The graph represents a network of 4,172 Twitter users whose recent tweets contained "#marketing", 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 2/11/2023 5:00:56 PM. The network was obtained from Twitter on Sunday, 12 February 2023 at 14:12 UTC.
The tweets in the network were tweeted over the 1688-day, 15-hour, 0-minute period from Friday, 29 June 2018 at 10:00 UTC to Sunday, 12 February 2023 at 01:00 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 : 4172
Unique Edges : 2509
Edges With Duplicates : 6254
Total Edges : 8763
Number of Edge Types : 8
Retweet : 1702
MentionsInRetweet : 2082
Tweet : 2979
Mentions : 1296
Replies to : 247
MentionsInReplyTo : 355
Quote : 66
MentionsInQuote : 36
Self-Loops : 3591
Reciprocated Vertex Pair Ratio : 0.0165202108963093
Reciprocated Edge Ratio : 0.0325034578146611
Connected Components : 1681
Single-Vertex Connected Components : 1165
Maximum Vertices in a Connected Component : 1069
Maximum Edges in a Connected Component : 2984
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.716798
Graph Density : 0.000166193410052012
Modularity : 0.411178
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,172 Twitter users whose recent tweets contained "#marketing", 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 2/11/2023 5:00:56 PM. The network was obtained from Twitter on Sunday, 12 February 2023 at 14:12 UTC.
The tweets in the network were tweeted over the 1688-day, 15-hour, 0-minute period from Friday, 29 June 2018 at 10:00 UTC to Sunday, 12 February 2023 at 01:00 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 : #marketing
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:
[337] social,media [267] #crypto,#nft [266] help,grow [263] need,#marketing [262] #marketing,#shill [261] #promotion,#crypto [261] #shill,#promotion [261] #nft,#business [261] grow,dm [261] #business,help Top Word Pairs in Tweet in G1:
[95] social,media [64] #algebra,#calculus [62] #marketing,#business [60] #marketing,#digitalmarketing [60] #statistics,#biology [57] #creativity,#marketing [56] #socialmedia,#marketing [54] #marketing,#seo [52] #business,#marketing [47] #marketing,#physics Top Word Pairs in Tweet in G2:
[267] #crypto,#nft [261] help,grow [261] #nft,#business [261] #promotion,#crypto [261] grow,dm [261] #shill,#promotion [261] #marketing,#shill [261] need,#marketing [261] #business,help [260] nickypromotes,need Top Word Pairs in Tweet in G3:
[30] #tech,#innovation [27] #web3,#metaverse [24] #fintech,#finserv [23] #technology,#web3 [22] #marketing,#iot [22] #innovation,#technology [22] #metaverse,#blockchain [17] #innovation,#tech [16] #blockchain,#marketing [15] #bigdata,#datascientists Top Word Pairs in Tweet in G4:
[189] seo,agency [189] #influencer,#famenet [189] #seo,#agency [189] #agency,#marketing [189] #famenet,read [189] #marketing,#influencer [189] agency,#seo [189] work,seo [189] read,more [188] fameinfinity_,work Top Word Pairs in Tweet in G5:
[102] help,finding [102] makita,nice [102] social,media [102] finding,influencers [102] meet,promote [102] projects,help [102] collabs,social [102] promote,#web3 [102] #web3,projects [102] influencers,collabs Top Word Pairs in Tweet in G6:
[95] contact,co [51] tags,contact [51] #business,#art [51] #branding,#london [51] title,tags [51] #etsy,#seo [51] etsy,seo [51] #marketing,#handmade [51] #art,#socialmedia [51] #socialmediamarketing,#etsyfinds Top Word Pairs in Tweet in G7:
[45] #startup,#startups [39] #domainsforsale,#domainname [37] #marketing,#tech [36] #domainname,#domainnames [26] #domainforsale,#startup [23] #marketing,#digitalmarketing [22] #domainnames,#domainforsale [21] domain,name [21] name,domaindilemma [18] nanzanic,#domainsforsale Top Word Pairs in Tweet in G8:
[24] #marketing,#0to500k [24] #growthhacking,#marketing [5] return,investment [5] growth,hacking [5] generating,leads [5] digital,marketing [4] marketing,space [4] #content,#marketing [4] label,looking [4] excited,leading Top Word Pairs in Tweet in G9:
[49] social,media [25] #business,#ai [22] more,#onpassive [20] read,more [19] media,marketing [19] #ai,#technology [19] #technology,#network [19] #onpassive,#marketing [17] media,manager [17] #advertising,#marketingsuccess Top Word Pairs in Tweet in G10:
[49] #mecfs,#longcovid [48] head,nonprofit [48] chairmen,head [48] nonprofit,marketing [48] agency,#mecfs [48] npo,researchers [48] marketing,agency [48] #longcovid,npo [47] researchers,gifte [47] pausedme,chairmen Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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 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: