The graph represents a network of 3,966 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 3/4/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 05 March 2023 at 14:12 UTC.
The tweets in the network were tweeted over the 1798-day, 9-hour, 57-minute period from Sunday, 01 April 2018 at 15:02 UTC to Sunday, 05 March 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 : 3966
Unique Edges : 2665
Edges With Duplicates : 5844
Total Edges : 8509
Number of Edge Types : 9
Mentions : 1509
Retweet : 1478
MentionsInRetweet : 1934
Tweet : 3152
Replies to : 174
MentionsInReplyTo : 148
Quote : 34
MentionsInQuote : 73
MentionsInQuoteReply : 7
Self-Loops : 3796
Reciprocated Vertex Pair Ratio : 0.0219249349684132
Reciprocated Edge Ratio : 0.0429090909090909
Connected Components : 1777
Single-Vertex Connected Components : 1159
Maximum Vertices in a Connected Component : 601
Maximum Edges in a Connected Component : 2177
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.605039
Graph Density : 0.000174878650114879
Modularity : 0.401434
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,966 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 3/4/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 05 March 2023 at 14:12 UTC.
The tweets in the network were tweeted over the 1798-day, 9-hour, 57-minute period from Sunday, 01 April 2018 at 15:02 UTC to Sunday, 05 March 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:
[220] social,media [197] #socialmedia,#marketing [177] #marketing,#digitalmarketing [140] #digitalmarketing,#marketing [135] #marketing,#bmprt [133] digital,marketing [120] #marketing,#socialmedia [118] #business,#marketing [114] daily,thanks [110] #marketing,#business Top Word Pairs in Tweet in G1:
[98] social,media [78] #marketing,#digitalmarketing [74] #digitalmarketing,#marketing [74] #socialmedia,#seo [69] #visualcontenting,#contentmarketing [69] #contentmarketing,#socialmedia [65] #business,#marketing [56] #sales,#marketing [52] digital,marketing [50] #socialmedia,#marketing Top Word Pairs in Tweet in G2:
[43] #ehealth,#finserv [42] #metaverse,gartner_inc [42] generative,#ai [40] khulood_almani,#chatgpt [39] #ai,#tech [37] #chatgpt,internet [37] level,disruption [37] disruption,big [37] internet,level [37] big,generative Top Word Pairs in Tweet in G3:
[8] attractive,character [7] digital,marketing [7] pitch,#whatsyourpitch [6] work,#esports [6] time,experience [6] bad,publicity [6] #storytelling,#marketing [6] chat,both [6] marketing,years [6] bad,imo Top Word Pairs in Tweet in G4:
[56] #javascript,#reactjs [52] #reactjs,#wordpress [50] #iot,#iiot [41] #pytorch,#javascript [40] #python,#iot [35] #iiot,#pytorch [34] #wordpress,#security [30] #security,#defi [25] #finserv,#marketing [25] #ai,#finserv Top Word Pairs in Tweet in G5:
[26] #marketing,#socialmedia [23] information,click [23] #youtubevideoseo,#videopromotion [23] best,youtube [23] youtube,video [23] #youtubechannelpromotion,#videomarketing [23] #videopromotion,#organicpromotion [23] click,#youtubechannelpromotion [23] #socialmedia,#youtubesubscribers [23] #organicpromotion,#video Top Word Pairs in Tweet in G6:
[5] #socialmedia,#smm [4] #smm,#marketing [3] #marketing,#marketingtrends [3] #marketing,#digitalmarketing [3] seo,allison [3] press,release's [3] #seotools,#seotips [3] release's,seo [3] carter,allisonlcarter [3] marketing,trends Top Word Pairs in Tweet in G7:
[9] half,life [6] #socialmedia,#marketing [5] shelf,life [5] know,shelf [5] life,half [5] #branding,#business [4] media,#twitter [4] #website,#css [4] #social,#socialmedia [4] #webdeveloper,#html Top Word Pairs in Tweet in G8:
[28] #digital,#marketing [28] #digitalmarketing,#digital [18] #digitalmarketing,#marketing [14] #socialmedia,#marketing [13] social,media [12] types,marketing [12] marketing,diagrams [12] diagrams,know [12] know,#graphicdesign [12] #graphicdesign,#marketing Top Word Pairs in Tweet in G9:
[42] #manager,#phillipinos [42] #collab,#manager [42] #hiring,looking [42] #korea,#usa [42] #usa,#advisor [42] #manager,#community [42] looking,#collab [42] #advisor,#web3 [42] #community,#manager [42] #phillipinos,#korea Top Word Pairs in Tweet in G10:
[16] clicks,1littlecoder [16] 1littlecoder,shows [16] #chatgpt,#api [16] few,clicks [16] #chatgpt,sheets [16] sheets,integrate [16] googlesheets,few [16] integrate,#chatgpt [16] #api,googlesheets [15] shows,use Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
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: