The graph represents a network of 3,608 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 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 3398-day, 4-hour, 13-minute period from Wednesday, 30 October 2013 at 20:46 UTC to Sunday, 19 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 : 3608
Unique Edges : 2375
Edges With Duplicates : 6590
Total Edges : 8965
Number of Edge Types : 9
Tweet : 3170
Retweet : 1755
MentionsInRetweet : 2213
Mentions : 1267
Replies to : 200
MentionsInReplyTo : 253
Quote : 44
MentionsInQuote : 61
MentionsInQuoteReply : 2
Self-Loops : 4051
Reciprocated Vertex Pair Ratio : 0.0226385636221702
Reciprocated Edge Ratio : 0.0442748091603053
Connected Components : 1536
Single-Vertex Connected Components : 1043
Maximum Vertices in a Connected Component : 498
Maximum Edges in a Connected Component : 1955
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.471394
Graph Density : 0.000201320787308738
Modularity : 0.357113
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,608 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 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 3398-day, 4-hour, 13-minute period from Wednesday, 30 October 2013 at 20:46 UTC to Sunday, 19 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:
[642] #design,#designthinking [642] sale,#help [642] #sales,#sale [642] #thankyoucard,#design [642] #helpinghand,#sales [642] #designthinking,#helpinghand [642] #help,#canvatemplate [642] #canvatemplate,#thankyoucard [365] thaithanhhieu,sale [293] #business,#entrepreneur Top Word Pairs in Tweet in G1:
[92] social,media [67] #marketing,#digitalmarketing [58] #business,#marketing [55] #digitalmarketing,#marketing [48] #marketing,#seo [45] digital,marketing [44] #marketing,#business [42] #socialmedia,#marketing [37] #marketing,#socialmedia [35] #marketing,#webdesigner Top Word Pairs in Tweet in G2:
[131] #tech,#innovation [72] #innovation,#technology [60] #web3,#metaverse [50] khulood_almani,#chatgpt [49] #metaverse,#blockchain [47] #marketing,#iot [46] #ai,#tech [43] enricomolinari,#chatgpt [43] #marketing,#finserv [42] #finserv,#fintech Top Word Pairs in Tweet in G3:
[223] esports,marketing [223] marketing,strategies [223] learn,successful [223] successful,examples [223] #marketing,#influencer [223] examples,#marketing [223] read,more [223] #influencer,#famenet [223] #famenet,read [223] strategies,learn Top Word Pairs in Tweet in G4:
[84] many,things [84] nftl,#bep20 [84] #nft,better [84] things,possible [84] #p2p,#crypto [84] brand,many [84] #investorteam,#swing [84] #crypto,#nft [84] #trade,long [84] #swing,#trade Top Word Pairs in Tweet in G5:
[47] #socialmedia,#seo [47] #contentmarketing,#socialmedia [47] #visualcontenting,#contentmarketing [11] #marketing,#podcast [10] between,heaven [10] difference,between [10] taleb,#marketing [10] hell,branding [10] branding,nassim [10] much,difference Top Word Pairs in Tweet in G6:
[23] #digitalmarketing,#digital [23] #digital,#marketing [11] #contentmarketing,#marketing [8] smash,limiting [8] beliefs,unleash [8] limitless,digital [8] limiting,beliefs [8] digital,mindset [8] digital,transformation [8] unleash,digital Top Word Pairs in Tweet in G7:
[22] #marketing,#socialmedia [22] youtube,video [22] #videomarketing,#youtubevideoseo [22] click,#youtubechannelpromotion [22] video,seo [22] #seo,#marketing [22] organic,promotion [22] #organicpromotion,#video [22] more,information [22] #video,#seo Top Word Pairs in Tweet in G8:
[26] explainer,videos [19] #nftartists,#marketing [19] #nftgiveaways,#nftproject [19] #nftproject,#nftartists [19] #nft,#nftgiveaway [19] art,ambitions [19] seller,custom [19] more,nft [19] #nfts,#nftcommunity [19] nft,much Top Word Pairs in Tweet in G9:
[5] #socialmedia,#marketing [4] #facebook,#instagram [4] #twitter,#facebook [4] #instagram,#linkedin [4] #pinterest,#snapchat [4] #branding,#business [4] #linkedin,#youtube [4] #smm,#seo [4] #youtube,#pinterest [4] #snapchat,#blog Top Word Pairs in Tweet in G10:
[17] community,moderation [17] content,creation [13] shilling,community [13] #marketing,agency [13] agency,accelerate [13] accelerate,online [13] services,content [13] online,presence [13] digital,#marketing [13] creation,shilling Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: