The graph represents a network of 3,837 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 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 1737-day, 8-hour, 22-minute period from Friday, 08 June 2018 at 16:38 UTC to Sunday, 12 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 : 3837
Unique Edges : 2406
Edges With Duplicates : 6438
Total Edges : 8844
Number of Edge Types : 9
Retweet : 1631
MentionsInRetweet : 2217
Tweet : 3113
Replies to : 138
MentionsInQuote : 53
Mentions : 1511
Quote : 35
MentionsInReplyTo : 139
MentionsInQuoteReply : 7
Self-Loops : 3963
Reciprocated Vertex Pair Ratio : 0.0181543116490166
Reciprocated Edge Ratio : 0.0356612184249629
Connected Components : 1626
Single-Vertex Connected Components : 1058
Maximum Vertices in a Connected Component : 699
Maximum Edges in a Connected Component : 2688
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.919782
Graph Density : 0.00018289618969895
Modularity : 0.374063
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,837 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 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 1737-day, 8-hour, 22-minute period from Friday, 08 June 2018 at 16:38 UTC to Sunday, 12 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:
[296] #marketing,#bmprt [289] #socialmedia,#business [283] #twitter,#marketing [272] #business,#news [270] #rt,#writerslift [269] #news,#newsupdate [267] #b2b,#socialmedia [267] #breakingnews,#breaking [255] #breaking,#pointmanrt [245] #deal,#breakingnews Top Word Pairs in Tweet in G1:
[128] #sale,#discount [128] #shop,#sale [128] #affiliateprogram,#worldbloggersrt [128] #worldbloggersrt,#shop [125] #discount,#bloggershutrt [101] #bloggershutrt,#furniture [99] social,media [83] #marketing,#digitalmarketing [82] #business,#marketing [74] #furniture,#home Top Word Pairs in Tweet in G2:
[81] #tech,#innovation [65] #innovation,#technology [54] 6g,important [54] #5g,#iot [54] #smartcities,#5g [54] #iot,#tech [50] important,#smartcities [49] khulood_almani,6g [46] #technology,#ma [42] #ff,#twitter Top Word Pairs in Tweet in G3:
[75] best,#web3 [75] #web3,started [75] booster,welcome [75] #affiliate,#marketing [75] world,#affiliate [75] #marketing,#web3 [75] welcome,world [75] started,best [75] magic,booster [75] hey,magic Top Word Pairs in Tweet in G4:
[70] voilà,l'honorable [70] #créatif,d'#infirmiersliberauxencolere [70] travail,#créatif [70] notre,métier [70] alors,bonne [70] bonne,cause [70] d'#infirmiersliberauxencolere,mais [70] ce,n'est [70] l'honorable,travail [70] métier,alors Top Word Pairs in Tweet in G5:
[296] #marketing,#bmprt [280] #twitter,#marketing [274] #socialmedia,#business [271] #business,#news [270] #rt,#writerslift [269] #news,#newsupdate [267] #b2b,#socialmedia [267] #breakingnews,#breaking [255] #breaking,#pointmanrt [245] #deal,#breakingnews Top Word Pairs in Tweet in G6:
[9] social,media [9] #heardat,#sxsw [8] business,rule [8] #business,#entrepreneur [7] make,sure [6] #entrepreneur,#marketing [6] #branding,#marketing [6] senior,designer [5] customer,service [5] marketing,telling Top Word Pairs in Tweet in G7:
[14] dinisguarda,thinkers360 [9] social,media [7] media,management [7] management,tools [7] tools,2023 [7] popular,social [7] #bitcoin,blockchain [6] #socialmedia,#marketing [6] #digitalmarketing,#digital [6] digital,marketing Top Word Pairs in Tweet in G8:
[56] kibainuworld,co [39] such,kiab [39] time,invest [39] project,such [39] best,time [39] well,planned [39] invest,well [39] planned,project [39] kiab,kibainuworld [39] trust,best Top Word Pairs in Tweet in G9:
[40] #illustration,#photoshop [40] #art,#branding [40] #logodesigner,#graphic [40] #graphicdesigner,#graphicdesign [40] #graphic,#illustration [40] #logo,#art [40] #designer,#logodesigner [40] #branding,#designer [40] #graphicdesign,#design [40] #design,#logo Top Word Pairs in Tweet in G10:
[96] consumer,better [48] better,measure [48] brain,helps [48] better,reach [48] understand,consumer [48] #ai,brain [48] helps,understand [48] measure,more [48] more,effectively [48] reach,consumer Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
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: