The graph represents a network of 15,938 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 30,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 4/3/2023 9:49:38 AM. The network was obtained from Twitter on Monday, 03 April 2023 at 17:30 UTC.
The tweets in the network were tweeted over the 2501-day, 2-hour, 57-minute period from Saturday, 28 May 2016 at 13:51 UTC to Monday, 03 April 2023 at 16:49 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 : 15938
Unique Edges : 6767
Edges With Duplicates : 41426
Total Edges : 48193
Number of Edge Types : 9
Retweet : 10962
MentionsInRetweet : 12705
Tweet : 17021
Replies to : 1313
Mentions : 4490
MentionsInReplyTo : 1347
Quote : 161
MentionsInQuote : 189
MentionsInQuoteReply : 5
Self-Loops : 19834
Reciprocated Vertex Pair Ratio : 0.016931531263924
Reciprocated Edge Ratio : 0.0332992551482401
Connected Components : 4614
Single-Vertex Connected Components : 3574
Maximum Vertices in a Connected Component : 8311
Maximum Edges in a Connected Component : 28228
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.505551
Graph Density : 5.39125567620208E-05
Modularity : 0.313394
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 15,938 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 30,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 4/3/2023 9:49:38 AM. The network was obtained from Twitter on Monday, 03 April 2023 at 17:30 UTC.
The tweets in the network were tweeted over the 2501-day, 2-hour, 57-minute period from Saturday, 28 May 2016 at 13:51 UTC to Monday, 03 April 2023 at 16:49 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:
[5456] investment,opportunity [5453] b2b,call [5453] ceos,articulating [5453] articulating,value [5453] value,prop [5453] opportunity,core [5453] prop,company [5453] call,ceos [5453] company,investment [5453] core,offerings Top Word Pairs in Tweet in G1:
[5448] ceos,articulating [5448] core,offerings [5448] opportunity,core [5448] call,ceos [5448] articulating,value [5448] b2b,call [5448] company,investment [5448] prop,company [5448] value,prop [5448] investment,opportunity Top Word Pairs in Tweet in G2:
[2417] url,co [2411] tg,co [1049] perbelanjaan,online [1049] pusat,perbelanjaan [916] tempat,belanja [834] menghasilkan,uang [629] online,dengan [629] mana,pusat [584] toko,online [554] cara,menghasilkan Top Word Pairs in Tweet in G3:
[108] #finserv,#govtech [101] #fintech,#finserv [99] #marketing,#finserv [70] #fintech,#marketing [63] #finserv,#marketing [62] #amazon,#amazing [61] marketplace,#amazon [59] #shopping,#marketing [55] #govtech,#chatgpt [53] nicochan33,betamoroney Top Word Pairs in Tweet in G4:
[1183] buy,sell [651] sell,#shibadoge [651] #tokenburns,buy [650] #tokenomics,#holders [650] #holders,#marketing [649] #marketing,#liquidity [647] #liquidity,join [534] stay,date [529] holders,each [529] each,buy Top Word Pairs in Tweet in G5:
[274] marketing,strategies [274] youtube,marketing [274] read,more [274] #freelancers,#influencers [274] freelancers,#youtube [274] #famenet,read [274] #marketing,#freelancers [274] #youtube,#marketing [274] #influencers,#famenet [274] strategies,freelancers Top Word Pairs in Tweet in G6:
[372] app,helps [236] extract,phone [236] helps,extract [236] phone,numbers [236] numbers,websites [229] generator,android [229] android,app [229] number,generator [229] phone,number [203] websites,#phoneext Top Word Pairs in Tweet in G7:
[541] url,co [539] tg,co [261] #advertising,#marketing [236] perbelanjaan,online [236] pusat,perbelanjaan [221] tempat,belanja [208] #socialmedia,#seo [205] #contentmarketing,#socialmedia [204] #visualcontenting,#contentmarketing [170] join,email Top Word Pairs in Tweet in G8:
[84] #ai,#technology [76] more,#onpassive [76] read,more [76] #onpassive,#marketing [72] #marketing,#business [72] #business,#ai [64] #technology,#network [50] #network,#innovation [48] #innovation,#automated [45] boost,online Top Word Pairs in Tweet in G9:
[15] digital,marketing [14] social,media [14] marketing,#marketing [13] #marketing,#digital [10] #startup,#marketing [9] #marketing,#socialmedia [9] #socialmedia,#marketing [7] marketing,strategy [7] #marketing,liqsquid1 [7] solutions,#marketing Top Word Pairs in Tweet in G10:
[59] #martech,#marketing [59] #marketing,#technology [14] alternative,hubspot [13] #inbound,#martech [13] #marketing,#digital [12] good,alternative [12] #digital,#marketing [10] #digitalmarketing,#digital [9] frenchweb,#veille [9] #veille,#marketing Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G10:
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: