,top [64] top,b2b [64] influencers,follow [64] follow,2021 [63] b2b,content [62] marketing,influencers [62] 2021,#cmworld [9] marketing,world [9] use,special Top Word Pairs in Tweet in G6:
[18] #cmworld,#contentmarketing [16] content,marketing [13] #contentmarketing,#digitalmarketing [9] #cmworld,aublogging [8] #cmworld,#digitalmarketing [6] keep,readers [6] readers,engaged [6] engaged,write [6] write,2000 [6] 2000,word Top Word Pairs in Tweet in G7:
[46] register,today [46] save,100 [43] code,save [41] experience,best [40] october,13 [40] 13,16 [40] 16,miss [37] miss,epic [37] epic,experience [37] getting,excited Top Word Pairs in Tweet in G8:
[6] #cmworld,2020 [4] #virtualevent,#webinar [4] view,sessions [4] sessions,#cmworld [4] session,cmicontent [3] still,time [3] time,register [3] register,#cmworld [3] proud,silver [3] silver,sponsors Top Word Pairs in Tweet in G9:
[10] content,marketing [9] twitter,chats [9] chats,october [9] #serpstat_chat,12 [9] 12,pm [7] #vcbuzz,12pm [6] latest,#b2b [5] attribute,success [5] content,#cmworld [5] marketing,world Top Word Pairs in Tweet in G10:
[24] #cmworld,#cmworldeur [17] content,marketing [11] european,edition [10] world,european [8] marketing,world [5] #cmworldeur,live [5] live,european [5] european,panel [5] panel,experts [5] experts,content 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 G4:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
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: