The graph represents a network of 4,116 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 13:11 UTC.
The tweets in the network were tweeted over the 4260-day, 6-hour, 20-minute period from Tuesday, 19 July 2011 at 17:40 UTC to Sunday, 19 March 2023 at 00:00 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 : 4116
Unique Edges : 2674
Edges With Duplicates : 6357
Total Edges : 9031
Number of Edge Types : 8
Retweet : 1853
MentionsInRetweet : 2526
Tweet : 2796
Replies to : 166
MentionsInReplyTo : 229
Mentions : 1361
Quote : 63
MentionsInQuote : 37
Self-Loops : 3341
Reciprocated Vertex Pair Ratio : 0.0145106514356283
Reciprocated Edge Ratio : 0.0286062081558125
Connected Components : 1588
Single-Vertex Connected Components : 1044
Maximum Vertices in a Connected Component : 344
Maximum Edges in a Connected Component : 1062
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 3.558681
Graph Density : 0.000194009212780755
Modularity : 0.427271
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,116 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 13:11 UTC.
The tweets in the network were tweeted over the 4260-day, 6-hour, 20-minute period from Tuesday, 19 July 2011 at 17:40 UTC to Sunday, 19 March 2023 at 00:00 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:
[383] #twitter,#marketing [380] #marketing,#bmprt [373] #business,#news [344] #socialmedia,#business [313] #news,#newsupdate [304] #giveaway,winner [304] anonproms,dm [304] 45,minutes [304] minutes,follow [304] follow,anonproms Top Word Pairs in Tweet in G1:
[91] social,media [71] #france,#europe [64] #digitalmarketing,#marketing [62] #marketing,#digitalmarketing [61] #europe,#blog [59] #sales,#marketing [58] #seo,#marketing [56] #blog,#blogs [52] #socialmedia,#seo [51] #business,#marketing Top Word Pairs in Tweet in G2:
[303] minutes,follow [303] 45,minutes [303] follow,anonproms [303] winner,45 [303] anonproms,dm [303] #giveaway,winner [302] cryptosanthoshk,#giveaway Top Word Pairs in Tweet in G3:
[15] escroqueries,#web3 [15] comment,éviter [15] 101blockchains,#metaverse [15] éviter,101blockchains [15] #metaverse,#nft [15] #web3,comment [14] #nft,#transfon [14] anthonyrochand,escroqueries [11] #marketing,#fashiontech [11] #finserv,#govtech Top Word Pairs in Tweet in G4:
[122] #hiring,we've [122] we've,open [122] open,slots [122] web3,#hiring [122] #manager,#community [120] netshadownft,web3 [62] #manager,#blockchain [62] #sales,#manager [62] slots,#sales [62] #blockchain,#developers Top Word Pairs in Tweet in G5:
[118] #seeding,mission [118] welcome,#ai [118] powered,#blockchain [118] #ai,powered [118] #blockchain,platform [118] #socialmedia,#seeding [118] platform,#socialmedia [117] mission,boos [117] subautoai,welcome [3] #manager,#community Top Word Pairs in Tweet in G6:
[96] coming,week [96] useful,stay [96] tuned,#bounty [96] stay,tuned [96] special,useful [96] release,something [96] something,very [96] week,release [96] very,special [96] #bounty,#cryptocurrency Top Word Pairs in Tweet in G7:
[83] best,#web3 [83] #web3,started [83] booster,welcome [83] #affiliate,#marketing [83] world,#affiliate [83] #marketing,#web3 [83] welcome,world [83] started,best [83] magic,booster [83] hey,magic Top Word Pairs in Tweet in G8:
[72] letrerito,#marketing [72] marcha,letrerito [72] vido,marcha [71] ndurancoronado,vido Top Word Pairs in Tweet in G9:
[89] #dks,#marketing [83] #marketing,#ai [54] responded,#dks [54] community,asked [54] asked,responded [53] darkshieldg,community [29] #ai,big [29] big,data [29] data,scetion [29] updates,coming Top Word Pairs in Tweet in G10:
[61] #kiba,kibainuworld [41] fly,moon [41] buy,fly [41] token,buy [41] miss,#kiba [41] best,token [41] moon,miss [40] mohandes890,best [15] creating,bright [15] investing,creating Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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: