The graph represents a network of 1,308 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 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 19:44 UTC.
The tweets in the network were tweeted over the 1615-day, 7-hour, 15-minute period from Thursday, 06 September 2018 at 13:39 UTC to Tuesday, 07 February 2023 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 : 1308
Unique Edges : 2352
Edges With Duplicates : 9725
Total Edges : 12077
Number of Edge Types : 9
Tweet : 859
Retweet : 2075
MentionsInRetweet : 3805
Mentions : 2615
Quote : 242
Replies to : 677
MentionsInReplyTo : 1582
MentionsInQuote : 221
MentionsInQuoteReply : 1
Self-Loops : 1237
Reciprocated Vertex Pair Ratio : 0.133198789101917
Reciprocated Edge Ratio : 0.235084594835263
Connected Components : 114
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 1160
Maximum Edges in a Connected Component : 11814
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.098609
Graph Density : 0.00262758283437337
Modularity : 0.201039
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,308 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 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 19:44 UTC.
The tweets in the network were tweeted over the 1615-day, 7-hour, 15-minute period from Thursday, 06 September 2018 at 13:39 UTC to Tuesday, 07 February 2023 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:
[417] content,marketing [190] cmicontent,#cmworld [163] #cmworld,community [138] content,marketers [131] ask,#cmworld [124] marketing,minute [124] #content,marketing [122] minute,stories [99] marketing,world [84] #innovation,#cmworld Top Word Pairs in Tweet in G1:
[177] content,marketing [67] cmicontent,#cmworld [51] content,marketers [43] marketing,world [42] #cmworld,community [28] ask,#cmworld [23] content,marketer [21] week's,free [21] visual,storytelling [21] #cmworld,#contentmarketing Top Word Pairs in Tweet in G2:
[124] #content,marketing [124] marketing,minute [122] minute,stories [84] #innovation,#cmworld [80] content,marketing [41] cmicontent,#cmworld [40] #cmworld,#innovation [40] anngynn,#cmworld [39] best,ways [38] content,marketers Top Word Pairs in Tweet in G3:
[66] content,marketing [42] cspenn,#cmworld [33] drewdavishere,#cmworld [22] asked,questions [22] #cmworld,drewdavishere [20] #cmworld,markharrison3 [19] #cmworld,azeckman [19] #cmworld,joepulizzi [18] rarely,asked [17] content,marketers Top Word Pairs in Tweet in G4:
[47] cmicontent,#cmworld [19] thought,leadership [16] anngynn,cmicontent [16] greglevinsky,cmicontent [14] lisagately,forrester [12] forrester,greglevinsky [12] clevelandclinic,#cmworld [10] cares,lisagately [10] audience,actually [10] issue,audience Top Word Pairs in Tweet in G5:
[46] #cmworld,2022 [36] content,marketing [26] ask,#cmworld [26] #cmworld,community [11] top,25 [11] follow,#cmworld [11] 25,b2b [11] influencers,experts [11] marketing,influencers [11] experts,follow Top Word Pairs in Tweet in G6:
[22] cmicontent,#cmworld [17] #imsummit,#cmworld [14] content,marketing [13] industrial,marketing [10] morgan,norris [10] marketing,summit [8] virtual,experience [8] cspenn,#cmworld [7] marketing,world [6] first,time Top Word Pairs in Tweet in G7:
[5] content,marketers [5] house,content [4] #cmworld,one [4] kept,hearing [4] week,#cmworld [4] talking,using [4] over,over [4] hearing,house [4] marketers,talking [4] using,over Top Word Pairs in Tweet in G8:
[47] #mscnoticias,#cmworld [15] #breakingnews,#news [15] #news,#mscnoticias [11] #breakingnews,#mscnoticias [9] mscnoticias,#ultimahora [6] #ultimahora,#21sept [6] #venezuela,#breakingnews [5] #ultimahora,#04oct [5] #mscnoticias,#news [5] #news,#cmworld Top Word Pairs in Tweet in G9:
[16] content,marketing [15] open,positions [15] health,re [15] marketing,writers [15] pbm,content [15] experienced,pbm [15] positions,experienced [15] team,cvs [15] re,looking [15] writers,team Top Word Pairs in Tweet in G10:
[8] blog,diggity [8] #bebombdiggity,#bombdiggity [8] diggity,daily [8] daily,bites [8] #bombdiggity,#marketingtips [8] awesome,#bebombdiggity [8] bites,awesome [8] #marketingtips,xoxo [4] xoxo,cmicontent 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 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: