The graph represents a network of 15,315 Twitter users whose recent tweets contained "social media marketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 3/30/2023 7:47:19 AM and 4/6/2023 7:47:27 AM. The network was obtained from Twitter on Thursday, 06 April 2023 at 15:19 UTC.
The tweets in the network were tweeted over the 4267-day, 2-hour, 50-minute period from Sunday, 31 July 2011 at 11:56 UTC to Thursday, 06 April 2023 at 14:47 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 : 15315
Unique Edges : 8665
Edges With Duplicates : 24836
Total Edges : 33501
Number of Edge Types : 9
Retweet : 5865
MentionsInRetweet : 6734
Tweet : 12443
Replies to : 3313
MentionsInReplyTo : 3500
Mentions : 1374
Quote : 212
MentionsInQuote : 43
MentionsInQuoteReply : 17
Self-Loops : 14331
Reciprocated Vertex Pair Ratio : 0.0214058144165671
Reciprocated Edge Ratio : 0.041914416609806
Connected Components : 7302
Single-Vertex Connected Components : 5965
Maximum Vertices in a Connected Component : 4057
Maximum Edges in a Connected Component : 11783
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 8.124048
Graph Density : 4.37420755062669E-05
Modularity : 0.40516
NodeXL Version : 1.0.1.511
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=291879
Data Import : The graph represents a network of 15,315 Twitter users whose recent tweets contained "social media marketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 3/30/2023 7:47:19 AM and 4/6/2023 7:47:27 AM. The network was obtained from Twitter on Thursday, 06 April 2023 at 15:19 UTC.
The tweets in the network were tweeted over the 4267-day, 2-hour, 50-minute period from Sunday, 31 July 2011 at 11:56 UTC to Thursday, 06 April 2023 at 14:47 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 : social media 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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[19022] social,media [6215] #1,marketing [6207] lets,regular [6204] regular,users [6172] make,money [6131] users,make [6093] marketing,network [6090] over,14 [6089] paid,300k [6089] million,paid Top Word Pairs in Tweet in G1:
[10731] social,media [5697] make,money [5679] #1,marketing [5677] regular,users [5676] lets,regular [5673] users,make [5652] money,social [5643] media,friends [5566] marketing,network [5564] over,14 Top Word Pairs in Tweet in G2:
[585] studied,digital [585] ambitions,social [585] having,opportunity [585] marketing,ambitions [585] social,media [585] digital,marketing [585] space,having [585] media,space [585] person,studied [585] opportunity,take Top Word Pairs in Tweet in G3:
[789] social,media [314] media,marketing [213] build,social [185] marketing,website [184] naija's,social [161] struggling,build [136] smm,platform [111] control,over [110] account,scratch [110] media,account Top Word Pairs in Tweet in G4:
[418] social,media [418] web3,social [418] way,web3 [418] aletheo,way [418] marketing,join [418] media,marketing [417] whalechart,aletheo Top Word Pairs in Tweet in G5:
[379] social,media [134] media,manager [132] manager,social [115] media,marketing [104] content,creator [104] social,content [100] click,shock [41] deal,services [41] org,contact [41] marketing,agency Top Word Pairs in Tweet in G6:
[266] social,media [206] surge,defi [186] web,social [185] rewards,marketing [185] marketing,dev [185] tax,srg [185] surge,swap [185] srg,rewards [127] media,platform [125] platform,tax Top Word Pairs in Tweet in G7:
[293] media,uma [293] social,media [293] agência,marketing [293] juliette,agora [293] uma,agência [293] musical,social [293] agora,agenciada [293] marketing,musical [293] squad,media [187] media,traçam Top Word Pairs in Tweet in G8:
[235] ukraine,aid [235] cross,fuck [235] 370k,ukraine [235] going,understandably [235] understandably,red [235] heard,370k [235] red,cross [235] aid,going [235] hey,sparkasse [235] sparkasse,heard Top Word Pairs in Tweet in G9:
[243] social,media [83] media,marketing [55] rs,1000 [55] offer,social [55] marketing,rs [51] build,10k [51] 10k,social [51] months,build [51] three,months [51] find,niches Top Word Pairs in Tweet in G10:
[233] social,media [128] media,manager [128] looking,social [119] firsttmaster,looking [104] website,questions [104] manager,run [104] run,business [104] questions,please [104] check,packages [104] business,check Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G5:
Top Replied-To in G6:
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: